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import vtk def main(): colors = vtk.vtkNamedColors() # Set the background color. colors.SetColor("BkgColor", [0.3, 0.2, 0.1, 1.0]) input1 = vtk.vtkPolyData() input2 = vtk.vtkPolyData() sphereSource = vtk.vtkSphereSource() sphereSource.SetCenter(5, 0, 0) sphereSource.Update() input1.ShallowCopy(sphereSource.GetOutput()) coneSource = vtk.vtkConeSource() coneSource.Update() input2.ShallowCopy(coneSource.GetOutput()) # Append the two meshes appendFilter = vtk.vtkAppendPolyData() appendFilter.AddInputData(input1) appendFilter.AddInputData(input2) appendFilter.Update() # Remove any duplicate points. cleanFilter = vtk.vtkCleanPolyData() cleanFilter.SetInputConnection(appendFilter.GetOutputPort()) cleanFilter.Update() # Create a mapper and actor mapper = vtk.vtkPolyDataMapper() mapper.SetInputConnection(cleanFilter.GetOutputPort()) actor = vtk.vtkActor() actor.SetMapper(mapper) # Create a renderer, render window, and interactor renderer = vtk.vtkRenderer() renderWindow = vtk.vtkRenderWindow() renderWindow.AddRenderer(renderer) renderWindowInteractor = vtk.vtkRenderWindowInteractor() renderWindowInteractor.SetRenderWindow(renderWindow) # Add the actors to the scene renderer.AddActor(actor) renderer.SetBackground(colors.GetColor3d("BkgColor")) # Render and interact renderWindowInteractor.Initialize() renderWindow.Render() renderer.GetActiveCamera().Zoom(0.9) renderWindow.Render() renderWindowInteractor.Start() if __name__ == "__main__": main()
lorensen/VTKExamples
src/Python/Filtering/CombinePolyData.py
Python
apache-2.0
1,645
[ "VTK" ]
67b897da9c75130f240f33fe721f3faf84c63dddf5259492161bcbbf3964e1b4
""" New version of bioconductor? This script goes through each current Bioconductor recipe, finds the corresponding dependencies that are also in this repo, and reports the [reverse toplogically sorted] set of Bioconductor packages that should be updated using bioconductor-scraper.py. In other words, the first items in the list should be updated and built first since they are those that other packages are most dependent on. Outputs strings of the format BioconductorName:recipename """ import glob import yaml import pyaml import os import networkx as nx import itertools from conda_build.metadata import MetaData from conda import version import sys sys.path.insert(0, '..') from bioconda_utils import utils def bioc_name(recipe): """ Returns the Bioconductor name (rather than the sanitized lowercase bioconda name) that can be provided to bioconda-scraper.py """ return MetaData(recipe).meta['source']['fn'].split('_')[0] if __name__ == "__main__": import argparse ap = argparse.ArgumentParser() ap.add_argument('--recipes', default='recipes', help='Recipes directory') ap.add_argument('--config', default='recipes', help='Config YAML') args = ap.parse_args() recipes = list(utils.get_recipes(args.recipes, 'bioconductor-*')) deps = itertools.chain( itertools.chain(*(utils.get_deps(i, build=True, config=args.config) for i in recipes)), itertools.chain(*(utils.get_deps(i, build=False, config=args.config) for i in recipes)) ) deps = list(filter(lambda x: x.startswith(('r-', 'bioconductor-')), deps)) bioconda_deps = list( filter( lambda x: os.path.isdir(x), itertools.chain(*(utils.get_recipes(args.recipes, i) for i in deps)) ) ) dag, name2recipe = utils.get_dag(bioconda_deps, config=args.config) def version_sort(x): return version.VersionOrder(MetaData(x).meta['package']['version']) for name in nx.topological_sort(dag): recipe = sorted(name2recipe[name], key=version_sort)[-1] print('{0}:{1}'.format(bioc_name(recipe), name))
instituteofpathologyheidelberg/bioconda-recipes
scripts/bioconductor/update_bioconductor_packages.py
Python
mit
2,111
[ "Bioconda", "Bioconductor" ]
6f804daf2de13699e634708c64c85e11717001ada1e536f77be331e8671accab
# Copyright (c) Pymatgen Development Team. # Distributed under the terms of the MIT License. """ This module provides classes used to enumerate surface sites and to find adsorption sites on slabs """ import itertools import os import numpy as np from matplotlib import patches from matplotlib.path import Path from monty.serialization import loadfn from scipy.spatial import Delaunay from pymatgen import vis from pymatgen.core.structure import Structure from pymatgen.analysis.local_env import VoronoiNN from pymatgen.analysis.structure_matcher import StructureMatcher from pymatgen.core.operations import SymmOp from pymatgen.core.surface import generate_all_slabs from pymatgen.symmetry.analyzer import SpacegroupAnalyzer from pymatgen.util.coord import in_coord_list_pbc __author__ = "Joseph Montoya" __copyright__ = "Copyright 2016, The Materials Project" __version__ = "0.1" __maintainer__ = "Joseph Montoya" __credits__ = "Richard Tran" __email__ = "montoyjh@lbl.gov" __status__ = "Development" __date__ = "December 2, 2015" class AdsorbateSiteFinder: """ This class finds adsorbate sites on slabs and generates adsorbate structures according to user-defined criteria. The algorithm for finding sites is essentially as follows: 1. Determine "surface sites" by finding those within a height threshold along the miller index of the highest site 2. Create a network of surface sites using the Delaunay triangulation of the surface sites 3. Assign on-top, bridge, and hollow adsorption sites at the nodes, edges, and face centers of the Del. Triangulation 4. Generate structures from a molecule positioned at these sites """ def __init__(self, slab, selective_dynamics=False, height=0.9, mi_vec=None): """ Create an AdsorbateSiteFinder object. Args: slab (Slab): slab object for which to find adsorbate sites selective_dynamics (bool): flag for whether to assign non-surface sites as fixed for selective dynamics height (float): height criteria for selection of surface sites mi_vec (3-D array-like): vector corresponding to the vector concurrent with the miller index, this enables use with slabs that have been reoriented, but the miller vector must be supplied manually """ # get surface normal from miller index if mi_vec: self.mvec = mi_vec else: self.mvec = get_mi_vec(slab) slab = self.assign_site_properties(slab, height) if selective_dynamics: slab = self.assign_selective_dynamics(slab) self.slab = slab @classmethod def from_bulk_and_miller( cls, structure, miller_index, min_slab_size=8.0, min_vacuum_size=10.0, max_normal_search=None, center_slab=True, selective_dynamics=False, undercoord_threshold=0.09, ): """ This method constructs the adsorbate site finder from a bulk structure and a miller index, which allows the surface sites to be determined from the difference in bulk and slab coordination, as opposed to the height threshold. Args: structure (Structure): structure from which slab input to the ASF is constructed miller_index (3-tuple or list): miller index to be used min_slab_size (float): min slab size for slab generation min_vacuum_size (float): min vacuum size for slab generation max_normal_search (int): max normal search for slab generation center_slab (bool): whether to center slab in slab generation selective dynamics (bool): whether to assign surface sites to selective dynamics undercoord_threshold (float): threshold of "undercoordation" to use for the assignment of surface sites. Default is 0.1, for which surface sites will be designated if they are 10% less coordinated than their bulk counterpart """ # TODO: for some reason this works poorly with primitive cells # may want to switch the coordination algorithm eventually vnn_bulk = VoronoiNN(tol=0.05) bulk_coords = [len(vnn_bulk.get_nn(structure, n)) for n in range(len(structure))] struct = structure.copy(site_properties={"bulk_coordinations": bulk_coords}) slabs = generate_all_slabs( struct, max_index=max(miller_index), min_slab_size=min_slab_size, min_vacuum_size=min_vacuum_size, max_normal_search=max_normal_search, center_slab=center_slab, ) slab_dict = {slab.miller_index: slab for slab in slabs} if miller_index not in slab_dict: raise ValueError("Miller index not in slab dict") this_slab = slab_dict[miller_index] vnn_surface = VoronoiNN(tol=0.05, allow_pathological=True) surf_props, undercoords = [], [] this_mi_vec = get_mi_vec(this_slab) mi_mags = [np.dot(this_mi_vec, site.coords) for site in this_slab] average_mi_mag = np.average(mi_mags) for n, site in enumerate(this_slab): bulk_coord = this_slab.site_properties["bulk_coordinations"][n] slab_coord = len(vnn_surface.get_nn(this_slab, n)) mi_mag = np.dot(this_mi_vec, site.coords) undercoord = (bulk_coord - slab_coord) / bulk_coord undercoords += [undercoord] if undercoord > undercoord_threshold and mi_mag > average_mi_mag: surf_props += ["surface"] else: surf_props += ["subsurface"] new_site_properties = { "surface_properties": surf_props, "undercoords": undercoords, } new_slab = this_slab.copy(site_properties=new_site_properties) return cls(new_slab, selective_dynamics) def find_surface_sites_by_height(self, slab, height=0.9, xy_tol=0.05): """ This method finds surface sites by determining which sites are within a threshold value in height from the topmost site in a list of sites Args: site_list (list): list of sites from which to select surface sites height (float): threshold in angstroms of distance from topmost site in slab along the slab c-vector to include in surface site determination xy_tol (float): if supplied, will remove any sites which are within a certain distance in the miller plane. Returns: list of sites selected to be within a threshold of the highest """ # Get projection of coordinates along the miller index m_projs = np.array([np.dot(site.coords, self.mvec) for site in slab.sites]) # Mask based on window threshold along the miller index. mask = (m_projs - np.amax(m_projs)) >= -height surf_sites = [slab.sites[n] for n in np.where(mask)[0]] if xy_tol: # sort surface sites by height surf_sites = [s for (h, s) in zip(m_projs[mask], surf_sites)] surf_sites.reverse() unique_sites, unique_perp_fracs = [], [] for site in surf_sites: this_perp = site.coords - np.dot(site.coords, self.mvec) this_perp_frac = slab.lattice.get_fractional_coords(this_perp) if not in_coord_list_pbc(unique_perp_fracs, this_perp_frac): unique_sites.append(site) unique_perp_fracs.append(this_perp_frac) surf_sites = unique_sites return surf_sites def assign_site_properties(self, slab, height=0.9): """ Assigns site properties. """ if "surface_properties" in slab.site_properties.keys(): return slab surf_sites = self.find_surface_sites_by_height(slab, height) surf_props = ["surface" if site in surf_sites else "subsurface" for site in slab.sites] return slab.copy(site_properties={"surface_properties": surf_props}) def get_extended_surface_mesh(self, repeat=(5, 5, 1)): """ Gets an extended surface mesh for to use for adsorption site finding by constructing supercell of surface sites Args: repeat (3-tuple): repeat for getting extended surface mesh """ surf_str = Structure.from_sites(self.surface_sites) surf_str.make_supercell(repeat) return surf_str @property def surface_sites(self): """ convenience method to return a list of surface sites """ return [site for site in self.slab.sites if site.properties["surface_properties"] == "surface"] def subsurface_sites(self): """ convenience method to return list of subsurface sites """ return [site for site in self.slab.sites if site.properties["surface_properties"] == "subsurface"] def find_adsorption_sites( self, distance=2.0, put_inside=True, symm_reduce=1e-2, near_reduce=1e-2, positions=["ontop", "bridge", "hollow"], no_obtuse_hollow=True, ): """ Finds surface sites according to the above algorithm. Returns a list of corresponding cartesian coordinates. Args: distance (float): distance from the coordinating ensemble of atoms along the miller index for the site (i. e. the distance from the slab itself) put_inside (bool): whether to put the site inside the cell symm_reduce (float): symm reduction threshold near_reduce (float): near reduction threshold positions (list): which positions to include in the site finding "ontop": sites on top of surface sites "bridge": sites at edges between surface sites in Delaunay triangulation of surface sites in the miller plane "hollow": sites at centers of Delaunay triangulation faces "subsurface": subsurface positions projected into miller plane no_obtuse_hollow (bool): flag to indicate whether to include obtuse triangular ensembles in hollow sites """ ads_sites = {k: [] for k in positions} if "ontop" in positions: ads_sites["ontop"] = [s.coords for s in self.surface_sites] if "subsurface" in positions: # Get highest site ref = self.slab.sites[np.argmax(self.slab.cart_coords[:, 2])] # Project diff between highest site and subs site into miller ss_sites = [ self.mvec * np.dot(ref.coords - s.coords, self.mvec) + s.coords for s in self.subsurface_sites() ] ads_sites["subsurface"] = ss_sites if "bridge" in positions or "hollow" in positions: mesh = self.get_extended_surface_mesh() sop = get_rot(self.slab) dt = Delaunay([sop.operate(m.coords)[:2] for m in mesh]) # TODO: refactor below to properly account for >3-fold for v in dt.simplices: if -1 not in v: dots = [] for i_corner, i_opp in zip(range(3), ((1, 2), (0, 2), (0, 1))): corner, opp = v[i_corner], [v[o] for o in i_opp] vecs = [mesh[d].coords - mesh[corner].coords for d in opp] vecs = [vec / np.linalg.norm(vec) for vec in vecs] dots.append(np.dot(*vecs)) # Add bridge sites at midpoints of edges of D. Tri if "bridge" in positions: ads_sites["bridge"].append(self.ensemble_center(mesh, opp)) # Prevent addition of hollow sites in obtuse triangles obtuse = no_obtuse_hollow and (np.array(dots) < 1e-5).any() # Add hollow sites at centers of D. Tri faces if "hollow" in positions and not obtuse: ads_sites["hollow"].append(self.ensemble_center(mesh, v)) for key, sites in ads_sites.items(): # Pare off outer sites for bridge/hollow if key in ["bridge", "hollow"]: frac_coords = [self.slab.lattice.get_fractional_coords(ads_site) for ads_site in sites] frac_coords = [ frac_coord for frac_coord in frac_coords if (frac_coord[0] > 1 and frac_coord[0] < 4 and frac_coord[1] > 1 and frac_coord[1] < 4) ] sites = [self.slab.lattice.get_cartesian_coords(frac_coord) for frac_coord in frac_coords] if near_reduce: sites = self.near_reduce(sites, threshold=near_reduce) if put_inside: sites = [put_coord_inside(self.slab.lattice, coord) for coord in sites] if symm_reduce: sites = self.symm_reduce(sites, threshold=symm_reduce) sites = [site + distance * self.mvec for site in sites] ads_sites[key] = sites ads_sites["all"] = sum(ads_sites.values(), []) return ads_sites def symm_reduce(self, coords_set, threshold=1e-6): """ Reduces the set of adsorbate sites by finding removing symmetrically equivalent duplicates Args: coords_set: coordinate set in cartesian coordinates threshold: tolerance for distance equivalence, used as input to in_coord_list_pbc for dupl. checking """ surf_sg = SpacegroupAnalyzer(self.slab, 0.1) symm_ops = surf_sg.get_symmetry_operations() unique_coords = [] # Convert to fractional coords_set = [self.slab.lattice.get_fractional_coords(coords) for coords in coords_set] for coords in coords_set: incoord = False for op in symm_ops: if in_coord_list_pbc(unique_coords, op.operate(coords), atol=threshold): incoord = True break if not incoord: unique_coords += [coords] # convert back to cartesian return [self.slab.lattice.get_cartesian_coords(coords) for coords in unique_coords] def near_reduce(self, coords_set, threshold=1e-4): """ Prunes coordinate set for coordinates that are within threshold Args: coords_set (Nx3 array-like): list or array of coordinates threshold (float): threshold value for distance """ unique_coords = [] coords_set = [self.slab.lattice.get_fractional_coords(coords) for coords in coords_set] for coord in coords_set: if not in_coord_list_pbc(unique_coords, coord, threshold): unique_coords += [coord] return [self.slab.lattice.get_cartesian_coords(coords) for coords in unique_coords] @classmethod def ensemble_center(cls, site_list, indices, cartesian=True): """ Finds the center of an ensemble of sites selected from a list of sites. Helper method for the find_adsorption_sites algorithm. Args: site_list (list of sites): list of sites indices (list of ints): list of ints from which to select sites from site list cartesian (bool): whether to get average fractional or cartesian coordinate """ if cartesian: return np.average([site_list[i].coords for i in indices], axis=0) return np.average([site_list[i].frac_coords for i in indices], axis=0) def add_adsorbate(self, molecule, ads_coord, repeat=None, translate=True, reorient=True): """ Adds an adsorbate at a particular coordinate. Adsorbate represented by a Molecule object and is translated to (0, 0, 0) if translate is True, or positioned relative to the input adsorbate coordinate if translate is False. Args: molecule (Molecule): molecule object representing the adsorbate ads_coord (array): coordinate of adsorbate position repeat (3-tuple or list): input for making a supercell of slab prior to placing the adsorbate translate (bool): flag on whether to translate the molecule so that its CoM is at the origin prior to adding it to the surface reorient (bool): flag on whether to reorient the molecule to have its z-axis concurrent with miller index """ molecule = molecule.copy() if translate: # Translate the molecule so that the center of mass of the atoms # that have the most negative z coordinate is at (0, 0, 0) front_atoms = molecule.copy() front_atoms._sites = [s for s in molecule.sites if s.coords[2] == min(s.coords[2] for s in molecule.sites)] x, y, z = front_atoms.center_of_mass molecule.translate_sites(vector=[-x, -y, -z]) if reorient: # Reorient the molecule along slab m_index sop = get_rot(self.slab) molecule.apply_operation(sop.inverse) struct = self.slab.copy() if repeat: struct.make_supercell(repeat) if "surface_properties" in struct.site_properties.keys(): molecule.add_site_property("surface_properties", ["adsorbate"] * molecule.num_sites) if "selective_dynamics" in struct.site_properties.keys(): molecule.add_site_property("selective_dynamics", [[True, True, True]] * molecule.num_sites) for site in molecule: struct.append( site.specie, ads_coord + site.coords, coords_are_cartesian=True, properties=site.properties, ) return struct @classmethod def assign_selective_dynamics(cls, slab): """ Helper function to assign selective dynamics site_properties based on surface, subsurface site properties Args: slab (Slab): slab for which to assign selective dynamics """ sd_list = [] sd_list = [ [False, False, False] if site.properties["surface_properties"] == "subsurface" else [True, True, True] for site in slab.sites ] new_sp = slab.site_properties new_sp["selective_dynamics"] = sd_list return slab.copy(site_properties=new_sp) def generate_adsorption_structures( self, molecule, repeat=None, min_lw=5.0, translate=True, reorient=True, find_args=None, ): """ Function that generates all adsorption structures for a given molecular adsorbate. Can take repeat argument or minimum length/width of precursor slab as an input Args: molecule (Molecule): molecule corresponding to adsorbate repeat (3-tuple or list): repeat argument for supercell generation min_lw (float): minimum length and width of the slab, only used if repeat is None translate (bool): flag on whether to translate the molecule so that its CoM is at the origin prior to adding it to the surface reorient (bool): flag on whether or not to reorient adsorbate along the miller index find_args (dict): dictionary of arguments to be passed to the call to self.find_adsorption_sites, e.g. {"distance":2.0} """ if repeat is None: xrep = np.ceil(min_lw / np.linalg.norm(self.slab.lattice.matrix[0])) yrep = np.ceil(min_lw / np.linalg.norm(self.slab.lattice.matrix[1])) repeat = [xrep, yrep, 1] structs = [] find_args = find_args or {} for coords in self.find_adsorption_sites(**find_args)["all"]: structs.append( self.add_adsorbate( molecule, coords, repeat=repeat, translate=translate, reorient=reorient, ) ) return structs def adsorb_both_surfaces( self, molecule, repeat=None, min_lw=5.0, translate=True, reorient=True, find_args=None, ): """ Function that generates all adsorption structures for a given molecular adsorbate on both surfaces of a slab. This is useful for calculating surface energy where both surfaces need to be equivalent or if we want to calculate nonpolar systems. Args: molecule (Molecule): molecule corresponding to adsorbate repeat (3-tuple or list): repeat argument for supercell generation min_lw (float): minimum length and width of the slab, only used if repeat is None reorient (bool): flag on whether or not to reorient adsorbate along the miller index find_args (dict): dictionary of arguments to be passed to the call to self.find_adsorption_sites, e.g. {"distance":2.0} """ # Get the adsorbed surfaces first find_args = find_args or {} adslabs = self.generate_adsorption_structures( molecule, repeat=repeat, min_lw=min_lw, translate=translate, reorient=reorient, find_args=find_args, ) new_adslabs = [] for adslab in adslabs: # Find the adsorbate sites and indices in each slab _, adsorbates, indices = False, [], [] for i, site in enumerate(adslab.sites): if site.surface_properties == "adsorbate": adsorbates.append(site) indices.append(i) # Start with the clean slab adslab.remove_sites(indices) slab = adslab.copy() # For each site, we add it back to the slab along with a # symmetrically equivalent position on the other side of # the slab using symmetry operations for adsorbate in adsorbates: p2 = adslab.get_symmetric_site(adsorbate.frac_coords) slab.append(adsorbate.specie, p2, properties={"surface_properties": "adsorbate"}) slab.append( adsorbate.specie, adsorbate.frac_coords, properties={"surface_properties": "adsorbate"}, ) new_adslabs.append(slab) return new_adslabs def generate_substitution_structures( self, atom, target_species=None, sub_both_sides=False, range_tol=1e-2, dist_from_surf=0, ): """ Function that performs substitution-type doping on the surface and returns all possible configurations where one dopant is substituted per surface. Can substitute one surface or both. Args: atom (str): atom corresponding to substitutional dopant sub_both_sides (bool): If true, substitute an equivalent site on the other surface target_species (list): List of specific species to substitute range_tol (float): Find viable substitution sites at a specific distance from the surface +- this tolerance dist_from_surf (float): Distance from the surface to find viable substitution sites, defaults to 0 to substitute at the surface """ target_species = target_species or [] # Get symmetrized structure in case we want to substitue both sides sym_slab = SpacegroupAnalyzer(self.slab).get_symmetrized_structure() # Define a function for substituting a site def substitute(site, i): slab = self.slab.copy() props = self.slab.site_properties if sub_both_sides: # Find an equivalent site on the other surface eq_indices = [indices for indices in sym_slab.equivalent_indices if i in indices][0] for ii in eq_indices: if "%.6f" % (sym_slab[ii].frac_coords[2]) != "%.6f" % (site.frac_coords[2]): props["surface_properties"][ii] = "substitute" slab.replace(ii, atom) break props["surface_properties"][i] = "substitute" slab.replace(i, atom) slab.add_site_property("surface_properties", props["surface_properties"]) return slab # Get all possible substitution sites substituted_slabs = [] # Sort sites so that we can define a range relative to the position of the # surface atoms, i.e. search for sites above (below) the bottom (top) surface sorted_sites = sorted(sym_slab, key=lambda site: site.frac_coords[2]) if sorted_sites[0].surface_properties == "surface": d = sorted_sites[0].frac_coords[2] + dist_from_surf else: d = sorted_sites[-1].frac_coords[2] - dist_from_surf for i, site in enumerate(sym_slab): if d - range_tol < site.frac_coords[2] < d + range_tol: if target_species and site.species_string in target_species: substituted_slabs.append(substitute(site, i)) elif not target_species: substituted_slabs.append(substitute(site, i)) matcher = StructureMatcher() return [s[0] for s in matcher.group_structures(substituted_slabs)] def get_mi_vec(slab): """ Convenience function which returns the unit vector aligned with the miller index. """ mvec = np.cross(slab.lattice.matrix[0], slab.lattice.matrix[1]) return mvec / np.linalg.norm(mvec) def get_rot(slab): """ Gets the transformation to rotate the z axis into the miller index """ new_z = get_mi_vec(slab) a, b, c = slab.lattice.matrix new_x = a / np.linalg.norm(a) new_y = np.cross(new_z, new_x) x, y, z = np.eye(3) rot_matrix = np.array([np.dot(*el) for el in itertools.product([x, y, z], [new_x, new_y, new_z])]).reshape(3, 3) rot_matrix = np.transpose(rot_matrix) sop = SymmOp.from_rotation_and_translation(rot_matrix) return sop def put_coord_inside(lattice, cart_coordinate): """ converts a cartesian coordinate such that it is inside the unit cell. """ fc = lattice.get_fractional_coords(cart_coordinate) return lattice.get_cartesian_coords([c - np.floor(c) for c in fc]) def reorient_z(structure): """ reorients a structure such that the z axis is concurrent with the normal to the A-B plane """ struct = structure.copy() sop = get_rot(struct) struct.apply_operation(sop) return struct # Get color dictionary colors = loadfn(os.path.join(os.path.dirname(vis.__file__), "ElementColorSchemes.yaml")) color_dict = {el: [j / 256.001 for j in colors["Jmol"][el]] for el in colors["Jmol"].keys()} def plot_slab( slab, ax, scale=0.8, repeat=5, window=1.5, draw_unit_cell=True, decay=0.2, adsorption_sites=True, inverse=False, ): """ Function that helps visualize the slab in a 2-D plot, for convenient viewing of output of AdsorbateSiteFinder. Args: slab (slab): Slab object to be visualized ax (axes): matplotlib axes with which to visualize scale (float): radius scaling for sites repeat (int): number of repeating unit cells to visualize window (float): window for setting the axes limits, is essentially a fraction of the unit cell limits draw_unit_cell (bool): flag indicating whether or not to draw cell decay (float): how the alpha-value decays along the z-axis inverse (bool): invert z axis to plot opposite surface """ orig_slab = slab.copy() slab = reorient_z(slab) orig_cell = slab.lattice.matrix.copy() if repeat: slab.make_supercell([repeat, repeat, 1]) coords = np.array(sorted(slab.cart_coords, key=lambda x: x[2])) sites = sorted(slab.sites, key=lambda x: x.coords[2]) alphas = 1 - decay * (np.max(coords[:, 2]) - coords[:, 2]) alphas = alphas.clip(min=0) corner = [0, 0, slab.lattice.get_fractional_coords(coords[-1])[-1]] corner = slab.lattice.get_cartesian_coords(corner)[:2] verts = orig_cell[:2, :2] lattsum = verts[0] + verts[1] # inverse coords, sites, alphas, to show other side of slab if inverse: alphas = np.array(reversed(alphas)) sites = list(reversed(sites)) coords = np.array(reversed(coords)) # Draw circles at sites and stack them accordingly for n, coord in enumerate(coords): r = sites[n].specie.atomic_radius * scale ax.add_patch(patches.Circle(coord[:2] - lattsum * (repeat // 2), r, color="w", zorder=2 * n)) color = color_dict[sites[n].species_string] ax.add_patch( patches.Circle( coord[:2] - lattsum * (repeat // 2), r, facecolor=color, alpha=alphas[n], edgecolor="k", lw=0.3, zorder=2 * n + 1, ) ) # Adsorption sites if adsorption_sites: asf = AdsorbateSiteFinder(orig_slab) if inverse: inverse_slab = orig_slab.copy() inverse_slab.make_supercell([1, 1, -1]) asf = AdsorbateSiteFinder(inverse_slab) ads_sites = asf.find_adsorption_sites()["all"] sop = get_rot(orig_slab) ads_sites = [sop.operate(ads_site)[:2].tolist() for ads_site in ads_sites] ax.plot(*zip(*ads_sites), color="k", marker="x", markersize=10, mew=1, linestyle="", zorder=10000) # Draw unit cell if draw_unit_cell: verts = np.insert(verts, 1, lattsum, axis=0).tolist() verts += [[0.0, 0.0]] verts = [[0.0, 0.0]] + verts codes = [Path.MOVETO, Path.LINETO, Path.LINETO, Path.LINETO, Path.CLOSEPOLY] verts = [(np.array(vert) + corner).tolist() for vert in verts] path = Path(verts, codes) patch = patches.PathPatch(path, facecolor="none", lw=2, alpha=0.5, zorder=2 * n + 2) ax.add_patch(patch) ax.set_aspect("equal") center = corner + lattsum / 2.0 extent = np.max(lattsum) lim_array = [center - extent * window, center + extent * window] x_lim = [ele[0] for ele in lim_array] y_lim = [ele[1] for ele in lim_array] ax.set_xlim(x_lim) ax.set_ylim(y_lim) return ax
vorwerkc/pymatgen
pymatgen/analysis/adsorption.py
Python
mit
31,188
[ "Jmol", "pymatgen" ]
8b16062df9b0cba8adc2eb60fccc8aae0b0905251e4a17153852a265f6051e5b
#!/usr/bin/env python ######################################################################## # $HeadURL$ ######################################################################## """ Get the list of all the user files. """ __RCSID__ = "$Id$" from DIRAC.Core.Base import Script days = 0 months = 0 years = 0 wildcard = None baseDir = '' emptyDirsFlag = False Script.registerSwitch( "D:", "Days=", "Match files older than number of days [%s]" % days ) Script.registerSwitch( "M:", "Months=", "Match files older than number of months [%s]" % months ) Script.registerSwitch( "Y:", "Years=", "Match files older than number of years [%s]" % years ) Script.registerSwitch( "w:", "Wildcard=", "Wildcard for matching filenames [All]" ) Script.registerSwitch( "b:", "BaseDir=", "Base directory to begin search (default /[vo]/user/[initial]/[username])" ) Script.registerSwitch( "e", "EmptyDirs", "Create a list of empty directories" ) Script.setUsageMessage( '\n'.join( [ __doc__.split( '\n' )[1], 'Usage:', ' %s [option|cfgfile] ...' % Script.scriptName, ] ) ) Script.parseCommandLine( ignoreErrors = False ) for switch in Script.getUnprocessedSwitches(): if switch[0] == "D" or switch[0].lower() == "days": days = int( switch[1] ) if switch[0] == "M" or switch[0].lower() == "months": months = int( switch[1] ) if switch[0] == "Y" or switch[0].lower() == "years": years = int( switch[1] ) if switch[0].lower() == "w" or switch[0].lower() == "wildcard": wildcard = switch[1] if switch[0].lower() == "b" or switch[0].lower() == "basedir": baseDir = switch[1] if switch[0].lower() == "e" or switch[0].lower() == "emptydirs": emptyDirsFlag = True import DIRAC from DIRAC import gLogger from DIRAC.ConfigurationSystem.Client.Helpers.Registry import getVOForGroup from DIRAC.Core.Security.ProxyInfo import getProxyInfo from DIRAC.Resources.Catalog.FileCatalog import FileCatalog from DIRAC.Core.Utilities.List import sortList from datetime import datetime, timedelta import sys, os, time, fnmatch fc = FileCatalog() def isOlderThan( cTimeStruct, days ): timeDelta = timedelta( days = days ) maxCTime = datetime.utcnow() - timeDelta if cTimeStruct < maxCTime: return True return False withMetadata = False if days or months or years: withMetadata = True totalDays = 0 if years: totalDays += 365 * years if months: totalDays += 30 * months if days: totalDays += days res = getProxyInfo( False, False ) if not res['OK']: gLogger.error( "Failed to get client proxy information.", res['Message'] ) DIRAC.exit( 2 ) proxyInfo = res['Value'] username = proxyInfo['username'] vo = '' if 'group' in proxyInfo: vo = getVOForGroup( proxyInfo['group'] ) if not baseDir: if not vo: gLogger.error( 'Could not determine VO' ) Script.showHelp() baseDir = '/%s/user/%s/%s' % ( vo, username[0], username ) baseDir = baseDir.rstrip( '/' ) gLogger.info( 'Will search for files in %s' % baseDir ) activeDirs = [baseDir] allFiles = [] emptyDirs = [] while len( activeDirs ) > 0: currentDir = activeDirs.pop() res = fc.listDirectory( currentDir, withMetadata, timeout = 360 ) if not res['OK']: gLogger.error( "Error retrieving directory contents", "%s %s" % ( currentDir, res['Message'] ) ) elif currentDir in res['Value']['Failed']: gLogger.error( "Error retrieving directory contents", "%s %s" % ( currentDir, res['Value']['Failed'][currentDir] ) ) else: dirContents = res['Value']['Successful'][currentDir] subdirs = dirContents['SubDirs'] files = dirContents['Files'] if not subdirs and not files: emptyDirs.append( currentDir ) gLogger.notice( '%s: empty directory' % currentDir ) else: for subdir in sorted( subdirs, reverse = True ): if ( not withMetadata ) or isOlderThan( subdirs[subdir]['CreationDate'], totalDays ): activeDirs.append( subdir ) for filename in sorted( files ): fileOK = False if ( not withMetadata ) or isOlderThan( files[filename]['MetaData']['CreationDate'], totalDays ): if wildcard is None or fnmatch.fnmatch( filename, wildcard ): fileOK = True if not fileOK: files.pop( filename ) allFiles += sorted( files ) gLogger.notice( "%s: %d files%s, %d sub-directories" % ( currentDir, len( files ), ' matching' if withMetadata or wildcard else '', len( subdirs ) ) ) outputFileName = '%s.lfns' % baseDir.replace( '/%s' % vo, '%s' % vo ).replace( '/', '-' ) outputFile = open( outputFileName, 'w' ) for lfn in sortList( allFiles ): outputFile.write( lfn + '\n' ) outputFile.close() gLogger.notice( '%d matched files have been put in %s' % ( len( allFiles ), outputFileName ) ) if emptyDirsFlag: outputFileName = '%s.emptydirs' % baseDir.replace( '/%s' % vo, '%s' % vo ).replace( '/', '-' ) outputFile = open( outputFileName, 'w' ) for dir in sortList( emptyDirs ): outputFile.write( dir + '\n' ) outputFile.close() gLogger.notice( '%d empty directories have been put in %s' % ( len( emptyDirs ), outputFileName ) ) DIRAC.exit( 0 )
vmendez/DIRAC
DataManagementSystem/scripts/dirac-dms-user-lfns.py
Python
gpl-3.0
5,259
[ "DIRAC" ]
6f3950ff1a29dd4ed22ab56a7398d08e8f9848cc1213827b934f7d644e905601
import sys,os,hashlib,time import json SPLUNK_HOME = os.environ.get("SPLUNK_HOME") #dynamically load in any eggs EGG_DIR = SPLUNK_HOME + "/etc/apps/pubnub_alert/bin/" for filename in os.listdir(EGG_DIR): if filename.endswith(".egg"): sys.path.append(EGG_DIR + filename) from pubnubsdk import Pubnub def callback(message): print >> sys.stderr, "DEBUG Callback handler for sent message %s" % message def send_message(settings): print >> sys.stderr, "DEBUG Sending message to Pubnub with settings %s" % settings pub_key = settings.get('pubkey') sub_key = settings.get('subkey') channel = settings.get('channel') message = settings.get('message') activation_key = settings.get('activationkey').strip() app_name = "Pubnub Modular Alert" if len(activation_key) > 32: activation_hash = activation_key[:32] activation_ts = activation_key[32:][::-1] current_ts = time.time() m = hashlib.md5() m.update((app_name + activation_ts)) if not m.hexdigest().upper() == activation_hash.upper(): logging.error("FATAL Trial Activation key for App '%s' failed. Please ensure that you copy/pasted the key correctly." % app_name) sys.exit(2) if ((current_ts - long(activation_ts)) > 604800): logging.error("FATAL Trial Activation key for App '%s' has now expired. Please visit http://www.baboonbones.com/#activation to purchase a non expiring key." % app_name) sys.exit(2) else: m = hashlib.md5() m.update((app_name)) if not m.hexdigest().upper() == activation_key.upper(): logging.error("FATAL Activation key for App '%s' failed. Please ensure that you copy/pasted the key correctly." % app_name) sys.exit(2) print >> sys.stderr, "INFO Sending message to Pubnub channel=%s with message=%s" % (channel,message) try: pubnub = Pubnub(publish_key=pub_key,subscribe_key=sub_key) pubnub.publish(channel, message, callback=callback, error=callback) print >> sys.stderr, "INFO Sent message to Pubnub : %s" % message return True except Exception as tre: print >> sys.stderr,tre return False except: e = sys.exc_info()[0] print >> sys.stderr, "ERROR Error sending message to Pubnub: %s" % e return False if __name__ == "__main__": if len(sys.argv) > 1 and sys.argv[1] == "--execute": payload = json.loads(sys.stdin.read()) if not send_message(payload.get('configuration')): print >> sys.stderr, "FATAL Failed trying to send Message to Pubnub" sys.exit(2) else: print >> sys.stderr, "INFO Message successfully sent to Pubnub" else: print >> sys.stderr, "FATAL Unsupported execution mode (expected --execute flag)" sys.exit(1)
damiendallimore/SplunkModularInputsPythonFramework
implementations/pubnub_alert/bin/pubnub.py
Python
apache-2.0
2,957
[ "VisIt" ]
5c867adcf3372f9b7117cbefb99f0f9ce011e65e77eded11491ca6edfb9f197f
import os import sys import json import numpy as np # For python 2 import urllib2 as urllib # For python 3 #from urllib import request as urllib def format_url(server, full_size, group_list): # Format the URL for butterfly query_fmt = 'feature={}&id={}' shape_fmt = 'depth={}&height={}&width={}&x=0&y=0&z=0'.format(*full_size) group_fmt = 'experiment={}&sample={}&dataset={}&channel={}'.format(*group_list) return '{}/api/entity_feature?{}&{}&{}'.format(server, query_fmt, shape_fmt, group_fmt) def get_all_neurons(_fmt): # Get all neurons all_string = urllib.urlopen(_fmt.format('all_neurons', 0)).read() return set( json.loads(all_string) ) def get_synapse_parent(_fmt, _id): # Get neurons linked to a synapse linked_string = urllib.urlopen(_fmt.format('synapse_parent', _id)).read() return set(json.loads(linked_string).values()) - set([_id]) def get_neuron_children(_fmt, _id): # Get synapses linked to a neuron linked_string = urllib.urlopen(_fmt.format('neuron_children', _id)).read() return set([ int(k) for k in json.loads(linked_string).keys() ]) def get_synapse_keypoint(_fmt, _id): # Get neurons linked to a neuron linked_string = urllib.urlopen(_fmt.format('synapse_keypoint', _id)).read() return json.loads(linked_string) def get_shared_synapse(_syn_file): # Declare all parameters full_size= [3394, 26624, 26624] real_server = 'https://butterfly.rc.fas.harvard.edu' group_list = [ 'team1_waypoint_201610_full_May6', 'team1_waypoint_201610_full_May6', '25k_201610_dataset', 'em', ] fmt = format_url(real_server, full_size, group_list) # Output array all_shared = [] with open(_syn_file, 'r') as jf: pairs = json.load(jf) for p in pairs: synapses = [get_neuron_children(fmt, i) for i in p] # Take the set union of the two synapse sets shared_set = synapses[0] & synapses[1] print (""" {} and {} share synapse {} """.format(p[0],p[1], shared_set)) # Find the synapse keypoint for each of the shared synapses shared_keypoints = [get_synapse_keypoint(fmt, i) for i in shared_set] # Store to output coordinates = dict(zip(shared_set, shared_keypoints)) all_shared.append(p + [coordinates]) with open('out.json','w') as jf: json.dump(all_shared, jf) def size_filter(count_file, count_min, banned_set=set()): """ Filter by size and number of synapses Arguments ---------- count_file : str Path to file with id box-size on each line count_min : int The minimum number of boxes a neuron must cover banned_set : set The neurons never to use ever Returns -------- list All neurons matching a given size """ # Output out_list = [] # If no file if not os.path.exists(count_file): return out_list # Load counts for all neurons all_counts = np.loadtxt(count_file, dtype=np.uint32) # Get indexes above threshold all_big = np.where(all_counts >= count_min)[0] return list(set(all_big) - banned_set) def size_synapse_filter(count_file, count_min, banned_set=set(), two_way=False): """ Filter by size and number of synapses Arguments ---------- count_file : str Path to file with id box-size on each line count_min : int The minimum number of boxes a neuron must cover banned_set : set The neurons never to use ever two_way : bool Whether linked neurons must also be >= min_size Returns -------- dict Big neurons as keys with linked neurons as values """ # Declare all parameters full_size= [1664, 14336, 14336] real_server = 'http://localhost:8487' group_list = [ 'R0', '2017_07_12', '50_50_50', 'final_segmentation' ] # Get the URL to the butterfly instance fmt = format_url(real_server, full_size, group_list) # Output out_dict = {} # If no file if not os.path.exists(count_file): return out_dict # Load counts for all neurons all_counts = np.loadtxt(count_file, dtype=np.uint32) # Get indexes above threshold all_big = np.where(all_counts >= count_min)[0] all_big = list(set(all_big) - banned_set) # Check if each index has synapse for big_id in all_big: # Make some temporary sets this_id = set([big_id]) these_ids = set() # Get all the synapses id_syns = get_neuron_children(fmt, big_id) # If there are synapses for syn_id in id_syns: # Get the neurons for the synapse syn_neurons = get_synapse_parent(fmt, syn_id) - this_id # Add the neuron to the final output if len(syn_neurons): new_id = list(syn_neurons)[0] # Check if meets size criteria if not two_way or new_id in all_big: # Add to temp id set these_ids.add(new_id) # Add set to dictionary if not empty if len(these_ids): out_dict[big_id] = list(these_ids) return out_dict if __name__ == "__main__": CASE = 0 if CASE == 0: set_path = "/n/coxfs01/thejohnhoffer/R0/ids-2017-06-26_stitched/meshes/top_spread.txt" count_path = "/n/coxfs01/thejohnhoffer/R0/ids-2017-06-26_stitched/meshes/spread_count.txt" count_min = 20 all_neurons = size_filter(count_path, count_min) # Write set with open(set_path, 'w') as sf: # Make set of all neurons sf.write(':'.join(map(str,all_neurons))) set_path = "/n/coxfs01/thejohnhoffer/R0/ids-2017-06-26_stitched/meshes/top_high.txt" count_path = "/n/coxfs01/thejohnhoffer/R0/ids-2017-06-26_stitched/meshes/high_count.txt" count_min = 7 all_neurons = size_filter(count_path, count_min) # Write set with open(set_path, 'w') as sf: # Make set of all neurons sf.write(':'.join(map(str,all_neurons))) sys.exit() # DEFAULT CASE out_path = "/n/coxfs01/thejohnhoffer/R0/ids-2017-07-12_final/meshes/big_linked_nodes.json" set_path = "/n/coxfs01/thejohnhoffer/R0/ids-2017-07-12_final/meshes/big_linked_nodes.txt" count_path = "/n/coxfs01/thejohnhoffer/R0/ids-2017-07-12_final/meshes/spread_count.txt" banned_set = set([418327,224632]) count_min = 4 two_way = True # Get big neurons with synapses neuron_dict = size_synapse_filter(count_path, count_min, banned_set, two_way) # Write out with open(out_path, 'w') as jf: json.dump(neuron_dict, jf, indent=4) # Write set with open(set_path, 'w') as sf: # Make set of all neurons all_neurons = set(neuron_dict.keys()) for n_val in neuron_dict.values(): all_neurons = all_neurons | set(n_val) # Make into a string all_neurons = list(all_neurons) sf.write(':'.join(map(str,all_neurons)))
Rhoana/butterfly
scripts/api_test/apiTest.py
Python
mit
7,118
[ "NEURON" ]
dbb4fb2066db3b03a9ea5cbb76732aeeece18034f22d8d6c7573c96ee1540167
# Exercise 43: Basic Object-Oriented Analysis and Design from sys import exit from random import randint class Scene(object): def enter(self): print "This scene is not yet configured. Subclass it and implement enter()." exit(1) class Engine(object): def __init__(self, scene_map): self.scene_map = scene_map def play(self): current_scene = self.scene_map.opening_scene() last_scene = self.scene_map.next_scene('finished') while current_scene != last_scene: next_scene_name = current_scene.enter() current_scene = self.scene_map.next_scene(next_scene_name) # be sure to print out the last scene current_scene.enter() class Death(Scene): quips = [ "You died. You kinda suck at this.", "Your mom would be proud...if she were smarter.", "Such a luser.", "I have a small puppy that's better at this." ] def enter(self): print Death.quips[randint(0, len(self.quips)-1)] exit(1) class CentralCorridor(Scene): def enter(self): print "The Gothons of Planet Percal #25 have invaded your ship and destroyed" print "your entire crew. You are the last surviving member and your last" print "mission is to get the neutron destruct bomb from the Weapons Armory," print "put it in the bridge, and blow the ship up after getting into an " print "escape pod." print "\n" print "You're running down the central corridor to the Weapons Armory when" print "a Gothon jumps out, red scaly skin, dark grimy teeth, and evil clown costume" print "flowing around his hate filled body. He's blocking the door to the" print "Armory and about to pull a weapon to blast you." action = raw_input("> ") if action == "shoot!": print "Quick on the draw you yank out your blaster and fire it at the Gothon." print "His clown costume is flowing and moving around his body, which throws" print "off your aim. Your laser hits his costume but misses him entirely. This" print "completely ruins his brand new costume his mother bought him, which" print "makes him fly into an insane rage and blast you repeatedly in the face until" print "you are dead. Then he eats you." return 'death' elif action == "dodge!": print "Like a world class boxer you dodge, weave, slip and slide right" print "as the Gothon's blaster cranks a laser past your head." print "In the middle of your artful dodge your foot slips and you" print "bang your head on the metal wall and pass out." print "You wake up shortly after only to die as the Gothon stomps on" print "your head and eats you." return 'death' elif action == "tell a joke": print "Lucky for you they made you learn Gothon insults in the academy." print "You tell the one Gothon joke you know:" print "Lbhe zbgure vf fb sng, jura fur fvgf nebhaq gur ubhfr, fur fvgf nebhaq gur ubhfr." print "The Gothon stops, tries not to laugh, then busts out laughing and can't move." print "While he's laughing you run up and shoot him square in the head" print "putting him down, then jump through the Weapon Armory door." return 'laser_weapon_armory' else: print "DOES NOT COMPUTE!" return 'central_corridor' class LaserWeaponArmory(Scene): def enter(self): print "You do a dive roll into the Weapon Armory, crouch and scan the room" print "for more Gothons that might be hiding. It's dead quiet, too quiet." print "You stand up and run to the far side of the room and find the" print "neutron bomb in its container. There's a keypad lock on the box" print "and you need the code to get the bomb out. If you get the code" print "wrong 10 times then the lock closes forever and you can't" print "get the bomb. The code is 3 digits." code = "%d%d%d" % (randint(1,9), randint(1,9), randint(1,9)) guess = raw_input("[keypad]> ") guesses = 0 while guess != code and guesses < 10: print "BZZZZEDDD!" guesses += 1 if guesses == 10: break print "guesses =", guesses guess = raw_input("[keypad]> ") if guess == code: print "The container clicks open and the seal breaks, letting gas out." print "You grab the neutron bomb and run as fast as you can to the" print "bridge where you must place it in the right spot." return 'the_bridge' else: print "The lock buzzes one last time and then you hear a sickening" print "melting sound as the mechanism is fused together." print "You decide to sit there, and finally the Gothons blow up the" print "ship from their ship and you die." return 'death' class TheBridge(Scene): def enter(self): print "You burst onto the Bridge with the netron destruct bomb" print "under your arm and surprise 5 Gothons who are trying to" print "take control of the ship. Each of them has an even uglier" print "clown costume than the last. They haven't pulled their" print "weapons out yet, as they see the active bomb under your" print "arm and don't want to set it off." action = raw_input("> ") if action == "throw the bomb": print "In a panic you throw the bomb at the group of Gothons" print "and make a leap for the door. Right as you drop it a" print "Gothon shoots you right in the back killing you." print "As you die you see another Gothon frantically try to disarm" print "the bomb. You die knowing they will probably blow up when" print "it goes off." return 'death' elif action == "slowly place the bomb": print "You point your blaster at the bomb under your arm" print "and the Gothons put their hands up and start to sweat." print "You inch backward to the door, open it, and then carefully" print "place the bomb on the floor, pointing your blaster at it." print "You then jump back through the door, punch the close button" print "and blast the lock so the Gothons can't get out." print "Now that the bomb is placed you run to the escape pod to" print "get off this tin can." return 'escape_pod' else: print "DOES NOT COMPUTE!" return "the_bridge" class EscapePod(Scene): def enter(self): print "You rush through the ship desperately trying to make it to" print "the escape pod before the whole ship explodes. It seems like" print "hardly any Gothons are on the ship, so your run is clear of" print "interference. You get to the chamber with the escape pods, and" print "now need to pick one to take. Some of them could be damaged" print "but you don't have time to look. There's 5 pods, which one" print "do you take?" good_pod = randint(1,5) guess = raw_input("[pod #]> ") if int(guess) != good_pod: print "You jump into pod %s and hit the eject button." % guess print "The pod escapes out into the void of space, then" print "implodes as the hull ruptures, crushing your body" print "into jam jelly." return 'death' else: print "You jump into pod %s and hit the eject button." % guess print "The pod easily slides out into space heading to" print "the planet below. As it flies to the planet, you look" print "back and see your ship implode then explode like a" print "bright star, taking out the Gothon ship at the same" print "time. You won!" return 'finished' class Finished(Scene): def enter(self): print "You won! Good job." return 'finished' class Map(object): scenes = { 'central_corridor': CentralCorridor(), 'laser_weapon_armory': LaserWeaponArmory(), 'the_bridge': TheBridge(), 'escape_pod': EscapePod(), 'death': Death(), 'finished': Finished(), } def __init__(self, start_scene): self.start_scene = start_scene def next_scene(self, scene_name): val = Map.scenes.get(scene_name) return val def opening_scene(self): return self.next_scene(self.start_scene) a_map = Map('laser_weapon_armory') a_game = Engine(a_map) a_game.play()
paulcarroty/Learn-Python-The-Hard-Way
ex43.py
Python
gpl-3.0
8,942
[ "BLAST" ]
7c2fbaca882244d5c6eeffeb6c1637f1f3b8b88b7b5acce2a772ed0d766da2e1
# -*- coding: utf-8 -*- """ rigol.py University of Oregon - Advanced Physics Lab Built on top of rigolSkeleton.py to control the rigol ds 1000d/e series oscilloscopes Using this programming guide -> http://www.batronix.com/pdf/Rigol/ProgrammingGuide/DS1000DE_ProgrammingGuide_EN.pdf sources I used - http://scruss.com/blog/tag/usbtmc/ - http://www.righto.com/2013/07/rigol-oscilloscope-hacks-with-python.html - http://www.cibomahto.com/2010/04/controlling-a-rigol-oscilloscope-using-linux-and-python/ """ from __future__ import division import usbcon as uc import numpy as np import ast try: import tkFileDialog as tkfd # python2 except: import tkinter.filedialog as tkfd # python3 __author__ = "Brian Perrett" class InvalidBackendException(Exception): pass class InvalidArgument(Exception): pass class Rigol: backends = ["usbtmc"] def __init__(self, backend, idProduct=None, idVendor=None): """ The volt1/2_scale attributes, along with other attributes defined here should always be up to date if you are changing them solely with the methods of this class. If you change the voltage scale on the oscilloscope manually, you have to update these attributes manually also, or just use the "ask" methods to query the volt scale/offset or time scale/offset. """ if backend == "usbtmc": self.dev = uc.UsbCon(idProduct=idProduct, idVendor=idVendor) else: raise InvalidBackendException("Please specify a valid backend such as {}".format(self.backends)) delay = True if self.askTimebaseMode() == "DEL" else False self.volt1_scale = self.askChannelScale(1) self.volt1_offset = self.askChannelOffset(1) self.volt2_scale = self.askChannelScale(2) self.volt2_offset = self.askChannelOffset(2) self.time_scale = self.askTimebaseScale(delayed=delay) self.time_offset = self.askTimebaseOffset(delayed=delay) def identify(self): return self.dev.ask("*IDN?") def reset(self): self.dev.write("*RST") def run(self): self.dev.write(":RUN") def stop(self): """ Stops data acquisition """ self.dev.write(":STOP") def hardcopy(self): """ Apparently saves a bitmap of the screen somewhere, but I have no idea where. """ self.dev.write(":HARDcopy") def auto(self): self.dev.write(":AUTO") def refreshAttributes(self): """ In case settings are changed manually on the oscilloscope, we can reset all of our class attributes with this method. """ delay = True if self.askTimebaseMode() == "DEL" else False self.volt1_scale = self.askChannelScale(1) self.volt1_offset = self.askChannelOffset(1) self.volt2_scale = self.askChannelScale(2) self.volt2_offset = self.askChannelOffset(2) self.time_scale = self.askTimebaseScale(delayed=delay) self.time_offset = self.askTimebaseOffset(delayed=delay) ########### # ACQUIRE # ########### """ fully implemented 1 - yes 2 - yes 3 - yes 4 - yes 5 - yes """ # ACQUIRE 1 def acquireType(self, typ): """ The commands set the current acquire type of the oscilloscope. <type> could be NORM, AVER or PEAK. """ valid = ["NORM", "AVER", "PEAK"] if typ not in valid: raise InvalidArgument("Typ(e) argument must be one of {}.".format(valid)) msg = ":ACQ:TYPE {}".format(typ) self.dev.write(msg) def askAcquireType(self): """ Query acquire type of oscilloscope. The query returns NORMAL, AVERAGE or PEAKDETECT """ msg = ":ACQ:TYPE?" return self.dev.ask(msg) # ACQUIRE 2 def acquireMode(self, mode): """ The commands set the current acquire mode of the oscilloscope. <mode> could be RTIM (Real time Sampling) or ETIM (Equivalent Sampling). """ valid = ["RTIM", "ETIM"] if mode not in valid: raise InvalidArgument("Mode argument must be one of {}.".format(valid)) msg = ":ACQ:MODE {}".format(mode) self.dev.write(msg) def askAcquireMode(self): """ Query acquire mode for oscilloscope. The query returns REAL_TIME or EQUAL_TIME. """ msg = ":ACQ:MODE?" return self.dev.ask(msg) # ACQUIRE 3 def acquireAverages(self, count): """ The commands set the average numbers in Average mode. <count> could be and integer of 2 times the power of N within 2 and 256. """ valid = [2, 4, 8, 16, 32, 64, 128, 256] if count not in valid: raise InvalidArgument("Count argument must be one of {}.".format(valid)) msg = ":ACQ:AVER {}".format(count) self.dev.write(msg) def askAcquireAverages(self): """ The query returns 2, 4, 8, 16, 32, 64, 128 or 256. """ msg = ":ACQ:AVER?" return self.dev.ask(msg) # ACQUIRE 4 def askAcquireSamplingRate(self, channel): """ The command queries the current sampling rate of the analog channel or digital channel (only for DS1000D series). """ valid = [1, 2] if channel not in valid: raise InvalidArgument("Channel argument must be one of {}.".format(channel)) msg = ":ACQ:SAMP? CHAN{}".format(channel) return self.dev.ask(msg) # ACQUIRE 5 def acquireMemDepth(self, depth): """ The commands set and query the memory depth of the oscilloscope. <depth> could be LONG (long memory) or NORMal (normal memory) """ valid = ["LONG", "NORM"] if depth not in valid: raise InvalidArgument("Depth argument must be one of {}.".format(valid)) msg = ":ACQ:MEMD {}".format(depth) self.dev.write(msg) def askAcquireMemDepth(self): """ The query returns LONG or NORMAL. """ msg = ":ACQ:MEMD?" return self.dev.ask(msg) ########### # DISPLAY # ########### """ fully implemented 1 - yes 2 - yes 3 - yes 4 - yes 5 - yes 6 - yes 7 - yes 8 - yes """ # DISPLAY 1 def displayType(self, typ): """ The commands set the display type between sampling points. <type> could be VECT (vector display) or DOTS (point display). """ valid = ["VECT", "DOTS"] if typ not in valid: raise InvalidArgument("Typ(e) argument must be one of {}.".format(valid)) msg = ":DISP:TYPE {}".format(typ) self.dev.write(msg) def askDisplayType(self): """ The query returns VECTORS or DOTS. """ msg = ":DISP:TYPE?" return self.dev.ask(msg) # DISPLAY 2 def displayGrid(self, grid): """ The commands set and query the state of the screen grid. <grid> could be FULL (open the background grid and coordinates), HALF (turn off the background grid) or NONE (turn off the background grid and coordinates). """ valid = ["FULL", "HALF", "NONE"] if grid not in valid: raise InvalidArgument("Grid argument must be one of {}.".format(valid)) msg = ":DISP:GRID {}".format(grid) self.dev.write(msg) def askDisplayGrid(self): """ The query returns FULL, HALF or NONE. """ msg = ":DISP:GRID?" return self.dev.ask(msg) # DISPLAY 3 def displayPersist(self, persist=True): """ The commands set and query the state of the waveform persist. “ON” denotes the record points hold until disable the presist, “OFF” denotes the record point varies in high refresh rate. persist can take on boolean values True or False. """ msg = ":DISP:PERS {}".format("ON" if persist else "OFF") self.dev.write(msg) def askDisplayPersist(self): """ The query returns ON or OFF. """ msg = ":DISP:PERS?" return self.dev.ask(msg) # DISPLAY 4 def displayMnuDisplay(self, t): """ The commands set and query the time for hiding menus automatically. <time> could be 1s, 2s, 5s, 10s, 20s or Infinite. """ valid = ["1", "2", "5", "10", "20", "Infinite"] if str(t) not in valid: raise InvalidArgument("t(ime) argument must be one of {}.".format(valid)) msg = ":DISP:MNUD {}".format(t) self.dev.write(msg) def askDisplayMnuDisplay(self): """ The query returns 1s, 2s, 5s, 10s, 20s or Infinite. """ msg = ":DISP:MNUD?" return self.dev.ask(msg) # DISPLAY 5 def displayMnuStatus(self, disp=True): """ The commands set and query the state of the operation menu. disp can take boolean values True or False, to either display menu status or not. """ msg = ":DISP:MNUS {}".format("ON" if disp else "OFF") self.dev.write(msg) def askDisplayMnuStatus(self): """ The query returns ON or OFF. """ msg = ":DISP:MNUS?" return self.dev.ask(msg) # DISPLAY 6 def displayClear(self): """ The command clears out of date waveforms on the screen during waveform persist. """ msg = ":DISP:CLE" self.dev.write(msg) # DISPLAY 7 def displayBrightness(self, level): """ Changes the brightness level of the grid. level - Brightness level from 0 to 32 """ if level not in range(33): raise InvalidArgument("Level argument must be between 0 and 32.") self.dev.write(":DISP:BRIG {}".format(level)) def askDisplayBrightness(self): """ query the brightness of the grid returns a string from 0 to 32 """ return self.dev.ask(":DISP:BRIG?") # DISPLAY 8 def displayIntensity(self, level): """ level - intensity level from 0 to 32 """ if level < 0 or level > 32: raise InvalidArgument("level argument must be between 0 and 8.") self.dev.write(":DISP:INT {}".format(level)) def askDisplayIntensity(self): """ Returns waveform brightness from 0 to 32 """ return self.dev.ask(":DISP:INT?") ############ # TIMEBASE # ############ """ fully implemented 1 - yes 2 - yes 3 - yes 4 - yes """ # TIMEBASE 1 def timebaseMode(self, mode): """ The commands set and query the scan mode of horizontal timebase. <mode> could be MAIN (main timebase) or DELayed (delayed scan). """ valid = ["MAIN", "DEL"] if mode not in valid: raise InvalidArgument("Mode argument must be one of {}.".format(valid)) msg = ":TIM:MODE {}".format(mode) self.dev.write(msg) def askTimebaseMode(self): """ The query returns MAIN or DELAYED. """ msg = ":TIM:MODE?" return self.dev.ask(msg) # TIMEBASE 2 def timebaseOffset(self, offset, delayed=False): """ The commands set and query the offset of the MAIN or DELayed timebase (that is offset of the waveform position relative to the trigger midpoint.). Thereinto, In NORMAL mode, the range of <scale_val> is 1s ~ end of the memory; In STOP mode, the range of <scale_val> is -500s ~ +500s; In SCAN mode, the range of <scale_val> is -6*Scale ~ +6*Scale; (Note: Scale indicates the current horizontal scale, the unit is s/div.) In MAIN state, the item [:DELayed] should be omitted. """ # not checking for valid input. msg = ":TIM{}:OFFS {}".format(":DEL" if delayed else "", offset) self.dev.write(msg) self.time_offset = self.askTimebaseOffset(delayed=delayed) def askTimebaseOffset(self, delayed=False): """ The query returns the setting value of the <offset> in s. """ msg = ":TIM{}:OFFS?".format(":DEL" if delayed else "") offset = self.dev.ask(msg) self.time_offset = float(offset) return float(offset) # TIMEBASE 3 def timebaseScale(self, scale, delayed=False): """ The commands set and query the horizontal scale for MAIN or DELayed timebase, the unit is s/div (seconds/grid), thereinto: In YT mode, the range of <scale_val> is 2ns - 50s; In ROLL mode, the range of <scale_val> is 500ms - 50s; In MAIN state, the item [:DELayed] should be omitted. """ msg = ":TIM{}:SCAL {}".format(":DEL" if delayed else "", scale) self.dev.write(msg) self.time_scale = self.askTimebaseScale(delayed=delayed) def askTimebaseScale(self, delayed=False): """ The query returns the setting value of <scale_val> in s. """ msg = ":TIM{}:SCAL?".format(":DEL" if delayed else "") scale = self.dev.ask(msg) self.time_scale = float(scale) return float(scale) def timebaseFormat(self, format): """ The commands set and query the horizontal timebase. <value> could be XY, YT or SCANning. """ valid = ["XY", "YT", "SCAN"] if format not in valid: raise InvalidArgument("Format argument must be one of {}".format(valid)) msg = ":TIM:FORM {}".format(format) self.dev.write(msg) def askTimebaseFormat(self): """ The query returns X-Y, Y-T or SCANNING. """ msg = ":TIM:FORM?" return self.dev.ask(msg) """ __TRIGGER FUNCTIONS__ The trigger functions are separated into 8 sub-sections 1. Trigger Control 2. Edge Trigger 3. Pulse Trigger 4. Video Trigger 5. Slope Trigger 6. Pattern Trigger 7. Duration Trigger 8. Alternation Trigger """ ###################### # 1. TRIGGER CONTROL # ###################### """ Which trigger functions have been implemented. Numbering is based off of numbering in the programming manual. fully implemented 1 - yes 2 - yes 3 - yes 4 - yes 5 - yes 6 - yes 7 - yes 8 - yes 9 - yes """ # TRIGGER CONTROL 1 def triggerMode(self, mode): """ sets trigger mode see valid_modes variable for valid mode values. """ valid_modes = ["EDGE", "PULS", "VIDEO", "SLOP", "PATT", "DUR", "ALT"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}".format(valid_modes)) self.dev.write(":TRIG:MODE {}".format(mode)) def askTriggerMode(self): """ queries trigger mode """ return self.dev.ask(":TRIG:MODE?") # TRIGGER CONTROL 2 def triggerSource(self, mode, source): """ sets trigger mode and source """ dig = ["DIG{}".format(x) for x in range(16)] if mode == "EDGE": valid_sources = ["CHAN1", "CHAN2", "EXT", "ACL"] + dig elif mode == "PULSE": valid_sources = ["CHAN1", "CHAN2", "EXT"] + dig elif mode == "VIDEO": valid_sources = ["CHAN1", "CHAN2", "EXT"] elif mode == "SLOP": valid_sources = ["CHAN1", "CHAN2", "EXT"] elif mode in ["PATTERN", "DURATION", "ALTERNATION"]: valid_sources = ["CHAN1", "CHAN2", "EXT", "ACL"] + dig else: raise InvalidArgument("Mode argument must be one of ".format(["EDGE", "PULS", "VIDEO", "SLOP", "PATT", "DUR", "ALT"])) if source not in valid_sources: raise InvalidArgument("Source argument must be one of {} for a trigger mode of {}".format(valid_sources, mode)) else: msg = ":TRIG:{}:SOUR {}".format(mode, source) # print("Writing {}".format(msg)) self.dev.write(msg) def askTriggerSource(self, mode): """ query what trigger source is being used. mode - can be any of ["EDGE", "PULS", "VIDEO", "SLOP", "PATT", "DUR", "ALT"] """ valid_modes = ["EDGE", "PULS", "VIDEO", "SLOP", "PATT", "DUR", "ALT"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}.".format(valid_modes)) msg = ":TRIG:{}:SOUR?".format(mode) # print(msg) return self.dev.ask(msg) # TRIGGER CONTROL 3 def triggerLevel(self, mode, level): """ The commands set and query the trigger level. <mode> could be :EDGE, :PULSe or :VIDEO; the range of <level> is: -6*Scale~+6*Scale, Scale indicates the current vertical scale, the unit is V/div. """ # We can check for valid inputs using the other methods. Implement this later. valid_modes = ["EDGE", "PULS", "VIDEO"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}.".format(valid_modes)) msg = ":TRIG{}:LEV {}".format(mode, level) self.dev.write(msg) def askTriggerLevel(self, mode): """ The query returns the setting value of <level> in V. """ valid_modes = ["EDGE", "PULS", "VIDEO"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}.".format(valid_modes)) msg = ":TRIG{}:LEV?".format(mode) return self.dev.ask(msg) # TRIGGER CONTROL 4 def triggerSweep(self, mode, sweep): """ The commands set and query the trigger type. <mode>could be :EDGE, :PULSe, :SLOPe, :PATTern or :DURation. sweep can take values [AUTO, NORM, SING] """ valid_modes = ["EDGE", "PULS", "SLOP", "PATT", "DUR"] valid_sweep = ["AUTO", "NORM", "SING"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}.".format(valid_modes)) if sweep not in valid_sweep: raise InvalidArgument("Sweep argument must be one of {}.".format(valid_sweep)) msg = ":TRIG:{}:SWE {}".format(mode, sweep) self.dev.write(msg) def askTriggerSweep(self, mode): """ The query returns AUTO, NORMAL or SINGLE. """ valid_modes = ["EDGE", "PULS", "SLOP", "PATT", "DUR"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}.".format(valid_modes)) msg = ":TRIG:{}:SWE?".format(mode) return self.dev.ask(msg) # TRIGGER CONTROL 5 def triggerCoupling(self, mode, coupling): """ The commands set and query the coupling type. Thereinto, DC: Allow all signals pass. AC: Block DC signals and attenuate the signals lower than 10Hz. HF: Reject high frequency signals (Higher than 150KHz). LF: Reject DC signals and attenuate low frequency signals (Lower than 8KHz). <mode> could be :EDGE, :PULSe or :SLOPe. """ valid_coupling = ["DC", "AC", "HF", "LF"] valid_modes = ["EDGE", "PULS", "SLOP"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}.".format(valid_modes)) if coupling not in valid_coupling: raise InvalidArgument("Coupling argument must be one of {}.".format(valid_coupling)) msg = ":TRIG:{}:COUP {}".format(mode, coupling) self.dev.write(msg) def askTriggerCoupling(self, mode): """ The query returns DC, AC, HF or LF. """ valid_modes = ["EDGE", "PULS", "SLOP"] if mode not in valid_modes: raise InvalidArgument("Mode argument must be one of {}.".format(valid_modes)) msg = ":TRIG:{}:COUP?".format(mode) return self.dev.ask(msg) # TRIGGER CONTROL 6 def triggerHoldoff(self, count): """ The commands set and query the trigger holfoff time. The range of <count> is <count>: 500ns~1.5s. """ if count < .0000005 or count > 1.5: raise InvalidArgument("Count argument must be between 500ns and 1.5s") msg = ":TRIG:HOLD {}".format(count) self.dev.write(msg) def askTriggerHoldoff(self): """ The query returns the setting value of <count> in s. """ msg = ":TRIG:HOLD?" return self.dev.ask(msg) # TRIGGER CONTROL 7 def askTriggerStatus(self): """ The command queries the operating status of the oscilloscope. The status could be RUN, STOP, T`D, WAIT or AUTO. """ msg = ":TRIG:STAT?" return self.dev.ask(msg) # TRIGGER CONTROL 8 def trigger50(self): """ The command sets the trigger level to the vertical midpoint of amplitude. """ msg = ":TRIG%50" self.dev.write(msg) # TRIGGER CONTROL 9 def triggerForce(self): """ The command forces the oscilloscope to trigger signal, which is usually used in “Normal” and “Single” mode. """ msg = ":FORC" self.dev.write(msg) ################### # 2. EDGE TRIGGER # ################### """ fully implemented 1 - yes 2 - yes 3 - yes """ # EDGE TRIGGER 1 def teSlope(self, positive=True): """ The commands set and query the type of edge trigger. The type could be POSitive (Rising edge) or NEGative (Failing edge). """ msg = ":TRIG:EDGE:SLOP {}".format("POS" if positive else "NEG") self.dev.write(msg) def askTeSlope(self): """ The query returns POSITIVE or NEGATIVE. """ msg = ":TRIG:EDGE:SLOP?" return self.dev.ask(msg) # EDGE TRIGGER 2 def teSensitivity(self, count): """ The commands set and query the sensitive of edge trigger. The range of <count> could be 0.1div~1div. """ if count < .1 or count > 1: raise InvalidArgument("Count argument must be between .1 and 1") msg = ":TRIG:EDGE:SENS {}".format(count) self.dev.write(msg) def askTeSensitivity(self): """ The query returns the setting value <count> in div. """ msg = ":TRIG:EDGE:SENS?" return self.dev.ask(msg) #################### # 3. PULSE TRIGGER # #################### """ fully implemented 1 - yes 2 - yes 3 - yes """ # PULSE TRIGGER 1 def tpMode(self, mode): """ The commands set and query the pulse condition. <mode> could be +GREaterthan (positive pulse greater than), +LESSthan (positive pulse less than), +EQUal (positive pulse equals to), -GREaterthan (negative pulse greater than), -LESSthan (negative pulse less than) or –EQUal (negative pulse equals to). """ valid = ["+GRE", "+LESS", "-GRE", "-LESS", "+EQU", "-EQU"] if mode not in valid: raise InvalidArgument("Mode argument must be one of {}".format(valid)) msg = ":TRIG:PULS:MODE {}".format(mode) self.dev.write(msg) def askTpMode(self): """ The query returns +GREATER THAN, +LESS THAN, +EQUAL, -GREATER THAN, -LESS THAN or -EQUAL. """ msg = ":TRIG:PULS:MODE?" return self.dev.ask(msg) # PULSE TRIGGER 2 def tpSensitivity(self, count): """ The commands set and query the sensitive of pulse trigger. The range of <count> could be 0.1div~1div. """ if count < .1 or count > 1: raise InvalidArgument("Count argument must be between .1 and 1") msg = ":TRIG:PULS:SENS {}".format(count) self.dev.write(msg) def askTpSensitivity(self): """ The query returns the setting value of <count> in div. """ msg = ":TRIG:PULS:SENS?" return self.dev.ask(msg) # PULSE TRIGGER 3 def tpWidth(self, width): """ The commands set and query the pulse width. The range of <wid> is 20ns ~ 10s. """ if width < .00000002 or width > 10: raise InvalidArgument("Width argument must be between 20ns and 10s") msg = ":TRIG:PULS:WIDT {}".format(width) self.dev.write(msg) def askTpWidth(self): """ The query returns the setting value of the <wid> in s. """ msg = ":TRIG:PULS:WIDT?" return self.dev.ask(msg) #################### # 4. VIDEO TRIGGER # #################### """ fully implemented 1 - yes 2 - yes 3 - yes 4 - yes 5 - yes """ # VIDEO TRIGGER 1 def tvMode(self, mode): """ The commands set and query the synchronous mode of the video trigger. <mode> could be ODDfield, EVENfield, LINE or ALLlines. """ valid = ["ODD", "EVEN", "LINE", "ALL"] if mode not in valid: raise InvalidArgument("Mode argument must be one of {}.".format(valid)) msg = ":TRIG:VIDEO:MODE {}".format(mode) self.dev.write(msg) def askTvMode(self): """ The query returns ODD FIELD, EVEN FIELD, LINE or ALL LINES. """ msg = ":TRIG:VIDEO:MODE?" return self.dev.ask(msg) # VIDEO TRIGGER 2 def tvPolarity(self, pos_polarity=True): """ The commands set and query the video polarity. The polarity could be POSitive or NEGative. """ msg = ":TRIG:VIDEO:POL {}".format("POS" if pos_polarity else "NEG") self.dev.write(msg) def askTvPolarity(self): """ The query returns POSITIVE or NEGATIVE. """ msg = ":TRIG:VIDEO:POL?" return self.dev.ask(msg) # VIDEO TRIGGER 3 def tvStandard(self, ntsc=True): """ The commands set and query the type of video trigger standard. """ msg = ":TRIG:VIDEO:STAN {}".format("NTSC" if ntsc else "PALS") self.dev.write(msg) def askTvStandard(self): """ The query returns NTSC or PAL/SECAM. """ msg = ":TRIG:VIDEO:STAN?" return self.dev.ask(msg) # VIDEO TRIGGER 4 def tvLine(self, value): """ The commands set and query the number of specified line of synchronous. In NTSC standard, the range of <value> is 1~525; in PAL/SECAM standard, the range of <value> is 1~625. """ standard = self.askTvStandard() if standard == "NTSC": if value < 1 or value > 525: raise InvalidArgument("When using {}, line value must be between 1 and 525.".format(standard)) if standard == "PAL/SECAM": if value < 1 or value > 625: raise InvalidArgument("When using {}, line value must be between 1 and 625.".format(standard)) msg = ":TRIG:VIDEO:LINE {}".format(value) self.dev.write(msg) def askTvLine(self): """ """ msg = ":TRIG:VIDEO:LINE?" return self.dev.ask(msg) # VIDEO TRIGGER 5 def tvSensitivity(self, count): """ The commands set and query the trigger sensitive, the range of <count> is: 0.1div ~1div. """ if count < .1 or count > 1: raise InvalidArgument("Count argument must be between .1 and 1.") msg = ":TRIG:VIDEO:SENS {}".format(count) self.dev.write(msg) def askTvSensitivity(self): """ The query returns the setting value of <count> in div. """ msg = ":TRIG:VIDEO:SENS?" return self.dev.ask(msg) #################### # 5. SLOPE TRIGGER # #################### """ fully implemented 1 - yes 2 - yes 3 - yes 4 - yes 5 - yes 6 - yes """ # SLOPE TRIGGER 1 def tsTime(self, count): """ The commands set and query the time setting about slope trigger. The range of <count> is 20ns~10s. """ if count < .00000002 or count > 10: raise InvalidArgument("Count argument must be between 20ns and 10s.") msg = ":TRIG:SLOP:TIME {}".format(count) self.dev.write(msg) def askTsTime(self): """ The query returns the setting value of <count> in s. """ msg = ":TRIG:SLOP:TIME?" return self.dev.ask(msg) # SLOPE TRIGGER 2 def tsSensitivity(self, count): """ The commands set and query the trigger sensitive. The range of <count> is: 0.1div ~1div. """ if count < .1 or count > 1: raise InvalidArgument("Count argument must be between .1 and 1.") msg = ":TRIG:SLOP:SENS {}".format(count) self.dev.write(msg) def askTsSensitivity(self): """ The query returns the setting value of <count> in div. """ msg = ":TRIG:SLOP:SENS?" return self.dev.ask(msg) # SLOPE TRIGGER 3 def tsMode(self, mode): """ The commands set and query the slope condition. <mode> could be +GREaterthan (positive slope greater than), +LESSthan (positive slope less than), + EQUal (positive slope equals to), -GREaterthan (negative slope greater than), -LESSthan (negative slope less than) or –EQUal (negative slope equals to). """ valid = ["+GRE", "+LESS", "+EQU", "-GRE", "-LESS", "-EQU"] if mode not in valid: raise InvalidArgument("Mode must be one of {}.".format(valid)) msg = ":TRIG:SLOP:MODE {}".format(mode) self.dev.write(msg) def askTsMode(self): """ The query returns +GREATER THAN, +LESS THAN, +EQUAL, -GREATER THAN, -LESS THAN OR -EQUAL. """ msg = ":TRIG:SLOP:MODE?" return self.dev.ask(msg) # SLOPE TRIGGER 4 def tsWindow(self, count): """ The commands set and query the type of trigger level which can be adjusted by the level knob on the oscilloscope. When the slope condition is +GREaterthan, +LESSthan or + EQUal, <count> could be PA (rising edge Level A), PB (rising edge Level B) or PAB (rising edge Level AB); When the slope condition is -GREaterthan, -LESSthan or –EQUal, <count> could be NA (falling edge Level A), NB (falling edge LevelB) or NAB (falling edge LevelAB). """ trig_mode = self.askTsMode() if "+" in trig_mode: valid = ["PA", "PB", "PAB"] if count not in valid: raise InvalidArgument("While trigger mode is {}, count argument must be one of {}.".format(valid)) if "-" in trig_mode: valid = ["NA", "NB", "NAB"] if count not in valid: raise InvalidArgument("While trigger mode is {}, count argument must be one of {}.".format(valid)) msg = ":TRIG:SLOP:WIND {}".format(count) self.dev.write(msg) def askTsWindow(self): """ The query returns P_WIN_A, P_WIN_B, P_WIN_AB, N_WIN_A, N_WIN_B or N_WIN_AB. """ msg = ":TRIG:SLOP:WIND?" return self.dev.ask(msg) # SLOPE TRIGGER 5 def tsLevelA(self, value): """ The commands set and query the upper boundary “Level A” of trigger level. The range of <value> is LevelB~+ 6*Scale; Scale indicates the current vertical level, the unit is V/div. """ # Not checking for valid inputs but should be implemented msg = ":TRIG:SLOP:LEVA {}".format(value) self.dev.write(msg) def askTsLevelA(self): """ The query returns the setting value of level in V. """ msg = ":TRIG:SLOP:LEVA?" return self.dev.ask(msg) # SLOPE TRIGGER 6 def tsLevelB(self, value): """ The commands set and query the lower boundary “LEVel B” of trigger level. The range of <value> is -6*Scale~LevelA; Scale indicates the current vertical level, the unit is V/div. """ # Not checking for valid inputs but should be implemented msg = ":TRIG:SLOP:LEVB {}".format(value) self.dev.write(msg) def askTsLevelB(self): """ The query returns the setting value of level in V. Note: Level A (upper boundary) can not be less than the maximum of Level B (lower boundary). """ msg = ":TRIG:SLOP:LEVB?" return self.dev.ask(msg) # PATTERN TRIGGER IS NOT A FEATURE ON THE DS1000E SERIES # DURATION TRIGGER IS NOT A FEATURE ON THE DS1000E SERIES ########################## # 8. ALTERNATION TRIGGER # ########################## """ not implemented """ ######## # MATH # ######## """ not implemented """ ########### # CHANNEL # ########### """ fully implemented 1 - yes 2 - yes 3 - yes 4 - yes 5 - yes 6 - yes 7 - yes 8 - yes 9 - yes 10 - yes """ # CHANNEL 1 def channelBwlimit(self, channel, on=True): """ The commands set and query the On/Off state of bandwidth limit. <n> could be 1 or 2. """ if channel not in [1, 2]: raise InvalidArgument("Channel argument must be either {}.".format([1, 2])) msg = ":CHAN{}:BWL {}".format(channel, "ON" if on else "OFF") self.dev.write(msg) def askChannelBwlimit(self, channel): """ The query returns ON or OFF. """ if channel not in [1, 2]: raise InvalidArgument("Channel argument must be either {}.".format([1, 2])) msg = ":CHAN{}:BWL?" return self.ask(msg) # CHANNEL 2 def channelCoupling(self, channel, coupling): """ The commands set and query the coupling mode of channel. DC indicates both the AC and DC components passed from input signal; AC indicates the blocked DC components; GND indicates to cut off the input of signal; <n> could be 1 or 2. """ valid = ["AC", "DC", "GND"] if coupling not in valid: raise InvalidArgument("Coupling argument must be one of {}.".format(valid)) if channel not in [1, 2]: raise InvalidArgument("Channel argument must be one of {}.".format([1, 2])) msg = ":CHAN{}:COUP {}".format(channel, coupling) self.dev.write(msg) def askChannelCoupling(self, channel): """ The query returns AC, DC or GND. """ if channel not in [1, 2]: raise InvalidArgument("Channel argument must be one of {}.".format([1, 2])) msg = ":CHAN{}:COUP?".format(channel) return self.dev.ask(msg) # CHANNEL 3 def channelDisplay(self, channel, on=True): """ channel - either 1 or 2 on - boolean value for turning the display on or off for the given channel. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) self.dev.write(":CHAN{}:DISP {}".format(channel, "ON" if on else "OFF")) def askChannelDisplay(self, channel): """ The query returns ON or OFF. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) self.dev.write(":CHAN{}:DISP?".format(channel)) # CHANNEL 4 def channelInvert(self, channel, on=True): """ The commands set and query the On/Off state of the waveform inverted. <n> could be 1 or 2. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:INV {}".format(channel, "ON" if on else "OFF") self.dev.write(msg) def askChannelInvert(self, channel): """ The query returns ON or OFF. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:INV?".format(channel) return self.dev.ask(msg) # CHANNEL 5 def channelOffset(self, channel, offset): """ The commands set and query the vertical offset. <n> could be 1 or 2. When Scale≥250mV, the range of <offset>is -40V~+40V; When Scale<250mV, the range of <offset>is -2V~+2V. """ # not checking for valid offset inputs if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:OFFS {}".format(channel, offset) self.dev.write(msg) if channel == 1: self.volt1_offset = self.askChannelOffset(1) elif channel == 2: self.volt2_offset = self.askChannelOffset(2) def askChannelOffset(self, channel): """ The query returns the setting value of <offset>. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:OFFS?".format(channel) offset = float(self.dev.ask(msg)) if channel == 1: self.volt1_offset = offset elif channel == 2: self.volt2_offset = offset return float(offset) # CHANNEL 6 def channelProbe(self, channel, attn): """ The commands set and query the attenuation factor of the probe. <n> could be 1 or 2; <attn> could be 1, 5, 10, 50, 100, 500 or 1000. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) valid_attn = [1, 5, 10, 50, 100, 500, 1000] if attn not in valid_attn: raise InvalidArgument("Attn argument must be one of {}".format(valid_attn)) msg = ":CHAN{}:PROB {}".format(channel, attn) self.dev.write(msg) def askChannelProbe(self, channel): """ The query returns the setting value of <attn>. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:PROB?".format(channel) return self.dev.ask(msg) # CHANNEL 7 def channelScale(self, channel, v): """ channel - Which channel to scale. v - voltage scale The commands set and query the vertical scale of waveform magnified by the oscilloscope. <n> could be 1 or 2. When the Probe is set to 1X, the range of <range> is 2mV ~ 10V; When the Probe is set to 5X, the range of <range> is 10mV ~50V; When the Probe is set to 10X, the range of <range> is 20mV ~ 100V; When the Probe is set to 50X, the range of <range> is 100mV ~ 500V; When the Probe is set to 100X, the range of <range> is 200mV ~ 1000V; When the Probe is set to 500X, the range of <range> is 1V ~5000V; When the Probe is set to 1000X, the range of <range> is 2V~ 10000V. """ # not error checking scale value if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:SCAL {}".format(channel, v) self.dev.write(msg) if channel == 1: self.volt1_scale = self.askChannelScale(1) elif channel == 2: self.volt2_scale = self.askChannelScale(2) def askChannelScale(self, channel): """ query what the scale is for channel <channel> """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:SCAL?".format(channel) scale = float(self.dev.ask(msg)) if channel == 1: self.volt1_scale = scale elif channel == 2: self.volt2_scale = scale return scale # CHANNEL 8 def channelFilter(self, channel, on=True): """ The commands set and query the On/Off state of the filter. <n> could be 1 or 2. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = "CHAN{}:FILT {}".format(channel, "ON" if on else "OFF") self.dev.write(msg) def askChannelFilter(self, channel): """ The query returns ON or OFF. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:FILT?".format(channel) return self.dev.ask(msg) # CHANNEL 9 def askChannelMemoryDepth(self, channel): """ The command queries the memory depth of the specified channel. <n> could be 1 or 2. In long memory, up to 1Mpts could be stored in single channel and 512kpts in dual channels; In common memory, up to 16kpts could be stored in single channel and 8kpts in dual channels. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:MEMD?".format(channel) return self.dev.ask(msg) # CHANNEL 10 def channelVernier(self, channel, on=True): """ The commands set and query the adjusting mode of scale. ON denotes Fine, OFF denotes Coarse; <n> could be 1 or 2. """ if channel not in [1, 2]: raise InvalidArgument("Channel must take a value from {}.".format([1, 2])) msg = ":CHAN{}:VERN {}".format(channel, "ON" if on else "OFF") self.dev.write(msg) def askChannelVernier(self, channel): """ The query returns Coarse or Fine. """ msg = ":CHAN{}:VERN?".format(channel) return self.dev.ask(msg) ########### # MEASURE # ########### """ partially implemented 1 - no 2 - yes 3 - no . . . 23 - yes """ def measureVpp(self, channel): """ channel is either 1 or 2 returns peak to peak voltage in Volts. """ if channel not in [1, 2]: raise InvalidArgument("Channel argument must be either 1 or 2") msg = ":MEAS:VPP? CHAN{}".format(channel) return float(self.dev.ask(msg)) ############ # WAVEFORM # ############ """ partially implemented 1 - yes """ # WAVEFORM 1 def askWaveformData(self, source): """ returns 1024 data for <source>. Raw Data. run through numpy.frombuffer(data, "B") to get point data First 10 bytes are apparently a header, so we can skip those. """ valid_sources = ["CHAN1", "CHAN2", "DIG", "MATH", "FFT"] if source not in valid_sources: raise InvalidArgument("Source argument must be one of {}".format(valid_sources)) msg = ":WAV:DATA? {}".format(source) # self.dev.read() # self.dev.write(msg) # return self.dev.read_raw() return self.dev.ask_raw(msg)[10:] # WAVEFORM 2 def waveformPointsMode(self, mode): """ This command sets the mode of waveform points. <points_mode> can be: NORMal, MAXimum or RAW. """ valid = ["NORM", "MAX", "RAW"] if mode not in valid: raise InvalidArgument("Mode argument must be one of {}.".format(valid)) msg = ":WAV:POIN:MODE {}".format(mode) self.dev.write(msg) def askWaveformPointsMode(self): """ The query returns NORMal, MAXimum or RAW. """ msg = ":WAV:POIN:MODE?" return self.dev.ask(msg) ################### # CUSTOM WAVEFORM # ################### def getWaveform(self, source): """ The data that is extracted from the oscilloscope needs to be inverted, multiplied by a constant and shifted by some voltage offset to get the true values. A custom method for retrieving the corrected voltage values out of the oscilloscope. """ raw_data = self.askWaveformData(source) raw_data = np.frombuffer(raw_data, "B") data = self.convertVoltages(raw_data, source) return data def convertVoltages(self, data, source): """ data - numpy array of unconverted voltage values. """ if source == "CHAN1": data = -data + 255 data = (data - 130.0 - self.volt1_offset/self.volt1_scale*25) / 25 * self.volt1_scale elif source == "CHAN2": data = -data + 255 data = (data - 130.0 - self.volt2_offset/self.volt2_scale*25) / 25 * self.volt2_scale return data def getTimebase(self): """ get correct x-values for plotting waveform """ time_axis = np.arange(-300.0/50*self.time_scale, 300.0/50*self.time_scale, self.time_scale/50.0) return time_axis ####### # KEY # ####### """ not enabled """ def keyLock(self, enable=True): """ This command is used to enable/disable the buttons function on the front panel (except for “Force”). """ msg = ":KEY:LOCK {}".format("ENAB" if enable else "DIS") self.dev.write(msg) def askKeyLock(self): """ The query returns ENABLE or DISABLE. """ msg = "KEY:LOCK?" return self.dev.ask(msg) ###################### # CUSTOM SAVE STATES # ###################### """ Some methods to query many settings of the oscilloscope and then load saved settings from the computer. """ # UNFINISHED def saveState(self): """ Queries the state of the oscilloscope and saves it as a python list string formatted file to a location of your choosing through tkFileDialog. """ save_location = tkfd.asksaveasfilename(defaultextension=".ros", filetypes=[("Rigol Oscilloscope Save", "*.ros")]) s = [] acquire_type = self.askAcquireType()[:4] s.append(":ACQ:TYPE {}".format(acquire_type)) aquire_mode = self.askAquireMode() aquire_mode = "RTIM" if aquire_mode[0] == "R" else "ETIM" s.append(":ACQ:MODE {}".format(aquire_mode)) memdepth = self.askAcquireMemDepth()[:4] s.append(":ACQ:MEMD {}".format(memdepth)) disptype = self.askDisplayType()[:4] s.append(":DISP:TYPE {}".format(disptype)) dispgrid = self.askDisplayGrid() s.append(":DISP:GRID {}".format(dispgrid)) disppersisty = self.askDisplayPersist() s.append(":DISP:PERS {}".format(disppersisty)) dispbrightness = self.askDisplayBrightness() s.append(":DISP:BRIG {}".format(dispbrightness)) dispintensity = self.askDisplayIntensity() s.append(":DISP:INT {}".format(dispintensity)) timemode = self.askTimebaseMode() timemode = "DEL" if timemode == "DELAYED" else timemode s.append(":TIM:MODE {}".format(timemode)) delayed = True if timemode == "DEL" else False timeoffset = self.askTimebaseMode(delayed=delayed) s.append(":TIM{}:OFFS {}".format(":DEL" if delayed else "", timeoffset)) timescale = self.askTimebaseScale(delayed=delayed) s.append(":TIM{}:SCAL {}".format(":DEL" if delayed else "", timescale)) timeformat = self.askTimebaseFormat() s.append(":TIM:FORM {}".format(timeformat)) # continue with trigger settings # Write file to save_location with open(save_location, "w") as f: f.write(str(s)) def loadState(self): """ writes the commands in the .ros save list. """ load_file = tkfd.askopenfilename( defaultextension=".ros", filetypes=[("Rigol Oscilloscope Save", "*.ros")], title="Rigol Oscilloscope Save file to load" ) with open(load_file, "r") as f: state_str = f.read().strip() state = ast.literal_eval(state_str) for setting in state: self.dev.write(setting) print("{} save state has been loaded".format(load_file))
aplstudent/Rigol-DS1000DE
rigolds1000de/rigol.py
Python
mit
48,629
[ "Brian" ]
bb088b7d5bfead89cbe95f29c3c13ec40916d66747ab089228f9ba94e32a6ae3
# start by importing version, because for some weird reason, I sometimes get # networkx as over-riding the version here (no idea why...) try: # should work if installed through normal means: setup.py-based with # pip, conda, easy_install, etc. from . import version except ImportError: # pragma: no cover import os # should work if someone just set the $PYTHONPATH to include OPS directory = os.path.dirname(os.path.realpath(__file__)) prev_dir = os.path.split(directory)[0] setupfile = os.path.join(prev_dir, "setup.py") if not os.path.exists(setupfile): # now we're screwed raise ImportError("Unable to identify OPS version. " + "OPS probably not installed correctly.") # continue force-setting version based on `setup.py` import imp # may be Py2 only! ops_setup = imp.load_source("ops_setup", setupfile) version = imp.new_module("openpathsampling.version") version.version = ops_setup.preferences['version'] version.short_version = ops_setup.preferences['version'] version.git_version = ops_setup.get_git_version() version.full_version = ops_setup.preferences['version'] if not ops_setup.preferences['released']: version.full_version += ".dev-" + version.git_version[:7] isrelease = str(ops_setup.preferences['released']) from .high_level.move_scheme import ( MoveScheme, DefaultScheme, LockedMoveScheme, SRTISScheme, OneWayShootingMoveScheme ) from .high_level.transition import ( TISTransition, Transition, TPSTransition, FixedLengthTPSTransition ) from .high_level.network import ( MSTISNetwork, TransitionNetwork, MISTISNetwork, TPSNetwork, FixedLengthTPSNetwork ) from .analysis.path_histogram import PathDensityHistogram from .analysis.replica_network import ( ReplicaNetwork, trace_ensembles_for_replica, trace_replicas_for_ensemble, condense_repeats, ReplicaNetworkGraph ) from .analysis.shooting_point_analysis import ( ShootingPointAnalysis, SnapshotByCoordinateDict ) from .analysis.trajectory_transition_analysis import ( TrajectoryTransitionAnalysis, TrajectorySegmentContainer ) from .analysis.channel_analysis import ChannelAnalysis from .bias_function import ( BiasFunction, BiasLookupFunction, BiasEnsembleTable, SRTISBiasFromNetwork ) from .collectivevariable import ( FunctionCV, MDTrajFunctionCV, MSMBFeaturizerCV, InVolumeCV, CollectiveVariable, CoordinateGeneratorCV, CoordinateFunctionCV, CallableCV, PyEMMAFeaturizerCV, GeneratorCV) from .ensemble import ( Ensemble, EnsembleCombination, EnsembleFactory, EntersXEnsemble, EmptyEnsemble, ExitsXEnsemble, FullEnsemble, PartInXEnsemble, AllInXEnsemble, AllOutXEnsemble, WrappedEnsemble, SuffixTrajectoryEnsemble, PrefixTrajectoryEnsemble, PartOutXEnsemble, LengthEnsemble, NegatedEnsemble, ReversedTrajectoryEnsemble, SequentialEnsemble, VolumeEnsemble, SequentialEnsemble, IntersectionEnsemble, UnionEnsemble, SingleFrameEnsemble, MinusInterfaceEnsemble, TISEnsemble, OptionalEnsemble, join_ensembles ) from .high_level.interface_set import ( InterfaceSet, VolumeInterfaceSet, PeriodicVolumeInterfaceSet ) from .high_level.ms_outer_interface import MSOuterTISInterface from .step_visualizer_2D import StepVisualizer2D from .movechange import ( EmptyMoveChange, ConditionalSequentialMoveChange, MoveChange, PartialAcceptanceSequentialMoveChange, RandomChoiceMoveChange, SampleMoveChange, SequentialMoveChange, KeepLastSampleMoveChange, FilterSamplesMoveChange, PathSimulatorMoveChange, AcceptedSampleMoveChange, RejectedSampleMoveChange, SubMoveChange, FilterByEnsembleMoveChange, RejectedNaNSampleMoveChange, RejectedMaxLengthSampleMoveChange ) from .pathmover import Details, MoveDetails, SampleDetails from .pathmover import ( RandomChoiceMover, PathMover, ConditionalSequentialMover, PartialAcceptanceSequentialMover, BackwardShootMover, ForwardShootMover, BackwardExtendMover, ForwardExtendMover, MinusMover, SingleReplicaMinusMover, PathMoverFactory, PathReversalMover, ReplicaExchangeMover, EnsembleHopMover, SequentialMover, ConditionalMover, PathSimulatorMover, PathReversalSet, NeighborEnsembleReplicaExchange, SampleMover, StateSwapMover, FinalSubtrajectorySelectMover, EngineMover, FirstSubtrajectorySelectMover, MultipleSetMinusMover, OneWayShootingMover, RandomSubtrajectorySelectMover, SubPathMover, EnsembleFilterMover, SelectionMover, FirstAllowedMover, LastAllowedMover, OneWayExtendMover, SubtrajectorySelectMover, IdentityPathMover, RandomAllowedChoiceMover, TwoWayShootingMover, ForwardFirstTwoWayShootingMover, BackwardFirstTwoWayShootingMover ) from .pathsimulator import ( PathSimulator, FullBootstrapping, Bootstrapping, PathSampling, MCStep, CommittorSimulation, DirectSimulation, ShootFromSnapshotsSimulation ) from .sample import Sample, SampleSet from .shooting import ShootingPointSelector, UniformSelector, \ GaussianBiasSelector, FirstFrameSelector, FinalFrameSelector from .snapshot_modifier import ( NoModification, RandomVelocities, VelocityDirectionModifier, SingleAtomVelocityDirectionModifier ) from .storage.storage import Storage, AnalysisStorage from .volume import ( Volume, VolumeCombination, VolumeFactory, VoronoiVolume, EmptyVolume, FullVolume, CVDefinedVolume, PeriodicCVDefinedVolume, IntersectionVolume, UnionVolume, SymmetricDifferenceVolume, RelativeComplementVolume, join_volumes ) from .high_level import move_strategy as strategies import openpathsampling.numerics as numerics from openpathsampling.engines import Trajectory, BaseSnapshot import openpathsampling.engines.openmm as openmm import openpathsampling.engines.toy as toy def git_HEAD(): # pragma: no cover from subprocess import check_output import os.path git_dir = os.path.dirname(os.path.realpath(__file__)) return check_output(["git", "-C", git_dir, "rev-parse", "HEAD"])[:-1] # chops the newline at the end import os.path resources_directory = os.path.join(os.path.dirname(__file__), 'resources')
jhprinz/openpathsampling
openpathsampling/__init__.py
Python
lgpl-2.1
6,195
[ "OpenMM" ]
f9a59ee3a9e8ca185d970da5257735d18f877aedd26803061826e2a228fdba84
# # Copyright (c) 2015 nexB Inc. and others. All rights reserved. # http://nexb.com and https://github.com/nexB/scancode-toolkit/ # The ScanCode software is licensed under the Apache License version 2.0. # Data generated with ScanCode require an acknowledgment. # ScanCode is a trademark of nexB Inc. # # You may not use this software except in compliance with the License. # You may obtain a copy of the License at: http://apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software distributed # under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR # CONDITIONS OF ANY KIND, either express or implied. See the License for the # specific language governing permissions and limitations under the License. # # When you publish or redistribute any data created with ScanCode or any ScanCode # derivative work, you must accompany this data with the following acknowledgment: # # Generated with ScanCode and provided on an "AS IS" BASIS, WITHOUT WARRANTIES # OR CONDITIONS OF ANY KIND, either express or implied. No content created from # ScanCode should be considered or used as legal advice. Consult an Attorney # for any legal advice. # ScanCode is a free software code scanning tool from nexB Inc. and others. # Visit https://github.com/nexB/scancode-toolkit/ for support and download. from __future__ import print_function, absolute_import from collections import OrderedDict """ Main scanning functions. Note: this API is unstable and still evolving. """ def extract_archives(location, recurse=True): """ Extract recursively any archives found at location and yield an iterable of ExtractEvents. If verbose is False, only the "done" event is returned at extraction completion. If verbose is True, both "start" and "done" events are returned. """ from extractcode.extract import extract from extractcode import default_kinds for xevent in extract(location, kinds=default_kinds, recurse=recurse): yield xevent def get_copyrights(location): """ Yield an iterable of dictionaries of copyright data detected in the file at location. Each item contains a list of copyright statements and a start and end line. """ from cluecode.copyrights import detect_copyrights for copyrights, _, _, _, start_line, end_line in detect_copyrights(location): if not copyrights: continue result = OrderedDict() # FIXME: we should call this copyright instead, and yield one item per statement result['statements'] = copyrights result['start_line'] = start_line result['end_line'] = end_line yield result DEJACODE_LICENSE_URL = 'https://enterprise.dejacode.com/license_library/Demo/{}/' def get_licenses(location): """ Yield an iterable of dictionaries of license data detected in the file at location for each detected license. """ from licensedcode.models import get_license from licensedcode.detect import get_license_matches for match in get_license_matches(location): for license_key in match.rule.licenses: lic = get_license(license_key) result = OrderedDict() result['key'] = lic.key result['short_name'] = lic.short_name result['category'] = lic.category result['owner'] = lic.owner result['homepage_url'] = lic.homepage_url result['text_url'] = lic.text_urls[0] if lic.text_urls else '' result['dejacode_url'] = DEJACODE_LICENSE_URL.format(lic.key) result['spdx_license_key'] = lic.spdx_license_key result['spdx_url'] = lic.spdx_url result['start_line'] = match.query_position.start_line result['end_line'] = match.query_position.end_line yield result def get_file_infos(location): """ Return a list of dictionaries of informations collected from the file or directory at location. """ from commoncode import fileutils from commoncode import filetype from commoncode.hash import sha1, md5 from typecode import contenttype T = contenttype.get_type(location) is_file = T.is_file is_dir = T.is_dir infos = OrderedDict() infos['type'] = filetype.get_type(location, short=False) infos['name'] = fileutils.file_name(location) infos['extension'] = is_file and fileutils.file_extension(location) or '' infos['date'] = is_file and filetype.get_last_modified_date(location) or None infos['size'] = T.size infos['sha1'] = is_file and sha1(location) or None infos['md5'] = is_file and md5(location) or None infos['files_count'] = is_dir and filetype.get_file_count(location) or None infos['mime_type'] = is_file and T.mimetype_file or None infos['file_type'] = is_file and T.filetype_file or None infos['programming_language'] = is_file and T.programming_language or None infos['is_binary'] = is_file and T.is_binary or None infos['is_text'] = is_file and T.is_text or None infos['is_archive'] = is_file and T.is_archive or None infos['is_media'] = is_file and T.is_media or None infos['is_source'] = is_file and T.is_source or None infos['is_script'] = is_file and T.is_script or None return [infos] def get_package_infos(location): """ Return a list of dictionaries of package information collected from the location or an empty list. """ from packagedcode.recognize import recognize_packaged_archives package = recognize_packaged_archives(location) if not package: return [] return [package.as_dict(simple=True)]
vinodpanicker/scancode-toolkit
src/scancode/api.py
Python
apache-2.0
5,688
[ "VisIt" ]
14846e062a5419937875e0cb898b23e1c1644cbc9093ab09e4017a4f5884fe2a
""" PDP PDP ( PolicyDecisionPoint ) is the back-end for the PolicySystem. It discovers the policies, finds the best match, evaluates them, merges their results taking the most penalizing one, computes the set of actions to be triggered and returns all the information to the PEP which will enforce the actions. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function from DIRAC import gLogger, S_OK, S_ERROR from DIRAC.ResourceStatusSystem.PolicySystem.PolicyCaller import PolicyCaller from DIRAC.ResourceStatusSystem.PolicySystem.StateMachine import RSSMachine from DIRAC.ResourceStatusSystem.Utilities import RssConfiguration from DIRAC.ResourceStatusSystem.Utilities.InfoGetter import getPolicyActionsThatApply, getPoliciesThatApply __RCSID__ = '$Id$' class PDP(object): """ PDP ( Policy Decision Point ) """ def __init__(self, clients=None): """ Constructor. examples: >>> pdp = PDP( None ) >>> pdp1 = PDP( {} ) >>> pdp2 = PDP( { 'Client1' : Client1Object } ) :Parameters: **clients** - [ None, `dict` ] dictionary with Clients to be used in the Commands. If None, the Commands will create their own clients. """ # decision parameters used to match policies and actions self.decisionParams = None # Helpers to discover policies and RSS metadata in CS self.pCaller = PolicyCaller(clients) # RSS State Machine, used to calculate most penalizing state while merging them self.rssMachine = RSSMachine('Unknown') self.log = gLogger.getSubLogger('PDP') def setup(self, decisionParams=None): """ method that sanitizes the decisionParams and ensures that at least it has the keys in `standardParamsDict`. This will be relevant while doing the matching with the RSS Policies configuration in the CS. There is one key-value pair, `active` which is added on this method. This allows policies to be de-activated from the CS, changing their active matchParam to something else than `Active`. examples: >>> pdp.setup( None ) >>> self.decisionParams { 'element' : None, 'name' : None, ... } >>> pdp.setup( { 'element' : 'AnElement' } ) >>> self.decisionParams { 'element' : 'AnElement', 'name' : None, ... } >>> pdp.setup( { 'NonStandardKey' : 'Something' } ) >>> self.decisionParams { 'NonStandardKey' : 'Something', 'element' : None,... } :Parameters: **decisionParams** - [ None, `dict` ] dictionary with the parameters to be matched with the RSS Policies configuration in the CS. """ standardParamsDict = {'element': None, 'name': None, 'elementType': None, 'statusType': None, 'status': None, 'reason': None, 'tokenOwner': None, # Last parameter allows policies to be de-activated 'active': 'Active'} if decisionParams is not None: standardParamsDict.update(decisionParams) if standardParamsDict['element'] is not None: self.log = gLogger.getSubLogger('PDP/%s' % standardParamsDict['element']) if standardParamsDict['name'] is not None: self.log = gLogger.getSubLogger('PDP/%s/%s' % (standardParamsDict['element'], standardParamsDict['name'])) self.log.verbose("Setup - statusType: %s, status: %s" % (standardParamsDict['statusType'], standardParamsDict['status'])) self.decisionParams = standardParamsDict def takeDecision(self): """ main PDP method which does all the work. If firstly finds all the policies defined in the CS that match <self.decisionParams> and runs them. Once it has all the singlePolicyResults, it combines them. Next step is action discovery: using a similar approach to the one used to discover the policies, but also taking into account the single policy results and their combined result, finds the actions to be triggered and returns. examples: >>> list(pdp.takeDecision()['Value']) ['singlePolicyResults', 'policyCombinedResult', 'decisionParams'] >>> pdp.takeDecision()['Value']['singlePolicyResults'] [ { 'Status' : 'Active', 'Reason' : 'blah', 'Policy' : { 'name' : 'AlwaysActiveForResource', 'type' : 'AlwaysActive', 'module' : 'AlwaysActivePolicy', 'description' : 'This is the AlwaysActive policy' 'command' : None, 'args' : {} } }, ... ] >>> pdp.takeDecision()['Value']['policyCombinedResult'] { 'Status' : 'Active', 'Reason' : 'blah ###', 'PolicyAction' : [ ( 'policyActionName1', 'policyActionType1' ), ... ] } :return: S_OK( { 'singlePolicyResults' : `list`, 'policyCombinedResult' : `dict`, 'decisionParams' : `dict` } ) / S_ERROR """ if self.decisionParams is None: return S_OK({'singlePolicyResults': [], 'policyCombinedResult': {}, 'decisionParams': self.decisionParams}) self.log.verbose("Taking decision") # Policies.................................................................. # Get policies that match self.decisionParams policiesThatApply = getPoliciesThatApply(self.decisionParams) if not policiesThatApply['OK']: return policiesThatApply policiesThatApply = policiesThatApply['Value'] self.log.verbose("Policies that apply: %s" % ', '.join([po['name'] for po in policiesThatApply])) # Evaluate policies singlePolicyResults = self._runPolicies(policiesThatApply) if not singlePolicyResults['OK']: return singlePolicyResults singlePolicyResults = singlePolicyResults['Value'] self.log.verbose("Single policy results: %s" % singlePolicyResults) # Combine policies and get most penalizing status ( see RSSMachine ) policyCombinedResults = self._combineSinglePolicyResults(singlePolicyResults) if not policyCombinedResults['OK']: return policyCombinedResults policyCombinedResults = policyCombinedResults['Value'] self.log.verbose("Combined policy result: %s" % policyCombinedResults) # Actions................................................................... policyActionsThatApply = getPolicyActionsThatApply(self.decisionParams, singlePolicyResults, policyCombinedResults) if not policyActionsThatApply['OK']: return policyActionsThatApply policyActionsThatApply = policyActionsThatApply['Value'] self.log.verbose("Policy actions that apply: %s" % ','.join(pata[0] for pata in policyActionsThatApply)) policyCombinedResults['PolicyAction'] = policyActionsThatApply return S_OK({'singlePolicyResults': singlePolicyResults, 'policyCombinedResult': policyCombinedResults, 'decisionParams': self.decisionParams}) def _runPolicies(self, policies): """ Given a list of policy dictionaries, loads them making use of the PolicyCaller and evaluates them. This method requires to have run setup previously. examples: >>> pdp._runPolicies([])['Value'] [] >>> policyDict = { 'name' : 'AlwaysActiveResource', 'type' : 'AlwaysActive', 'args' : None, 'description' : 'This is the AlwaysActive policy', 'module' : 'AlwaysActivePolicy', 'command' : None } >>> pdp._runPolicies([ policyDict, ... ] )['Value'] [ { 'Status' : 'Active', 'Reason' : 'blah', 'Policy' : policyDict }, ... ] :Parameters: **policies** - `list( dict )` list of dictionaries containing the policies selected to be run. Check the examples to get an idea of how the policy dictionaries look like. :return: S_OK() / S_ERROR """ policyInvocationResults = [] # Gets all valid status for RSS to avoid misconfigured policies returning statuses # that RSS does not understand. validStatus = self.rssMachine.getStates() for policyDict in policies: # Load and evaluate policy described in <policyDict> for element described # in <self.decisionParams> policyInvocationResult = self.pCaller.policyInvocation(self.decisionParams, policyDict) if not policyInvocationResult['OK']: # We should never enter this line ! Just in case there are policies # missconfigured ! _msg = 'runPolicies no OK: %s' % policyInvocationResult self.log.error(_msg) return S_ERROR(_msg) policyInvocationResult = policyInvocationResult['Value'] # Sanity Checks ( they should never happen ! ) if 'Status' not in policyInvocationResult: _msg = 'runPolicies (no Status): %s' % policyInvocationResult self.log.error(_msg) return S_ERROR(_msg) if not policyInvocationResult['Status'] in validStatus: _msg = 'runPolicies ( not valid status ) %s' % policyInvocationResult['Status'] self.log.error(_msg) return S_ERROR(_msg) if 'Reason' not in policyInvocationResult: _msg = 'runPolicies (no Reason): %s' % policyInvocationResult self.log.error(_msg) return S_ERROR(_msg) policyInvocationResults.append(policyInvocationResult) return S_OK(policyInvocationResults) def _combineSinglePolicyResults(self, singlePolicyRes): """ method that merges all the policies results into a combined one, which will be the most penalizing status and the reasons of the single policy results that returned the same penalizing status. All the rest, are ignored. If there are no single policy results, it is returned `Unknown` state. While combining policies, the ones containing the option `doNotCombine` are ignored. examples: >>> pdp._combineSingePolicyResults( [] )['Value'] { 'Status' : 'Unknown', 'Reason' : 'No policy ..' } >>> pdp._combineSingePolicyResults( [ { 'Status' : 'Active', 'Reason' : 'blah', 'Policy' : policyDict } ] ) { 'Status' : 'Active', 'Reason' : 'blah' } >>> pdp._combineSingePolicyResults( [ { 'Status' : 'Active', 'Reason' : 'blah', 'Policy' : policyDict }, { 'Status' : 'Banned', 'Reason' : 'blah 2', 'Policy' : policyDict2 } ] ) { 'Status' : 'Banned', 'Reason' : 'blah 2' } >>> pdp._combineSingePolicyResults( [ { 'Status' : 'Active', 'Reason' : 'blah', 'Policy' : policyDict }, { 'Status' : 'Active', 'Reason' : 'blah 2', 'Policy' : policyDict2 } ] ) { 'Status' : 'Banned', 'Reason' : 'blah ### blah 2' } :Parameters: **singlePolicyRes** - `list( dict )` list with every single policy result to be combined ( see _runPolicy for more details ) :return: S_OK( dict( Status, Reason ) | S_ERROR """ # Dictionary to be returned policyCombined = {'Status': 'Unknown', # default, it should be overridden by the policies, if they exist 'Reason': ''} # If there are no policyResults, we return Unknown if not singlePolicyRes: policyCombined['Reason'] = 'No policy applies to %(element)s, %(name)s, %(elementType)s' % self.decisionParams self.log.warn(policyCombined['Reason']) return S_OK(policyCombined) # We set the rssMachine on the current state ( ensures it is a valid one ) # FIXME: probably this check can be done at takeDecision machineStatus = self.rssMachine.setState(self.decisionParams['status'], noWarn=True) if not machineStatus['OK']: return machineStatus # Discard all single policy results which belongs to policies that have set # the option `doNotCombine` in the CS policiesToCombine = self._findPoliciesToCombine(singlePolicyRes) # Sort policy results using ther statuses by most restrictive ( lower level first ) self.rssMachine.orderPolicyResults(policiesToCombine) # As they have been sorted by most restrictive status, the first one is going # to be our candidate new state. Let's ask the RSSMachine if it allows us to # make such transition. candidateState = policiesToCombine[0]['Status'] nextState = self.rssMachine.getNextState(candidateState) if not nextState['OK']: return nextState nextState = nextState['Value'] # most restrictive status defines the VO affected. VO='all' will affect all VOs policyCombined['VO'] = policiesToCombine[0].get('VO', 'all') # If the RssMachine does not accept the candidate, return forcing message if candidateState != nextState: policyCombined['Status'] = nextState policyCombined['Reason'] = 'RssMachine forced status %s to %s' % (candidateState, nextState) return S_OK(policyCombined) # If the RssMachine accepts the candidate, just concatenate the reasons for policyRes in policiesToCombine: if policyRes['Status'] == nextState: policyCombined['Reason'] += '%s ###' % policyRes['Reason'] policyCombined['Status'] = nextState return S_OK(policyCombined) def _findPoliciesToCombine(self, singlePolicyRes): """ method that iterates over the single policy results and checks the CS configuration of the policies looking for the option 'doNotCombine'. If it is present, that single policy result is discarded. :Parameters: **singlePolicyRes** - `list( dict )` list with every single policy result to be combined ( see _runPolicy for more details ) :return: `list( dict )` """ # Get policies configuration from the CS. We want to exclude the policies that # have set the option `doNotCombine` from this process. policiesConfiguration = RssConfiguration.getPolicies() if not policiesConfiguration['OK']: return policiesConfiguration policiesConfiguration = policiesConfiguration['Value'] # Function that let's us know if we should combine the result of a single policy # or not. def combinePolicy(policyResult): # Extract policy name from the dictionary returned by PolicyCaller policyName = policyResult['Policy']['name'] try: # If doNotCombineResult is defined, the policy is not taken into account # to create the combined result. However, the single policy result remains _ = policiesConfiguration[policyName]['doNotCombineResult'] return False except KeyError: return True # Make a list of policies of which we want to merge their results return [policyResult for policyResult in singlePolicyRes if combinePolicy(policyResult)] # ............................................................................... # EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF#EOF
yujikato/DIRAC
src/DIRAC/ResourceStatusSystem/PolicySystem/PDP.py
Python
gpl-3.0
15,481
[ "DIRAC" ]
2950b7d94663e224bb6714c27a9356b9032a23c617ff958f3f4d94b0867d3653
# coding: utf-8 # Copyright (c) Pymatgen Development Team. # Distributed under the terms of the MIT License. import warnings import os import numpy as np from monty.serialization import loadfn from pymatgen.analysis.bond_valence import BVAnalyzer from pymatgen.analysis.structure_matcher import StructureMatcher from pymatgen.core import Structure MODULE_DIR = os.path.dirname(os.path.abspath(__file__)) bond_params = loadfn(os.path.join(MODULE_DIR, 'DLS_bond_params.yaml')) def is_ox(structure): comp = structure.composition for k in comp.keys(): try: k.oxi_state except AttributeError: return False return True class RLSVolumePredictor: """ Reference lattice scaling (RLS) scheme that predicts the volume of a structure based on a known crystal structure. """ def __init__(self, check_isostructural=True, radii_type="ionic-atomic", use_bv=True): """ Args: check_isostructural: Whether to test that the two structures are isostructural. This algo works best for isostructural compounds. Defaults to True. radii_type (str): Types of radii to use. You can specify "ionic" (only uses ionic radii), "atomic" (only uses atomic radii) or "ionic-atomic" (uses either ionic or atomic radii, with a preference for ionic where possible). use_bv (bool): Whether to use BVAnalyzer to determine oxidation states if not present. """ self.check_isostructural = check_isostructural self.radii_type = radii_type self.use_bv = use_bv def predict(self, structure, ref_structure): """ Given a structure, returns the predicted volume. Args: structure (Structure): structure w/unknown volume ref_structure (Structure): A reference structure with a similar structure but different species. Returns: a float value of the predicted volume """ if self.check_isostructural: m = StructureMatcher() mapping = m.get_best_electronegativity_anonymous_mapping( structure, ref_structure) if mapping is None: raise ValueError("Input structures do not match!") if "ionic" in self.radii_type: try: # Use BV analyzer to determine oxidation states only if the # oxidation states are not already specified in the structure # and use_bv is true. if (not is_ox(structure)) and self.use_bv: a = BVAnalyzer() structure = a.get_oxi_state_decorated_structure(structure) if (not is_ox(ref_structure)) and self.use_bv: a = BVAnalyzer() ref_structure = a.get_oxi_state_decorated_structure( ref_structure) comp = structure.composition ref_comp = ref_structure.composition # Check if all the associated ionic radii are available. if any([k.ionic_radius is None for k in list(comp.keys())]) or \ any([k.ionic_radius is None for k in list(ref_comp.keys())]): raise ValueError("Not all the ionic radii are available!") numerator = 0 denominator = 0 # Here, the 1/3 factor on the composition accounts for atomic # packing. We want the number per unit length. for k, v in comp.items(): numerator += k.ionic_radius * v ** (1 / 3) for k, v in ref_comp.items(): denominator += k.ionic_radius * v ** (1 / 3) return ref_structure.volume * (numerator / denominator) ** 3 except Exception as ex: warnings.warn("Exception occured. Will attempt atomic radii.") # If error occurs during use of ionic radii scheme, pass # and see if we can resolve it using atomic radii. pass if "atomic" in self.radii_type: comp = structure.composition ref_comp = ref_structure.composition # Here, the 1/3 factor on the composition accounts for atomic # packing. We want the number per unit length. numerator = 0 denominator = 0 for k, v in comp.items(): numerator += k.atomic_radius * v ** (1 / 3) for k, v in ref_comp.items(): denominator += k.atomic_radius * v ** (1 / 3) return ref_structure.volume * (numerator / denominator) ** 3 raise ValueError("Cannot find volume scaling based on radii choices " "specified!") def get_predicted_structure(self, structure, ref_structure): """ Given a structure, returns back the structure scaled to predicted volume. Args: structure (Structure): structure w/unknown volume ref_structure (Structure): A reference structure with a similar structure but different species. Returns: a Structure object with predicted volume """ new_structure = structure.copy() new_structure.scale_lattice(self.predict(structure, ref_structure)) return new_structure class DLSVolumePredictor: """ Data-mined lattice scaling (DLS) scheme that relies on data-mined bond lengths to predict the crystal volume of a given structure. As of 2/12/19, we suggest this method be used in conjunction with min_scaling and max_scaling to prevent instances of very large, unphysical predicted volumes found in a small subset of structures. """ def __init__(self, cutoff=4.0, min_scaling=0.5, max_scaling=1.5): """ Args: cutoff (float): cutoff radius added to site radius for finding site pairs. Necessary to increase only if your initial structure guess is extremely bad (atoms way too far apart). In all other instances, increasing cutoff gives same answer but takes more time. min_scaling (float): if not None, this will ensure that the new volume is at least this fraction of the original (preventing too-small volumes) max_scaling (float): if not None, this will ensure that the new volume is at most this fraction of the original (preventing too-large volumes) """ self.cutoff = cutoff self.min_scaling = min_scaling self.max_scaling = max_scaling def predict(self, structure, icsd_vol=False): """ Given a structure, returns the predicted volume. Args: structure (Structure) : a crystal structure with an unknown volume. icsd_vol (bool) : True if the input structure's volume comes from ICSD. Returns: a float value of the predicted volume. """ # Get standard deviation of electronnegativity in the structure. std_x = np.std([site.specie.X for site in structure]) # Sites that have atomic radii sub_sites = [] # Record the "DLS estimated radius" from bond_params. bp_dict = {} for sp in list(structure.composition.keys()): if sp.atomic_radius: sub_sites.extend([site for site in structure if site.specie == sp]) else: warnings.warn("VolumePredictor: no atomic radius data for " "{}".format(sp)) if sp.symbol not in bond_params: warnings.warn("VolumePredictor: bond parameters not found, " "used atomic radii for {}".format(sp)) else: r, k = bond_params[sp.symbol]["r"], bond_params[sp.symbol]["k"] bp_dict[sp] = float(r) + float(k) * std_x # Structure object that include only sites with known atomic radii. reduced_structure = Structure.from_sites(sub_sites) smallest_ratio = None for site1 in reduced_structure: sp1 = site1.specie neighbors = reduced_structure.get_neighbors(site1, sp1.atomic_radius + self.cutoff) for site2, dist in neighbors: sp2 = site2.specie if sp1 in bp_dict and sp2 in bp_dict: expected_dist = bp_dict[sp1] + bp_dict[sp2] else: expected_dist = sp1.atomic_radius + sp2.atomic_radius if not smallest_ratio or dist / expected_dist < smallest_ratio: smallest_ratio = dist / expected_dist if not smallest_ratio: raise ValueError("Could not find any bonds within the given cutoff " "in this structure.") volume_factor = (1 / smallest_ratio) ** 3 # icsd volume fudge factor if icsd_vol: volume_factor *= 1.05 if self.min_scaling: volume_factor = max(self.min_scaling, volume_factor) if self.max_scaling: volume_factor = min(self.max_scaling, volume_factor) return structure.volume * volume_factor def get_predicted_structure(self, structure, icsd_vol=False): """ Given a structure, returns back the structure scaled to predicted volume. Args: structure (Structure): structure w/unknown volume Returns: a Structure object with predicted volume """ new_structure = structure.copy() new_structure.scale_lattice(self.predict(structure, icsd_vol=icsd_vol)) return new_structure
dongsenfo/pymatgen
pymatgen/analysis/structure_prediction/volume_predictor.py
Python
mit
10,138
[ "CRYSTAL", "pymatgen" ]
6043741e6e50bf53a928d0ceaf22323a0e61e299aeccdf527f93c82225ce9f99
import numpy as np from scipy.optimize import curve_fit from scipy import asarray as ar,exp from datetime import datetime import matplotlib.pyplot as plt import time def gauss(x, A, mu, sigma): '''Evaluates point on Gaussian Curve''' return A*np.exp(-(x-mu)**2/(2.*sigma**2)) def _n64_to_string(x): ''' Takes numpy 64 datetime object and returns a string with month-day information encoded in it''' return time.strftime("%b %d", time.gmtime(x.astype(int)/1000000000)) def plot_fit(times,values, standard_deviations = 3): ''' Takes time series data(list of values and list of times), fits a gaussian curve to it, then displays both the line-gra''' x = range(len(times)) y = values n = len(x) mean = sum(x*y)/n sigma = sum(y*(x-mean)**2)/n popt,pcov = curve_fit(gauss,range(len(times)),values,p0=[1,mean,sigma]) plt.plot(range(len(times)),values, label = 'data') plt.plot(x,gauss(x,*popt),color = 'red',label='fit') margin = (standard_deviations* popt[2]) plt.axvline(x=popt[1] - margin, color = 'green', linestyle='--') plt.axvline(x=popt[1] + margin, color = 'green', linestyle='--', label = str(standard_deviations) + '*std') plt.legend() plt.title('Fig. 3 - Fit for Time Constant') plt.xlabel('Time') _ticks = plt.xticks()[0] _ticks = [t for t in _ticks if t >= 0 and t <= len(times)] ticks = np.array(_ticks) plt.xticks(ticks,[_n64_to_string(times[int(i)]) for i in ticks]) plt.ylabel('Precipitation') plt.show() ## Get Dates def get_bounds(times,values, standard_deviations = 1 ): "Takes time series data, returns time " x = range(len(times)) y = values n = len(x) mean = sum(x*y)/n sigma = sum(y*(x-mean)**2)/n stand = np.std(values) popt,pcov = curve_fit(gauss,range(len(times)),values,p0=[1,mean,sigma]) start_index = int(popt[1] - (standard_deviations*popt[2])) end_index = int(popt[1] + (standard_deviations*popt[2])) return times[start_index], times[end_index]
ceos-seo/data_cube_notebooks
notebooks/demo/curve_fit_gaussian.py
Python
apache-2.0
2,230
[ "Gaussian" ]
065d8be4551ff5c69a54e80b528bea1ba379ac6e5d3d3d641bb656a0d78942df
import numpy as np def affine_forward(x, w, b): """ Computes the forward pass for an affine (fully-connected) layer. The input x has shape (N, d_1, ..., d_k) and contains a minibatch of N examples, where each example x[i] has shape (d_1, ..., d_k). We will reshape each input into a vector of dimension D = d_1 * ... * d_k, and then transform it to an output vector of dimension M. Inputs: - x: A numpy array containing input data, of shape (N, d_1, ..., d_k) - w: A numpy array of weights, of shape (D, M) - b: A numpy array of biases, of shape (M,) Returns a tuple of: - out: output, of shape (N, M) - cache: (x, w, b) """ out = None ############################################################################# # TODO: Implement the affine forward pass. Store the result in out. You # # will need to reshape the input into rows. # ############################################################################# pass x_matrix = x.reshape((x.shape[0], np.prod(x.shape[1:]))) out = x_matrix.dot(w) + b ############################################################################# # END OF YOUR CODE # ############################################################################# cache = (x, w, b) return out, cache def affine_backward(dout, cache): """ Computes the backward pass for an affine layer. Inputs: - dout: Upstream derivative, of shape (N, M) - cache: Tuple of: - x: Input data, of shape (N, d_1, ... d_k) - w: Weights, of shape (D, M) Returns a tuple of: - dx: Gradient with respect to x, of shape (N, d1, ..., d_k) - dw: Gradient with respect to w, of shape (D, M) - db: Gradient with respect to b, of shape (M,) """ x, w, b = cache dx, dw, db = None, None, None ############################################################################# # TODO: Implement the affine backward pass. # ############################################################################# pass N = dout.shape[0] x_matrix = x.reshape((x.shape[0], np.prod(x.shape[1:]))) dx = dout.dot(w.T) dx = dx.reshape(x.shape) dw = x_matrix.T.dot(dout) db = dout.sum(0) # dw /= N # db /= N ############################################################################# # END OF YOUR CODE # ############################################################################# return dx, dw, db def relu_forward(x): """ Computes the forward pass for a layer of rectified linear units (ReLUs). Input: - x: Inputs, of any shape Returns a tuple of: - out: Output, of the same shape as x - cache: x """ out = None ############################################################################# # TODO: Implement the ReLU forward pass. # ############################################################################# pass out = np.maximum(x, 0) ############################################################################# # END OF YOUR CODE # ############################################################################# cache = x return out, cache def relu_backward(dout, cache): """ Computes the backward pass for a layer of rectified linear units (ReLUs). Input: - dout: Upstream derivatives, of any shape - cache: Input x, of same shape as dout Returns: - dx: Gradient with respect to x """ dx, x = None, cache ############################################################################# # TODO: Implement the ReLU backward pass. # ############################################################################# pass dx = dout * (x > 0) ############################################################################# # END OF YOUR CODE # ############################################################################# return dx def batchnorm_forward(x, gamma, beta, bn_param): """ Forward pass for batch normalization. During training the sample mean and (uncorrected) sample variance are computed from minibatch statistics and used to normalize the incoming data. During training we also keep an exponentially decaying running mean of the mean and variance of each feature, and these averages are used to normalize data at test-time. At each timestep we update the running averages for mean and variance using an exponential decay based on the momentum parameter: running_mean = momentum * running_mean + (1 - momentum) * sample_mean running_var = momentum * running_var + (1 - momentum) * sample_var Note that the batch normalization paper suggests a different test-time behavior: they compute sample mean and variance for each feature using a large number of training images rather than using a running average. For this implementation we have chosen to use running averages instead since they do not require an additional estimation step; the torch7 implementation of batch normalization also uses running averages. Input: - x: Data of shape (N, D) - gamma: Scale parameter of shape (D,) - beta: Shift parameter of shape (D,) - bn_param: Dictionary with the following keys: - mode: 'train' or 'test'; required - eps: Constant for numeric stability - momentum: Constant for running mean / variance. - running_mean: Array of shape (D,) giving running mean of features - running_var Array of shape (D,) giving running variance of features Returns a tuple of: - out: of shape (N, D) - cache: A tuple of values needed in the backward pass """ mode = bn_param['mode'] eps = bn_param.get('eps', 1e-5) momentum = bn_param.get('momentum', 0.9) N, D = x.shape running_mean = bn_param.get('running_mean', np.zeros(D, dtype=x.dtype)) running_var = bn_param.get('running_var', np.zeros(D, dtype=x.dtype)) out, cache = None, None if mode == 'train': ############################################################################# # TODO: Implement the training-time forward pass for batch normalization. # # Use minibatch statistics to compute the mean and variance, use these # # statistics to normalize the incoming data, and scale and shift the # # normalized data using gamma and beta. # # # # You should store the output in the variable out. Any intermediates that # # you need for the backward pass should be stored in the cache variable. # # # # You should also use your computed sample mean and variance together with # # the momentum variable to update the running mean and running variance, # # storing your result in the running_mean and running_var variables. # ############################################################################# pass sample_mean = x.mean(0) sample_var = x.var(0) running_mean = momentum * running_mean + (1 - momentum) * sample_mean running_var = momentum * running_var + (1 - momentum) * sample_var x_tilted = (x - sample_mean)/np.sqrt(sample_var + eps) out = gamma * x_tilted + beta cache = {'x': x, 'x_tilted': x_tilted, 'gamma': gamma, 'beta': beta, 'sample_mean': sample_mean, 'sample_var': sample_var, 'eps': eps} ############################################################################# # END OF YOUR CODE # ############################################################################# elif mode == 'test': ############################################################################# # TODO: Implement the test-time forward pass for batch normalization. Use # # the running mean and variance to normalize the incoming data, then scale # # and shift the normalized data using gamma and beta. Store the result in # # the out variable. # ############################################################################# pass x_tilted = (x - running_mean)/np.sqrt(running_var + eps) out = gamma * x_tilted + beta ############################################################################# # END OF YOUR CODE # ############################################################################# else: raise ValueError('Invalid forward batchnorm mode "%s"' % mode) # Store the updated running means back into bn_param bn_param['running_mean'] = running_mean bn_param['running_var'] = running_var return out, cache def batchnorm_backward(dout, cache): """ Backward pass for batch normalization. For this implementation, you should write out a computation graph for batch normalization on paper and propagate gradients backward through intermediate nodes. Inputs: - dout: Upstream derivatives, of shape (N, D) - cache: Variable of intermediates from batchnorm_forward. Returns a tuple of: - dx: Gradient with respect to inputs x, of shape (N, D) - dgamma: Gradient with respect to scale parameter gamma, of shape (D,) - dbeta: Gradient with respect to shift parameter beta, of shape (D,) """ dx, dgamma, dbeta = None, None, None ############################################################################# # TODO: Implement the backward pass for batch normalization. Store the # # results in the dx, dgamma, and dbeta variables. # ############################################################################# pass gamma = cache['gamma'] x = cache['x'] mu_B = cache['sample_mean'] var_B = cache['sample_var'] eps = cache['eps'] N = x.shape[0] dx1 = dout dbeta = dout.sum(0) dx_tilted = gamma * dx1 dgamma = (dx1 * cache['x_tilted']).sum(0) x2 = x - mu_B x5 = var_B + eps x4 = np.sqrt(x5) x3 = 1.0 / x4 # x_tilted left branch dx2 = x3 * dx_tilted dx = dx2 dmu_B = -dx2.sum(0) # x_tilted right branch dx3 = (x2 * dx_tilted).sum(0) dx4 = -dx3 / x4 ** 2 dx5 = dx4 / (2 * np.sqrt(x5)) dvar_B = dx5 deps = dx5.sum() # last, consider dmu, dvar influence on dx dx += dmu_B / N dx += 2 * (x - mu_B) * dvar_B / N ############################################################################# # END OF YOUR CODE # ############################################################################# return dx, dgamma, dbeta def batchnorm_backward_alt(dout, cache): """ Alternative backward pass for batch normalization. For this implementation you should work out the derivatives for the batch normalizaton backward pass on paper and simplify as much as possible. You should be able to derive a simple expression for the backward pass. Note: This implementation should expect to receive the same cache variable as batchnorm_backward, but might not use all of the values in the cache. Inputs / outputs: Same as batchnorm_backward """ dx, dgamma, dbeta = None, None, None ############################################################################# # TODO: Implement the backward pass for batch normalization. Store the # # results in the dx, dgamma, and dbeta variables. # # # # After computing the gradient with respect to the centered inputs, you # # should be able to compute gradients with respect to the inputs in a # # single statement; our implementation fits on a single 80-character line. # ############################################################################# pass gamma = cache['gamma'] x = cache['x'] mu_B = cache['sample_mean'] var_B = cache['sample_var'] eps = cache['eps'] N = x.shape[0] dx_tilted = dout * gamma dvar_B = -(dx_tilted * (x - mu_B)).sum(0) * (var_B + eps) ** -1.5 / 2.0 dmu_B = -dx_tilted.sum(0) / np.sqrt(var_B + eps) # - 2 * dvar_B * (x - mu_B).sum(0) / N dx = dx_tilted / np.sqrt(var_B + eps) + dmu_B / N + dvar_B * 2 * (x - mu_B) / N dgamma = (dout * cache['x_tilted']).sum(0) dbeta = dout.sum(0) # from IPython.core.debugger import Tracer # Tracer()() ############################################################################# # END OF YOUR CODE # ############################################################################# return dx, dgamma, dbeta def dropout_forward(x, dropout_param): """ Performs the forward pass for (inverted) dropout. Inputs: - x: Input data, of any shape - dropout_param: A dictionary with the following keys: - p: Dropout parameter. We drop each neuron output with probability p. - mode: 'test' or 'train'. If the mode is train, then perform dropout; if the mode is test, then just return the input. - seed: Seed for the random number generator. Passing seed makes this function deterministic, which is needed for gradient checking but not in real networks. Outputs: - out: Array of the same shape as x. - cache: A tuple (dropout_param, mask). In training mode, mask is the dropout mask that was used to multiply the input; in test mode, mask is None. """ p, mode = dropout_param['p'], dropout_param['mode'] if 'seed' in dropout_param: np.random.seed(dropout_param['seed']) mask = None out = None if mode == 'train': ########################################################################### # TODO: Implement the training phase forward pass for inverted dropout. # # Store the dropout mask in the mask variable. # ########################################################################### pass mask = (np.random.rand(*x.shape) < p) / p out = x * mask ########################################################################### # END OF YOUR CODE # ########################################################################### elif mode == 'test': ########################################################################### # TODO: Implement the test phase forward pass for inverted dropout. # ########################################################################### pass out = x ########################################################################### # END OF YOUR CODE # ########################################################################### cache = (dropout_param, mask) out = out.astype(x.dtype, copy=False) return out, cache def dropout_backward(dout, cache): """ Perform the backward pass for (inverted) dropout. Inputs: - dout: Upstream derivatives, of any shape - cache: (dropout_param, mask) from dropout_forward. """ dropout_param, mask = cache mode = dropout_param['mode'] dx = None if mode == 'train': ########################################################################### # TODO: Implement the training phase backward pass for inverted dropout. # ########################################################################### pass dx = dout * mask ########################################################################### # END OF YOUR CODE # ########################################################################### elif mode == 'test': dx = dout return dx def conv_forward_naive(x, w, b, conv_param): """ A naive implementation of the forward pass for a convolutional layer. The input consists of N data points, each with C channels, height H and width W. We convolve each input with F different filters, where each filter spans all C channels and has height HH and width WW. Input: - x: Input data of shape (N, C, H, W) - w: Filter weights of shape (F, C, HH, WW) - b: Biases, of shape (F,) - conv_param: A dictionary with the following keys: - 'stride': The number of pixels between adjacent receptive fields in the horizontal and vertical directions. - 'pad': The number of pixels that will be used to zero-pad the input. Returns a tuple of: - out: Output data, of shape (N, F, H', W') where H' and W' are given by H' = 1 + (H + 2 * pad - HH) / stride W' = 1 + (W + 2 * pad - WW) / stride - cache: (x, w, b, conv_param) """ out = None ############################################################################# # TODO: Implement the convolutional forward pass. # # Hint: you can use the function np.pad for padding. # ############################################################################# pass N, C, H, W = x.shape F, _, HH, WW = w.shape stride = conv_param['stride'] pad = conv_param['pad'] H_prime = 1 + (H + 2 * pad - HH) / stride W_prime = 1 + (W + 2 * pad - WW) / stride out = np.zeros((N, F, H_prime, W_prime)) for n in xrange(N): x_n = np.pad(x[n], ((0,), (pad,), (pad,)), 'constant') # (C, H+pad, W+pad) for i in xrange(H_prime): h_start = i * stride for j in xrange(W_prime): w_start = j * stride for f in xrange(F): out[n, f, i, j] = (x_n[:, h_start:h_start + HH, w_start:w_start + WW] * w[f]).sum() + b[f] ############################################################################# # END OF YOUR CODE # ############################################################################# cache = (x, w, b, conv_param) return out, cache def conv_backward_naive(dout, cache): """ A naive implementation of the backward pass for a convolutional layer. Inputs: - dout: Upstream derivatives. - cache: A tuple of (x, w, b, conv_param) as in conv_forward_naive Returns a tuple of: - dx: Gradient with respect to x - dw: Gradient with respect to w - db: Gradient with respect to b """ dx, dw, db = None, None, None ############################################################################# # TODO: Implement the convolutional backward pass. # ############################################################################# pass (x, w, b, conv_param) = cache N, C, H, W = x.shape F, _, HH, WW = w.shape dw, db = np.zeros_like(w), np.zeros_like(b) stride = conv_param['stride'] pad = conv_param['pad'] dx = np.zeros((N, C, H + 2 * pad, W + 2 * pad)) H_prime = 1 + (H + 2 * pad - HH) / stride W_prime = 1 + (W + 2 * pad - WW) / stride for n in xrange(N): x_n = np.pad(x[n], ((0,), (pad,), (pad,)), 'constant') # (C, H+pad, W+pad) for i in xrange(H_prime): h_start = i * stride for j in xrange(W_prime): w_start = j * stride for f in xrange(F): dx[n, :, h_start:h_start + HH, w_start:w_start + WW] += w[f] * dout[n, f, i, j] dw[f] += x_n[:, h_start:h_start + HH, w_start:w_start + WW] * dout[n, f, i, j] db = dout.sum((0, 2, 3)) dx = dx[:, :, pad:-pad, pad:-pad] ############################################################################# # END OF YOUR CODE # ############################################################################# return dx, dw, db def max_pool_forward_naive(x, pool_param): """ A naive implementation of the forward pass for a max pooling layer. Inputs: - x: Input data, of shape (N, C, H, W) - pool_param: dictionary with the following keys: - 'pool_height': The height of each pooling region - 'pool_width': The width of each pooling region - 'stride': The distance between adjacent pooling regions Returns a tuple of: - out: Output data - cache: (x, pool_param) """ out = None ############################################################################# # TODO: Implement the max pooling forward pass # ############################################################################# pass N, C, H, W = x.shape HH, WW, stride = pool_param['pool_height'], pool_param['pool_width'], pool_param['stride'] H_prime = (H - HH)/stride + 1 W_prime = (W - WW)/stride + 1 out = np.zeros((N, C, H_prime, W_prime)) for i in xrange(H_prime): h_start = i * stride for j in xrange(W_prime): w_start = j * stride out[:, :, i, j] = x[:, :, h_start:h_start + HH, w_start:w_start + WW].max((2, 3)) ############################################################################# # END OF YOUR CODE # ############################################################################# cache = (x, pool_param) return out, cache def max_pool_backward_naive(dout, cache): """ A naive implementation of the backward pass for a max pooling layer. Inputs: - dout: Upstream derivatives - cache: A tuple of (x, pool_param) as in the forward pass. Returns: - dx: Gradient with respect to x """ dx = None ############################################################################# # TODO: Implement the max pooling backward pass # ############################################################################# pass (x, pool_param) = cache N, C, H, W = x.shape HH, WW, stride = pool_param['pool_height'], pool_param['pool_width'], pool_param['stride'] H_prime = (H - HH)/stride + 1 W_prime = (W - WW)/stride + 1 dx = np.zeros_like(x) for n in xrange(N): for c in xrange(C): for i in xrange(H_prime): h_start = i * stride for j in xrange(W_prime): w_start = j * stride local_x = x[n, c, h_start:h_start + HH, w_start:w_start + WW] h, w = np.unravel_index(local_x.argmax(), (HH, WW)) dx[n, c, h_start + h, w_start + w] += dout[n, c, i, j] ############################################################################# # END OF YOUR CODE # ############################################################################# return dx def spatial_batchnorm_forward(x, gamma, beta, bn_param): """ Computes the forward pass for spatial batch normalization. Inputs: - x: Input data of shape (N, C, H, W) - gamma: Scale parameter, of shape (C,) - beta: Shift parameter, of shape (C,) - bn_param: Dictionary with the following keys: - mode: 'train' or 'test'; required - eps: Constant for numeric stability - momentum: Constant for running mean / variance. momentum=0 means that old information is discarded completely at every time step, while momentum=1 means that new information is never incorporated. The default of momentum=0.9 should work well in most situations. - running_mean: Array of shape (D,) giving running mean of features - running_var Array of shape (D,) giving running variance of features Returns a tuple of: - out: Output data, of shape (N, C, H, W) - cache: Values needed for the backward pass """ out, cache = None, None ############################################################################# # TODO: Implement the forward pass for spatial batch normalization. # # # # HINT: You can implement spatial batch normalization using the vanilla # # version of batch normalization defined above. Your implementation should # # be very short; ours is less than five lines. # ############################################################################# pass N, C, H, W = x.shape out = np.zeros((C, N, H * W)) cache = [] for c in xrange(C): out[c], cache_c = batchnorm_forward(x[:, c].reshape((N, H * W)), gamma[c], beta[c], bn_param) cache.append(cache_c) out = np.swapaxes(out.reshape((C, N, H, W)), 0, 1) ############################################################################# # END OF YOUR CODE # ############################################################################# return out, cache def spatial_batchnorm_backward(dout, cache): """ Computes the backward pass for spatial batch normalization. Inputs: - dout: Upstream derivatives, of shape (N, C, H, W) - cache: Values from the forward pass Returns a tuple of: - dx: Gradient with respect to inputs, of shape (N, C, H, W) - dgamma: Gradient with respect to scale parameter, of shape (C,) - dbeta: Gradient with respect to shift parameter, of shape (C,) """ dx, dgamma, dbeta = None, None, None ############################################################################# # TODO: Implement the backward pass for spatial batch normalization. # # # # HINT: You can implement spatial batch normalization using the vanilla # # version of batch normalization defined above. Your implementation should # # be very short; ours is less than five lines. # ############################################################################# pass N, C, H, W = dout.shape dx = np.zeros((N, C, H * W)) dgamma = np.zeros((C, H * W)) dbeta = np.zeros((C, H * W)) for c in xrange(C): dx[:, c], dgamma[c], dbeta[c] = batchnorm_backward_alt(dout[:, c].reshape((N, H * W)), cache[c]) dx = dx.reshape((N, C, H, W)) dgamma = dgamma.sum(1) dbeta = dbeta.sum(1) ############################################################################# # END OF YOUR CODE # ############################################################################# return dx, dgamma, dbeta def svm_loss(x, y): """ Computes the loss and gradient using for multiclass SVM classification. Inputs: - x: Input data, of shape (N, C) where x[i, j] is the score for the jth class for the ith input. - y: Vector of labels, of shape (N,) where y[i] is the label for x[i] and 0 <= y[i] < C Returns a tuple of: - loss: Scalar giving the loss - dx: Gradient of the loss with respect to x """ N = x.shape[0] correct_class_scores = x[np.arange(N), y] margins = np.maximum(0, x - correct_class_scores[:, np.newaxis] + 1.0) margins[np.arange(N), y] = 0 loss = np.sum(margins) / N num_pos = np.sum(margins > 0, axis=1) dx = np.zeros_like(x) dx[margins > 0] = 1 dx[np.arange(N), y] -= num_pos dx /= N return loss, dx def softmax_loss(x, y): """ Computes the loss and gradient for softmax classification. Inputs: - x: Input data, of shape (N, C) where x[i, j] is the score for the jth class for the ith input. - y: Vector of labels, of shape (N,) where y[i] is the label for x[i] and 0 <= y[i] < C Returns a tuple of: - loss: Scalar giving the loss - dx: Gradient of the loss with respect to x """ probs = np.exp(x - np.max(x, axis=1, keepdims=True)) probs /= np.sum(probs, axis=1, keepdims=True) N = x.shape[0] loss = -np.sum(np.log(probs[np.arange(N), y])) / N dx = probs.copy() dx[np.arange(N), y] -= 1 dx /= N # I did not do this step in assignment 1, but it should have been done return loss, dx
hanezu/cs231n-assignment
assignment2/cs231n/layers.py
Python
mit
27,957
[ "NEURON" ]
2888afcf0e9d3098aa92bce602bd655db3c14dac356173048c1586ed41480eeb
# -*- coding: utf-8 -*- # Copyright JS Foundation and other contributors, https://js.foundation/ # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # * Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # * Redistributions in binary form must reproduce the above copyright # notice, this list of conditions and the following disclaimer in the # documentation and/or other materials provided with the distribution. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" # AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE # IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE # ARE DISCLAIMED. IN NO EVENT SHALL <COPYRIGHT HOLDER> BE LIABLE FOR ANY # DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES # (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; # LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND # ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT # (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF # THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. from __future__ import unicode_literals from .nodes import Node class NodeVisitor(object): """ A node visitor base class that walks the abstract syntax tree and calls a visitor function for every node found. This function may return a value which is forwarded by the `visit` method. This class is meant to be subclassed, with the subclass adding visitor methods. Per default the visitor functions for the nodes are ``'visit_'`` + class name of the node. So a `Module` node visit function would be `visit_Module`. This behavior can be changed by overriding the `visit` method. If no visitor function exists for a node (return value `None`) the `generic_visit` visitor is used instead. """ def __call__(self, node, metadata): return self.transform(node, metadata) def transform(self, node, metadata): """Transform a node.""" if isinstance(node, Node): method = 'transform_' + node.__class__.__name__ transformer = getattr(self, method, self.generic_transform) new_node = transformer(node, metadata) if new_node is not None: node = new_node return node def generic_transform(self, node, metadata): """Called if no explicit transform function exists for a node.""" return node def visit(self, node): """Visit a node.""" if isinstance(node, Node): method = 'visit_' + node.__class__.__name__ visitor = getattr(self, method, self.generic_visit) new_node = visitor(node) if new_node is not None: node = new_node return node def generic_visit(self, node): """Called if no explicit visitor function exists for a node.""" for field, value in list(node.__dict__.items()): if not field.startswith('_'): if isinstance(value, list): for i, item in enumerate(value): new_item = self.visit(item) if new_item is not None and item is not new_item: value[i] = new_item else: new_value = self.visit(value) if new_value is not None and value is not new_value: node.__dict__[field] = new_value return node
mp-coder/translate-dev-tools
esprima/visitor.py
Python
mit
3,761
[ "VisIt" ]
1c1de72ffc6346f98883cd2a63aaa64d1acb70ec085a8bf9bbef25acfe7b69c4
#!/usr/bin/env python # # denss.align_by_principal_axes.py # A tool for aligning an electron density map to another electron density # map based only on alignment of principal axes (no minimization). # # Part of DENSS # DENSS: DENsity from Solution Scattering # A tool for calculating an electron density map from solution scattering data # # Tested using Anaconda / Python 2.7 # # Authors: Thomas D. Grant, Nhan D. Nguyen # Email: <tgrant@hwi.buffalo.edu>, <ndnguyen20@wabash.edu> # Copyright 2018 The Research Foundation for SUNY # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 3 of the License, or # (at your option) any later version. # # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program. If not, see <http://www.gnu.org/licenses/>. # from __future__ import print_function import os, sys, logging import numpy as np import argparse from saxstats._version import __version__ import saxstats.saxstats as saxs parser = argparse.ArgumentParser(description="A tool for aligning an electron density map to another electron density map based only on alignment of principal axes (no minimization).", formatter_class=argparse.RawTextHelpFormatter) parser.add_argument("--version", action="version",version="%(prog)s v{version}".format(version=__version__)) parser.add_argument("-f", "--file", type=str, help="MRC file for alignment to reference principal axes.") parser.add_argument("-ref", "--ref", default = None, type=str, help="Reference (.mrc or .pdb file (map will be calculated from PDB))") parser.add_argument("-o", "--output", default = None, type=str, help="output filename prefix") parser.add_argument("-c_on", "--center_on", dest="center", action="store_true", help="Center PDB reference (default).") parser.add_argument("-c_off", "--center_off", dest="center", action="store_false", help="Do not center PDB reference.") parser.add_argument("-r", "--resolution", default=15.0, type=float, help="Desired resolution (i.e. Gaussian width sigma) of map calculated from PDB file.") parser.set_defaults(center = True) args = parser.parse_args() if __name__ == "__main__": if args.output is None: fname_nopath = os.path.basename(args.file) basename, ext = os.path.splitext(fname_nopath) output = basename+"_alignedbyPA" else: output = args.output logging.basicConfig(filename=output+'.log',level=logging.INFO,filemode='w', format='%(asctime)s %(message)s', datefmt='%Y-%m-%d %I:%M:%S %p') logging.info('BEGIN') logging.info('Command: %s', ' '.join(sys.argv)) #logging.info('Script name: %s', sys.argv[0]) logging.info('DENSS Version: %s', __version__) logging.info('Map filename(s): %s', args.file) logging.info('Reference filename: %s', args.ref) rho, side = saxs.read_mrc(args.file) if args.ref is None: print("Need reference file (.mrc or .pdb)") sys.exit(1) else: if args.ref.endswith('.pdb'): logging.info('Center PDB reference: %s', args.center) logging.info('PDB reference map resolution: %.2f', args.resolution) reffname_nopath = os.path.basename(args.ref) refbasename, refext = os.path.splitext(reffname_nopath) refoutput = refbasename+"_centered.pdb" refside = side voxel = (refside/movrho.shape)[0] halfside = refside/2 n = int(refside/voxel) dx = refside/n x_ = np.linspace(-halfside,halfside,n) x,y,z = np.meshgrid(x_,x_,x_,indexing='ij') xyz = np.column_stack((x.ravel(),y.ravel(),z.ravel())) pdb = saxs.PDB(args.ref) if args.center: pdb.coords -= pdb.coords.mean(axis=0) pdb.write(filename=refoutput) #use the new fastgauss function #refrho = saxs.pdb2map_gauss(pdb,xyz=xyz,sigma=args.resolution) refrho = saxs.pdb2map_fastgauss(pdb,x=x,y=y,z=z,sigma=args.resolution,r=args.resolution*2) refrho = refrho*np.sum(movrho)/np.sum(refrho) saxs.write_mrc(refrho,side,filename=refbasename+'_pdb.mrc') if args.ref.endswith('.mrc'): refrho, refside = saxs.read_mrc(args.ref) if (not args.ref.endswith('.mrc')) and (not args.ref.endswith('.pdb')): print("Invalid reference filename given. .mrc or .pdb file required") sys.exit(1) aligned = saxs.principal_axis_alignment(refrho,rho) saxs.write_mrc(aligned, side, output+'.mrc') print("%s.mrc written. " % (output,)) logging.info('END')
tdgrant1/denss
bin/denss.align_by_principal_axes.py
Python
gpl-3.0
5,070
[ "Gaussian" ]
1e7a5cc6892568a505a319764b00e7b214654bdc78f5b253c19347f8f46c92d1
# copyright 2003-2010 LOGILAB S.A. (Paris, FRANCE), all rights reserved. # contact http://www.logilab.fr/ -- mailto:contact@logilab.fr # # This file is part of logilab-common. # # logilab-common is free software: you can redistribute it and/or modify it under # the terms of the GNU Lesser General Public License as published by the Free # Software Foundation, either version 2.1 of the License, or (at your option) any # later version. # # logilab-common is distributed in the hope that it will be useful, but WITHOUT # ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS # FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License for more # details. # # You should have received a copy of the GNU Lesser General Public License along # with logilab-common. If not, see <http://www.gnu.org/licenses/>. """A generic visitor abstract implementation. """ __docformat__ = "restructuredtext en" def no_filter(_): return 1 # Iterators ################################################################### class FilteredIterator(object): def __init__(self, node, list_func, filter_func=None): self._next = [(node, 0)] if filter_func is None: filter_func = no_filter self._list = list_func(node, filter_func) def next(self): try: return self._list.pop(0) except : return None # Base Visitor ################################################################ class Visitor(object): def __init__(self, iterator_class, filter_func=None): self._iter_class = iterator_class self.filter = filter_func def visit(self, node, *args, **kargs): """ launch the visit on a given node call 'open_visit' before the beginning of the visit, with extra args given when all nodes have been visited, call the 'close_visit' method """ self.open_visit(node, *args, **kargs) return self.close_visit(self._visit(node)) def _visit(self, node): iterator = self._get_iterator(node) n = iterator.next() while n: result = n.accept(self) n = iterator.next() return result def _get_iterator(self, node): return self._iter_class(node, self.filter) def open_visit(self, *args, **kargs): """ method called at the beginning of the visit """ pass def close_visit(self, result): """ method called at the end of the visit """ return result # standard visited mixin ###################################################### class VisitedMixIn(object): """ Visited interface allow node visitors to use the node """ def get_visit_name(self): """ return the visit name for the mixed class. When calling 'accept', the method <'visit_' + name returned by this method> will be called on the visitor """ try: return self.TYPE.replace('-', '_') except: return self.__class__.__name__.lower() def accept(self, visitor, *args, **kwargs): func = getattr(visitor, 'visit_%s' % self.get_visit_name()) return func(self, *args, **kwargs) def leave(self, visitor, *args, **kwargs): func = getattr(visitor, 'leave_%s' % self.get_visit_name()) return func(self, *args, **kwargs)
dbbhattacharya/kitsune
vendor/packages/logilab-common/visitor.py
Python
bsd-3-clause
3,421
[ "VisIt" ]
e24208c208f4c36ac94a6f47252a2f71f020f7a45254f5b7bf40eb14f6e6abc7
#!/usr/bin/env python __author__ = 'waroquiers' import unittest import os from pymatgen.analysis.chemenv.coordination_environments.coordination_geometry_finder import LocalGeometryFinder from pymatgen.analysis.chemenv.coordination_environments.coordination_geometries import AllCoordinationGeometries # from pymatgen.analysis.chemenv.coordination_environments.chemenv_strategies import SimplestChemenvStrategy # from pymatgen.analysis.chemenv.coordination_environments.chemenv_strategies import SimpleAbundanceChemenvStrategy # from pymatgen.core.structure import Structure json_files_dir = os.path.join(os.path.dirname(__file__), "..", "..", "..", "..", "..", 'test_files', "chemenv", "json_test_files") class CoordinationGeometryFinderTest(unittest.TestCase): def setUp(self): self.lgf = LocalGeometryFinder() self.lgf.setup_parameters(centering_type='standard', structure_refinement=self.lgf.STRUCTURE_REFINEMENT_NONE) # self.strategies = [SimplestChemenvStrategy(), SimpleAbundanceChemenvStrategy()] # # def _strategy_test(self, strategy): # files = [] # for (dirpath, dirnames, filenames) in os.walk(json_files_dir): # files.extend(filenames) # break # # for ifile, json_file in enumerate(files): # with self.subTest(json_file=json_file): # f = open("{}/{}".format(json_files_dir, json_file), 'r') # dd = json.load(f) # f.close() # # atom_indices = dd['atom_indices'] # expected_geoms = dd['expected_geoms'] # # struct = Structure.from_dict(dd['structure']) # # struct = self.lgf.setup_structure(struct) # se = self.lgf.compute_structure_environments_detailed_voronoi(only_indices=atom_indices, # maximum_distance_factor=1.5) # # #All strategies should get the correct environment with their default parameters # strategy.set_structure_environments(se) # for ienv, isite in enumerate(atom_indices): # ce = strategy.get_site_coordination_environment(struct[isite]) # try: # coord_env = ce[0] # except TypeError: # coord_env = ce # #Check that the environment found is the expected one # self.assertEqual(coord_env, expected_geoms[ienv]) # # def test_simplest_chemenv_strategy(self): # strategy = SimplestChemenvStrategy() # self._strategy_test(strategy) # # def test_simple_abundance_chemenv_strategy(self): # strategy = SimpleAbundanceChemenvStrategy() # self._strategy_test(strategy) def test_perfect_environments(self): allcg = AllCoordinationGeometries() indices_CN = {1: [0], 2: [1, 0], 3: [1, 0, 2], 4: [2, 0, 3, 1], 5: [2, 3, 1, 0, 4], 6: [0, 2, 3, 1, 5, 4], 7: [2, 6, 0, 3, 4, 5, 1], 8: [1, 2, 6, 3, 7, 0, 4, 5], 9: [5, 2, 6, 0, 4, 7, 3, 8, 1], 10: [8, 5, 6, 3, 0, 7, 2, 4, 9, 1], 11: [7, 6, 4, 1, 2, 5, 0, 8, 9, 10, 3], 12: [5, 8, 9, 0, 3, 1, 4, 2, 6, 11, 10, 7], 13: [4, 11, 5, 12, 1, 2, 8, 3, 0, 6, 9, 7, 10], } for coordination in range(1, 14): for mp_symbol in allcg.get_implemented_geometries(coordination=coordination, returned='mp_symbol'): cg = allcg.get_geometry_from_mp_symbol(mp_symbol=mp_symbol) self.lgf.allcg = AllCoordinationGeometries(only_symbols=[mp_symbol]) self.lgf.setup_test_perfect_environment(mp_symbol, randomness=False, indices=indices_CN[coordination], random_translation='NONE', random_rotation='NONE', random_scale='NONE') se = self.lgf.compute_structure_environments(only_indices=[0], maximum_distance_factor=1.01*cg.distfactor_max, min_cn=cg.coordination_number, max_cn=cg.coordination_number, only_symbols=[mp_symbol] ) self.assertAlmostEqual(se.get_csm(0, mp_symbol)['symmetry_measure'], 0.0, delta=1e-8, msg='Failed to get perfect environment with mp_symbol {}'.format(mp_symbol)) if __name__ == "__main__": unittest.main()
xhqu1981/pymatgen
pymatgen/analysis/chemenv/coordination_environments/tests/test_coordination_geometry_finder.py
Python
mit
5,197
[ "pymatgen" ]
ed88fa8488d0d1b0995947bf33a8d91a0b533cdd302a8d289c5e8929deba3f94
# Copyright 2016-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"). You # may not use this file except in compliance with the License. A copy of # the License is located at # # http://aws.amazon.com/apache2.0/ # # # or in the "license" file accompanying this file. This file is # distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF # ANY KIND, either express or implied. See the License for the specific # language governing permissions and limitations under the License. """ Main module. Functions: None Classes: Main: Main, runnable driver for ec2rl Exceptions: MainError: base error class for this module MainPrediagnosticFailure: raised when a prediagnostic check fails MainFileCopyError: raised when a file copy fails MainFileRemovalError: raised when removal of a file fails MainInvalidVolumeSpecificationError: raised when an invalid volume ID or Linux block device is specified MainDirectoryError: raised when a directory modification or creation fails MainMissingRequiredArgument: raised when a subcommand is missing a required argument MainVersionCheckTimeout: raised when a timeout occurs when trying to reach the VERSION S3 endpoint """ from __future__ import print_function import datetime import errno import os import platform import re import shutil import sys import logging import ec2rlcore import ec2rlcore.console_out import ec2rlcore.constraint import ec2rlcore.logutil import ec2rlcore.module import ec2rlcore.moduledir import ec2rlcore.options import ec2rlcore.paralleldiagnostics import ec2rlcore.prediag import ec2rlcore.programversion import ec2rlcore.s3upload import requests import yaml class Main(object): """ Main, runnable driver for ec2rl. Attribute: logger (Logger): logger object used to capture the different levels of logging message console (Logger): logger object accessible via LogUtil.get_direct_console_logger() to output messages to stdout directories (dict): contains all the various directory paths used by ec2rl constraint (Constraint): dict-like object containing the constraint key:value pairs _modules (ModuleDir): list-like object of the run modules _prediags (ModuleDir): list-like object of the prediagnostic modules _postdiags (ModuleDir): list-like object of the postdiagnostic modules subcommand (str): subcommand to be executed (e.g. run, list) options (Options): dict-like object of parsed command line arguments Methods: full_init: complete the lazy load of the modules _setup_write_paths: create the directory structure necessary for ec2rl to run _setup_environ: set environment variables to be passed to the modules module: returns _modules, finishing the lazy load as needed prediags returns _prediags, finishing the lazy load as needed postdiag: returns _postdiags, finishing the lazy load as needed get_help: returns the help message string for the given subcommand list: print the list of available, applicable modules the user can run help: print the help message for ec2rl or the specified items given in the args save_config: use the provided arguments to create a ConfigParser configuration file, configuration.cfg with all the module constraint:value pairs menu_config: use a menu system to create a ConfigParser configuration file, configuration.cfg __call__: run the subcommand calling getattr version: display the version and licensing information version_check: compares PROGRAM_VERSION against the upstream version and returns True if an update is available software_check: check for software that is required by modules but not installed bug_report: display version information relevant for inclusion in a bug report upload: upload a tarball of a directory to S3 using either a presigned URL or an AWS-support provided URL run: run one or more modules _run_prunemodules: determines whether each module should be run and removes modules that should not be run from the list of modules that will be run _run_backup: creates a backup of the type appropriate to the parsed arguments _run_prediagnostics: runs the prediagnostic modules _run_diagmodules_parallel: runs the diagnostic modules in parallel _run_postdiagnostics: runs the postdiagnostic modules _summary: prints summary statistics of the diagnostic execution as well as other related messages """ # Implemented subcommands subcommands = sorted(["run", "list", "help", "menu-config", "save-config", "upload", "version", "version-check", "software-check", "bug-report"]) # Implemented meta options (long args) __meta_options = ["--config-file", "--url", "--upload-directory"] # Version number PROGRAM_VERSION = ec2rlcore.programversion.ProgramVersion("1.1.5") VERSION_ENDPOINT = "https://s3.amazonaws.com/ec2rescuelinux/VERSION" def __init__(self, debug=False, full_init=False): """Perform minimal configuration of the object.""" self._write_initialized = False self._full_initialized = False # Empty initialization for heavier code paths which will be lazy executed when needed self._modules = None # type: ec2rlcore.moduledir.ModuleDir self._prediags = None # type: ec2rlcore.moduledir.ModuleDir self._postdiags = None # type: ec2rlcore.moduledir.ModuleDir self._modules_need_init = True self._prediags_need_init = True self._postdiags_need_init = True self.pruned_modules = list() self.prune_stats = dict() self.directories = dict() self.logger = ec2rlcore.logutil.LogUtil.get_root_logger() self.console = ec2rlcore.logutil.LogUtil.set_direct_console_logger(logging.INFO) # Parse the commandline options and set the subcommand to be run, if it was specified as an argument self.options = ec2rlcore.options.Options(subcommands=Main.subcommands) # if called with relative paths, build absolute path off current-working directory _callp = sys.argv[0] if not os.path.isabs(_callp): _callp = os.path.abspath(_callp) # The modules directory neighbors the executable # (but the CWD/PWD will change, so we need a fully-specified path) self.directories["CALLPATH"] = os.path.split(_callp)[0] self.directories["LIBDIR"] = os.path.join(self.directories["CALLPATH"], "lib") self.directories["WORKDIR"] = self._get_workdir(self.options.global_args) if "--debug" in sys.argv or debug: self.debug = True self.logger.setLevel(logging.DEBUG) self._setup_write_paths() ec2rlcore.logutil.LogUtil.set_debug_log_handler(os.path.join(self.directories["RUNDIR"], "Debug.log")) self.logger.debug("ec2rlcore.Main.__init__()") else: self.debug = False self.logger.setLevel(logging.INFO) # Help is the default subcommand self.subcommand = "default_help" self.constraint = ec2rlcore.constraint.Constraint() # If the user specified a subcommand use that instead of the default. if self.options.subcommand: self.subcommand = self.options.subcommand if full_init: self.full_init() def _get_workdir(self, global_args): if "outputdir" in self.options.global_args and os.path.isdir(self.options.global_args["outputdir"]): return self.options.global_args["outputdir"] else: return "/var/tmp/ec2rl" def full_init(self): """Perform the rest of the init""" # Only full init once! if self._full_initialized: return True self._setup_write_paths() # Configure the main log file ec2rlcore.logutil.LogUtil.set_main_log_handler(os.path.join(self.directories["RUNDIR"], "Main.log")) self.logger.debug("Added main log handler at {}".format(os.path.join(self.directories["RUNDIR"], "Main.log"))) ec2rlcore.logutil.LogUtil.set_console_log_handler(logging.WARNING) self.logger.debug("Console logging for warning+ enabled") self._setup_environ() # Accessing the property will result in it being initialized self.logger.debug("Initialized {} 'prediag' module(s)".format(len(self.prediags))) self.logger.debug("Initialized {} 'run' module(s)".format(len(self.modules))) self.logger.debug("Initialized {} 'postdiag' module(s)".format(len(self.postdiags))) # Create the combined list of constraint:value pairs from all modules for mod in self.modules: self.constraint.update(mod.constraint.with_keys(["domain", "class", "distro", "software", "perfimpact"])) self.logger.debug("my subcommand = {}".format(self.subcommand)) self.logger.debug("my constraints {}".format(self.constraint)) self.logger.debug("my global_args {}".format(self.options.global_args)) self._full_initialized = True def _setup_write_paths(self): """ Create the directory structure necessary for ec2rl to run. Returns: True (bool) """ if self._write_initialized: return True # Each Run gets its own directory to hold output files datetime_str = re.sub(":", "_", datetime.datetime.utcnow().isoformat()) self.directories["RUNDIR"] = os.path.join(self.directories["WORKDIR"], datetime_str) # Store log files in the mod_out directory under RUNDIR self.directories["LOGDIR"] = os.path.join(self.directories["RUNDIR"], "mod_out") # Store gathered output log files in gathered_out directory under RUNDIR self.directories["GATHEREDDIR"] = os.path.join(self.directories["RUNDIR"], "gathered_out") # Getting the datetime_str for compression purposes self.directories["SPECDIR"] = datetime_str # Create working directory if it doesn't exist try: # Ensure the file is read/writeable by all users. # Prevents permission issues when executed by root/sudo then a regular user os.mkdir(self.directories["WORKDIR"]) # chmod is necessary as os.mkdir does not reliably set the permission mode os.chmod(self.directories["WORKDIR"], 0o777) except OSError as err: if err.errno != errno.EEXIST: raise MainDirectoryError(self.directories["WORKDIR"]) # create subdirectory for each tool run try: os.mkdir(self.directories["RUNDIR"], 0o700) except OSError as err: if err.errno != errno.EEXIST: raise MainDirectoryError(self.directories["RUNDIR"]) # create the root subdirectory for the module logs try: os.mkdir(self.directories["LOGDIR"]) except OSError as err: if err.errno != errno.EEXIST: raise MainDirectoryError(self.directories["LOGDIR"]) # Create a subdirectory for each module placement try: os.mkdir("{}/prediagnostic".format(self.directories["LOGDIR"])) except OSError as err: if err.errno != errno.EEXIST: raise MainDirectoryError("{}/prediagnostic".format(self.directories["LOGDIR"])) try: os.mkdir("{}/run".format(self.directories["LOGDIR"])) except OSError as err: if err.errno != errno.EEXIST: raise MainDirectoryError("{}/run".format(self.directories["LOGDIR"])) try: os.mkdir("{}/postdiagnostic".format(self.directories["LOGDIR"])) except OSError as err: if err.errno != errno.EEXIST: raise MainDirectoryError("{}/postdiagnostic".format(self.directories["LOGDIR"])) # create subdirectory for the gathered output logs try: os.mkdir(self.directories["GATHEREDDIR"]) except OSError as err: if err.errno != errno.EEXIST: raise MainDirectoryError(self.directories["GATHEREDDIR"]) self._write_initialized = True return True def _setup_environ(self): """ Set environment variables to be passed to the modules. Returns: True (bool) """ self.logger.debug("ec2rlcore.Main._setup_environ()") # LIBDIR: path to the vendored Python modules # WORKDIR: path to the root directory used for data capture from all executions # RUNDIR: path to the root directory for a particular execution # LOGDIR: directory inside RUNDIR that contains module logs # GATHEREDDIR: directory inside RUNDIR that contains files captured by the modules # SPECDIR: root directory name for a particular execution (date + time) os.environ["EC2RL_LIBDIR"] = self.directories["LIBDIR"] os.environ["EC2RL_WORKDIR"] = self.directories["WORKDIR"] os.environ["EC2RL_RUNDIR"] = self.directories["RUNDIR"] os.environ["EC2RL_LOGDIR"] = self.directories["LOGDIR"] os.environ["EC2RL_GATHEREDDIR"] = self.directories["GATHEREDDIR"] os.environ["EC2RL_SPECDIR"] = self.directories["SPECDIR"] os.environ["EC2RL_CALLPATH"] = self.directories["CALLPATH"] if "perfimpact" in self.options.global_args and self.options.global_args["perfimpact"] == "true": os.environ["EC2RL_PERFIMPACT"] = "True" else: os.environ["EC2RL_PERFIMPACT"] = "False" return True @property def modules(self): """ Finish lazy load of self._modules and setup classes_to_run and domains_to_run, if needed, then return self._modules. Returns: self._modules (ModuleDir): list-like object containing the run modules """ if self._modules_need_init: self._modules = ec2rlcore.moduledir.ModuleDir("{}/mod.d".format(self.directories["CALLPATH"])) self._modules_need_init = False # Check if the user specified particular classes to run with --only-classes= # Default to all classes if not specified if "onlyclasses" in self.options.global_args.keys(): for module_class in self.options.global_args["onlyclasses"].rsplit(","): if module_class and module_class not in self.options.classes_to_run: self.options.classes_to_run.append(module_class) else: self.options.classes_to_run = self.modules.classes # Check if the user specified particular domains to run with --only-domains= # Default to all domains if not specified if "onlydomains" in self.options.global_args.keys(): for module_domain in self.options.global_args["onlydomains"].rsplit(","): if module_domain and module_domain not in self.options.domains_to_run: self.options.domains_to_run.append(module_domain) else: self.options.domains_to_run = self.modules.domains return self._modules @property def prediags(self): """ Finish lazy load of self._prediags, if needed, then return self._prediags. Returns: self._prediags (ModuleDir): list-like object containing the prediagnostic modules """ if self._prediags_need_init: self._prediags = ec2rlcore.moduledir.ModuleDir("{}/pre.d".format(self.directories["CALLPATH"])) self._prediags_need_init = False return self._prediags @property def postdiags(self): """ Finish lazy load of self._prediags, if needed, then return self._postdiags. Returns: self._postdiags (ModuleDir): list-like object containing the postdiagnostic modules """ if self._postdiags_need_init: self._postdiags = ec2rlcore.moduledir.ModuleDir("{}/post.d".format(self.directories["CALLPATH"])) self._postdiags_need_init = False self._postdiags_need_init = False return self._postdiags def get_help(self, help_arg=None): """ Return the help message matching the given subcommand. Parameters: help_arg (str): the subcommand whose help message is to be returned Returns: (str): the help message for the specified subcommand """ with open(self.directories["CALLPATH"] + "/ec2rlcore/help.yaml") as helpfile: helpmessages = yaml.load(helpfile) help_dict = { "list": helpmessages["list_help"], "run": helpmessages["run_help"], "help": helpmessages["help_help"], "menu-config": helpmessages["menu_config_help"], "save-config": helpmessages["save_config_help"], "upload": helpmessages["upload_help"], "version": helpmessages["version_help"], "version-check": helpmessages["version_check_help"], "software-check": helpmessages["software_check_help"], "bug-report": helpmessages["bug_report_help"] } # If the given subcommand is valid then return the matching help message if help_arg in help_dict.keys(): help_message = str(help_dict[help_arg]) # If the given subcommand is not a supported subcommand then return a brief help/error message. elif self.subcommand == "default_help": help_message = helpmessages["help_header"] help_message += "\nec2rl: missing subcommand operand" else: help_message = helpmessages["help_header"] help_message += "\n" for subcommand in Main.subcommands: help_message += str(help_dict[subcommand]) help_message += "\n" help_message += helpmessages["help_footer"] return help_message def list(self): """ Print the list of available, applicable modules the user can run. Returns: True (bool) """ self.logger.debug("ec2rlcore.Main.list()") print("Here is a list of available modules that apply to the current host:\n") print(ec2rlcore.module.Module.list_header) for mod in self.modules: if mod.applicable \ and set(mod.constraint["domain"]).intersection(self.options.domains_to_run) \ and set(mod.constraint["class"]).intersection(self.options.classes_to_run): print(mod) print("\nS: Requires sudo/root to run") print("P: Requires --perfimpact=true to run (can potentially cause performance impact)") print("R: Supports remediation if --remediate is given") print("\nClasses refer to the type of task the module performs") print(" Diagnose: success/fail/warn conditions determined by module.") print(" Gather: create a copy of a local file for inspection.") print(" Collect: collect command output") print("\nDomains are defined per module and refer to the general area of investigation for the module.") print("\nTo see module help, you can run:\n") print("ec2rl help [MODULEa ... MODULEx]") print("ec2rl help [--only-modules=MODULEa ... MODULEx] [--only-domains=DOMAINa ... DOMAINx]") return True def help(self): """ Print the help message for ec2rl or the specified items given in the args. Returns: True (bool) """ self.logger.debug("ec2rlcore.Main.help()") args_to_help = [] output = "" self.full_init() # There are three ways to specify modules # Option one # ec2rl help --only-modules=telnetport if "onlymodules" in self.options.global_args: args_to_help = [mod_name for mod_name in self.options.global_args["onlymodules"].rsplit(",")] # Option two # ec2rl help --only-domains=net elif "onlydomains" in self.options.global_args: # Build the list of modules that match the domains given for this_domain in self.options.domains_to_run: if this_domain in self.modules.domain_map.keys(): for module_obj in self.modules.domain_map[this_domain]: args_to_help.append(module_obj.name) # Option three # ec2rl help --only-classes=diagnose elif "onlyclasses" in self.options.global_args: for this_class in self.options.classes_to_run: if this_class in self.modules.class_map.keys(): for module_obj in self.modules.class_map[this_class]: args_to_help.append(module_obj.name) # Or option four # ec2rl help telnetport ex elif len(sys.argv) >= 3: for arg_num in range(2, len(sys.argv)): # Filter out the arg if it isn't a subcommand or module name if sys.argv[arg_num] in self.subcommands or sys.argv[arg_num] in self.modules.name_map.keys(): args_to_help.append(sys.argv[arg_num]) # Represents whether any of the args been matched to a module or subcommand match = False for arg in args_to_help: # Only print two newlines for matches after the first if match: output += "\n\n" # Handle cases where the arg is a subcommand if arg in self.options.subcommand_list: match = True output += self.get_help(arg) # Handle cases where the arg is a module name elif arg in self.modules.name_map.keys(): match = True output += self.modules.name_map[arg].help # If neither modules nor subcommands match then use the default help/doc message if not output: # Default help output = self.get_help() print(output) return True def save_config(self): """ Add each module's constraints and any parsed arguments to a ConfigParser object and create a configuration file from this object. Returns: True (bool) """ self.full_init() self.logger.debug("ec2rlcore.Main.save_config()") config_file = os.path.join(self.directories["RUNDIR"], "configuration.cfg") self.options.write_config(config_file, self.modules) ec2rlcore.dual_log("\n----------[Configuration File]----------\n") ec2rlcore.dual_log("Configuration file saved:") ec2rlcore.dual_log(config_file) return True def menu_config(self): """ Present the user with a curses-driven menu system for setting individual module options. Afterwards, either run or save the configuration. The return is the either return value of run or save_config. Returns: (bool): whether the resulting subcommand was successful """ try: import curses except ImportError: # pragma: no coverage print("ERROR:\tMissing Python module 'curses'.") print("\tPlease install this module and rerun ec2rl") sys.exit(1) import ec2rlcore.menu_item import ec2rlcore.menu_config self.full_init() self.logger.debug("ec2rlcore.Main.menu_config()") # "Global" is reserved remove a module using that name if "Global" in self.modules.name_map.keys(): self.modules.remove(self.modules.name_map["Global"]) # Create a menu-compatible OrderedDict from the data in self.modules the_menu = ec2rlcore.menu_config.get_menu_config(self.modules) the_menu() # Copy the data entered into module_config back into options module_menu = the_menu["View all modules"] for module_name in module_menu.get_item_keys(): # Loop over the keys and remove any key:value pairs where the value is empty (unconfigured) # This is two steps because we don't want to mutate the dict while iterating it # Get the list of keys that need to be removed keys_to_remove = [] for key in module_menu[module_name].get_item_keys(): if (isinstance(module_menu[module_name][key], ec2rlcore.menu_item.TextEntryItem) and not module_menu[module_name][key].get_value()) \ or isinstance(module_menu[module_name][key], ec2rlcore.menu_item.ExitItem): keys_to_remove.append(key) # Delete each key whose value is empty for key in keys_to_remove: module_menu[module_name].remove(module_menu[module_name][key]) # Set the module's argument dict to point to the new OrderedDict self.options.per_module_args[module_name] = module_menu[module_name].get_items_dict_copy() # Add any new global key/value pairs to self.options.global_args, but skip items with empty values global_menu = the_menu["Configure global module arguments"] for key in global_menu.get_item_keys(): if isinstance(global_menu[key], (ec2rlcore.menu_item.ToggleItem, ec2rlcore.menu_item.TextEntryItem)) \ and global_menu[key].get_value(): self.options.global_args[key] = global_menu[key].get_value() def update_only_global_arg(item_name): """ Helper function to update the only-* global arg values. Parameters: item_name (str): RHS of the hyphenated global_args key (e.g. classes in only-classes) Returns: (bool): represents whether an update was made """ num_items_to_run = 0 str_items_to_run = "" for item in global_menu["only-{}".format(item_name)].get_items(): if item.get_value() == "True": num_items_to_run += 1 if not str_items_to_run: str_items_to_run = item.row_left else: str_items_to_run = ",".join((str_items_to_run, item.row_left)) if item_name == "modules" and 0 < num_items_to_run < len(self.modules) \ or item_name != "modules" and num_items_to_run < len(getattr(self.modules, item_name)): self.options.global_args["only{}".format(item_name)] = str_items_to_run else: return False return True update_only_global_arg("classes") update_only_global_arg("domains") update_only_global_arg("modules") # The subcommand key is set to "menuconfig" so change it to "run" self.options.global_args["subcommand"] = "run" # If the user selected "Run" from the menu then run the current configuration if the_menu["Run this configuration"].get_value(): self.subcommand = "run" return self() # If the user did not select "Run" from the menu then just save the configuration else: # Create the actual configuration file # Since the work is done in-place on per_module_args, a simple function call is all that is required return self.save_config() def __call__(self, subcommand=None): """ Call the subcommand function via getattr. Parameters: subcommand: subcommand to be executed (e.g. run, list) Returns: rv: return value of the subcommand function that is executed via getattr """ self.logger.debug("ec2rlcore.Main.__call__()") if not subcommand and self.subcommand == "default_help": subcommand = "help" elif not subcommand: subcommand = self.subcommand # Replace the hyphens so the subcommand matches its method name subcommand = subcommand.replace("-", "_") # Subcommand return values represent function success/failure return getattr(self, subcommand)() def version(self): """Print the version and licensing information and return True.""" print("ec2rl {}".format(self.PROGRAM_VERSION)) print("Copyright 2016-2020 Amazon.com, Inc. or its affiliates. All rights reserved.") print("This software is distributed under the Apache License, Version 2.0.") print("") print("This file is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, " "either express or implied.") return True def version_check(self): """ Get the current upstream version, compare against this version, inform the user whether an update is available. Returns: True (bool) """ try: upstream_version = ec2rlcore.programversion.ProgramVersion(requests.get(self.VERSION_ENDPOINT).text.strip()) except requests.exceptions.Timeout: raise MainVersionCheckTimeout() print("Running version: {}".format(self.PROGRAM_VERSION)) print("Upstream version: {}".format(upstream_version)) if upstream_version > self.PROGRAM_VERSION: print("An update is available.") else: print("No update available.") return True def software_check(self): """ Check for software that is not installed but is required for a module, and inform the user on details about how to obtain it if needed and return True. Returns: True (bool) """ packages_needed = set() for mod in self.modules: for software_constraint in iter(mod.constraint["software"]): if not ec2rlcore.prediag.which(software_constraint): packages_needed.update(set(mod.package)) packages_needed = [package for package in packages_needed if package] if len(packages_needed) > 0: print("One or more software packages required to run all modules are missing.\n" "Information regarding these software packages can be found at the specified URLs below.\n") for package in packages_needed: modules = ",".join([mod.name for mod in self.modules.package_map[package]]) try: package_name, package_link = package.split() except ValueError: raise MainSoftwareCheckPackageParsingFailure(package, modules) print("{}: {}".format("Package-Name", package_name)) print("{}: {}".format("Package-URL", package_link)) print("{}: {}".format("Affected-Modules", modules)) print("") else: print("All test software requirements have been met.") return True def bug_report(self): """Print version information relevant for inclusion in a bug report and return True.""" print("ec2rl {}".format(self.PROGRAM_VERSION)) print("{}, {}".format(ec2rlcore.prediag.get_distro(), platform.release())) print("Python {}, {}".format(platform.python_version(), sys.executable)) return True def upload(self): """ Inspect the global_args and, if the url and upload directory were specified then tar the directory and upload the resulting tarball to S3 using the provided url. Returns: True (bool) """ if "uploaddirectory" not in self.options.global_args.keys(): raise MainMissingRequiredArgument("The upload subcommand requires --upload-directory") tgz_filename = "ec2rl-" + \ os.path.basename(os.path.normpath(self.options.global_args["uploaddirectory"])) + \ ".tgz" if "supporturl" in self.options.global_args.keys(): presigned_url = ec2rlcore.s3upload.get_presigned_url(self.options.global_args["supporturl"], tgz_filename) elif "presignedurl" in self.options.global_args.keys(): presigned_url = self.options.global_args["presignedurl"] else: raise MainMissingRequiredArgument("The upload subcommand requires either --support-url or --presigned-url") # Ensure the ssl module is a sufficiently high enough version to allow the upload to succeed. # This check is placed here, rather than earlier, to let all the arg syntax checking to do its job first. try: from ssl import HAS_SNI except ImportError: raise MainUploadMissingSNISupport try: expanded_uploaddirectory = os.path.expanduser( os.path.expandvars( self.options.global_args["uploaddirectory"])) ec2rlcore.s3upload.make_tarfile(tgz_filename, expanded_uploaddirectory) ec2rlcore.s3upload.s3upload(presigned_url, tgz_filename) finally: # Always delete the temporary file created try: os.remove(tgz_filename) except OSError: raise MainFileRemovalError(tgz_filename) return True def run(self): """ Start the diagnostics run. 1. Determine what modules can be run. 2. Copy functions.bash to WORKDIR 3. "cd" to WORKDIR 4. Generate the run config 5. Setup logging for Main.log 6. Run prediagnostics 7. Prune modules not selected or not meeting constraints 8. Run all specified modules that are still applicable after constraint and prediagnostic checking Returns: mod_run_success (bool): True if all modules ran successfully else False """ self.logger.debug("ec2rlcore.Main.run()") self.full_init() # Move functions.bash to WORKDIR _source = os.path.join(self.directories["CALLPATH"], "functions.bash") _dest = os.path.join(self.directories["RUNDIR"], "functions.bash") try: shutil.copyfile(_source, _dest) # This is typically OSError, but can also be IOError or SameFileError depending upon the version of Python # Since the actual Exception is variable, catch any Exception except Exception: raise MainFileCopyError(_source, _dest) # Change current working directory os.chdir(self.directories["RUNDIR"]) # Only run the backup if the system is an instance if self.options.global_args["notaninstance"] == "False": self._run_backup() self._run_prediagnostics() self._run_prunemodules() self.save_config() ec2rlcore.dual_log("\n-------------[Output Logs]-------------\n") ec2rlcore.dual_log("The output logs are located in:") ec2rlcore.dual_log(self.directories["RUNDIR"]) # Parallel is now the default and only diagnostic module execution path. # Setting concurrency=1 will simulate the serial execution mode by only running with one worker mod_run_success = self._run_diagmodules_parallel() self._run_postdiagnostics() return mod_run_success # Formerly flubber() def _validate_constraints_have_args(self, mod, options, constraint, with_keys=None, without_keys=None): """ Validate whether a given module should be run given the constraints. First, check to see if it is still applicable. Modules that have already been marked as not applicable are skipped. Second, the module is checked to see if it was excluded via the command line args. Third, the constraint keys are filtered if with_keys or without_keys are provided. with_keys takes precedence over without_keys if both are specified (without_keys is not evaluated). Fourth, we attempt to match each constraint and constraint value to a corresponding constraint:value pair in the options. The module-specific options are checked then the global options are checked. constraint_retval is True when the constraint:value pair is found and False when it is not. module_retval is initialized to True and ANDed with the resulting constraint_retval after each constraint is checked. This keeps track of the overall success of the constraint checking. Parameters: mod (Module): the module being validated options (Options): the Options instance containing the parsed constraints constraint (Constraint): the Constraints instance containing the combined constraint:value pairs of all modules with_keys (list): key list to be used for filtering (filter to only these keys) without_keys (list): key list to be used for filtering (filter to exclude these keys) Returns: module_retval (bool): whether the module can run """ self.logger.debug("moduledir.ModuleDir.validate_constraints_have_args()") self.logger.debug("Validating module: {}".format(mod.name)) # module_retval (boolean), represents whether a module's constraints have values module_retval = True # Keep earlier decisions about module acceptance (and their message) if not mod.applicable: return False # Check to see if module was excluded by name (--no=<module_name>) if mod.name in options.global_args and options.global_args[mod.name] == "False": self.logger.debug("module '{}' explicitly excluded with '--no={}'; skipping module".format( mod.name, mod.name)) mod.applicable = False mod.whyskipping = "explicitly excluded with '--no={}'.".format(mod.name) return False # Filter the constraints compared to include only the keys specified if with_keys: constraint_filtered_using = mod.constraint.with_keys key_list = with_keys # Filter the constraints compared to exclude the keys specified elif without_keys: constraint_filtered_using = mod.constraint.without_keys key_list = without_keys # All constraints will be compared else: constraint_filtered_using = mod.constraint.without_keys key_list = [] self.logger.debug("key_list = {}".format(key_list)) # Check current module's constraints against options for constraint_name in constraint_filtered_using(key_list).keys(): self.logger.debug("'{}' constraint:values = '{}:{}'".format( mod.name, constraint_name, mod.constraint[constraint_name])) # Skip optional constraints if constraint_name == "optional": continue if constraint_name == "parallelexclusive": continue def check_per_module_args(this_constraint_value): """Check if this module has per-module args Parameters: this_constraint_value (str): the constraint whose value we ware looking for Returns: (bool): indicates whether a constraint value was found """ if mod.name in options.per_module_args: self.logger.debug("....Checking per_module_args") # Check if this module's per-module args contains this constraint name as well as a value if this_constraint_value in options.per_module_args[mod.name] and \ options.per_module_args[mod.name][this_constraint_value]: self.logger.debug("........FOUND Constraint value is present") return True else: self.logger.debug("......UNFOUND Constraint value is False (bool) or absent from " "options.per_module_args") return False return False def check_global_constraints(this_constraint_value): """Check the global constraint:value pairs (options.global_args) for constraint:value pair Parameters: this_constraint_value (str): the constraint whose value we ware looking for Returns: (bool): indicates whether a constraint value was found """ if this_constraint_value in options.global_args: self.logger.debug("....Checking global_args") self.logger.debug("......FOUND constraint name present in global_args") # Check if this key has a value if options.global_args[this_constraint_value]: self.logger.debug("........FOUND Constraint value is present") return True else: self.logger.debug("......UNFOUND Constraint value is False (bool) or absent from " "options.global_args") return False return False # Check each value of the named-set against the run-constraints and run-options for constraint_value in mod.constraint[constraint_name]: self.logger.debug("Checking: {}:{}".format(constraint_name, constraint_value)) # constraint_retval (boolean) represents whether constraint has a value if {constraint_name: constraint_value} in constraint: self.logger.debug("..FOUND constraint:value pair present in the summation of constraints") constraint_retval = True module_retval = module_retval and constraint_retval self.logger.debug("module_retval={}".format(module_retval)) # Found so go to the next constraint continue self.logger.debug("..UNFOUND constraint:value pair absent from summation of constraints") # Run the additional checks # Python short-circuits "and" and "or" operators so this is as efficient as a if/elif block while # keeping the checks self-contained in their own functions constraint_retval = check_per_module_args(constraint_value) or \ check_global_constraints(constraint_value) # Add any new checks here, chaining off the constraint_retval assignment's "or" chain # Handle cases where the constraint was found in neither options" global_args # nor per_module_args if not constraint_retval: self.logger.debug("..UNFOUND {} absent from options".format(constraint_value)) mod.whyskipping = "Missing required argument '{}'.".format(constraint_value) self.logger.debug("..constraint_retval={}".format(constraint_retval)) # AND the module and constraint return values # (any constraint failure causes the module to fail where fail = False) module_retval = module_retval and constraint_retval self.logger.debug("module_retval={}".format(module_retval)) if not module_retval: mod.applicable = False return module_retval def _run_prunemodules(self): """ Review the modules and set the applicable and whyskipping attributes to indicate whether the module should be run. Once complete, remove any non-applicable modules from the module list so that they are not run. """ # Check if the user specified particular modules to run with --only-modules= if "onlymodules" in self.options.global_args: mods_to_run = [mod_name for mod_name in self.options.global_args["onlymodules"].rsplit(",")] # If the user didn't specify modules with --only-modules then run all modules else: mods_to_run = "all" self.logger.debug("mods_to_run={}".format(mods_to_run)) prune_list = [] for mod in self.modules: prune = False # If the module is supposed to run per the user's args, perform the additional prediagnostic checks if (mods_to_run == "all" or mod.name in mods_to_run) \ and set(mod.constraint["domain"]).intersection(self.options.domains_to_run) \ and set(mod.constraint["class"]).intersection(self.options.classes_to_run): # Flag the module for removal if the module requires the system be an EC2 instance and # it is not an instance if next(iter(mod.constraint["requires_ec2"])) == "True" \ and self.options.global_args["notaninstance"] == "True": mod.whyskipping = "Module requires system be an EC2 instance." prune = True # Flag the module for removal if it is not applicable to the system's detected distro elif os.environ["EC2RL_DISTRO"] not in list(mod.constraint["distro"]): mod.whyskipping = "Not applicable to this distro." prune = True # Flag the module for removal if performance impacting but no okay given elif next(iter(mod.constraint["perfimpact"])) == "True" and os.environ["EC2RL_PERFIMPACT"] == "False": mod.whyskipping = "Requires performance impact okay, but not given." prune = True # Flag the module for removal if it requires root/sudo but this is not executing as such elif next(iter(mod.constraint["sudo"])) == "True" and os.environ["EC2RL_SUDO"] == "False": mod.whyskipping = "Requires sudo access, but not executing as root." prune = True # Flag the module for removal if validate_constraints_have_args found missing args (constraints) elif not self._validate_constraints_have_args(mod=mod, options=self.options, constraint=self.constraint, without_keys=["software", "distro", "sudo", "requires_ec2"]): # mod.whyskipping is set by _validate_constraints_have_args() prune = True # If the module isn't supposed to run, determine how it was excluded by the user's args else: prune = True # Flag the module for removal of it was not specified or implied if mods_to_run != "all" and mod.name not in mods_to_run: mod.whyskipping = "Not specified to run." # Flag the module for removal if its domain was not specified or implied elif not set(mod.constraint["domain"]).intersection(self.options.domains_to_run): mod.whyskipping = "Not in specified domain to run." # else is equivalent of "not set(mod.constraint["class"]).intersection(self.options.classes_to_run):" else: mod.whyskipping = "Not in specified class to run." # Check the software constraints against what can be found in PATH and is executable by this user, but # don't bother checking these if the module is already flagged for removal if not prune: for software_constraint in iter(mod.constraint["software"]): if not ec2rlcore.prediag.which(software_constraint, mode=os.X_OK): mod.whyskipping = "Requires missing/non-executable software '{}'.".format( software_constraint) prune = True # Create the list of modules to be removed if prune: self.logger.info("module {}/{}: Skipping. Reason: {}".format(mod.placement, mod.name, mod.whyskipping)) prune_list.append(mod) else: self.logger.info("module {}/{}: Passed prediagnostics validation.".format(mod.placement, mod.name)) # If module is flagged for pruning, add to the pruned list and remove from main module list for mod in prune_list: self._prune_module(mod) def _prune_module(self, mod): def add_to_prune_stats(reason): if reason not in self.prune_stats: self.prune_stats[reason] = 0 self.prune_stats[reason] += 1 # Only collect stats on the skip reasons we want to actually display if mod.whyskipping.startswith("Requires performance impact okay, but not given."): add_to_prune_stats(ec2rlcore.module.SkipReason.PERFORMANCE_IMPACT) elif mod.whyskipping.startswith("Requires sudo access, but not executing as root."): add_to_prune_stats(ec2rlcore.module.SkipReason.REQUIRES_SUDO) elif mod.whyskipping.startswith("Requires missing/non-executable software"): add_to_prune_stats(ec2rlcore.module.SkipReason.MISSING_SOFTWARE) elif mod.whyskipping.startswith("Missing required argument"): add_to_prune_stats(ec2rlcore.module.SkipReason.MISSING_ARGUMENT) self.pruned_modules.append(mod) self.modules.remove(mod) def _run_backup(self): """ Runs the backup based on flags used Returns: True (bool) """ import ec2rlcore.awshelpers import ec2rlcore.backup # Catch exceptions raising up from AWS creds/boto/etc configuration ec2rlcore.dual_log("\n-----------[Backup Creation]-----------\n") # Creates an image of the current instance if "backup" in self.options.global_args and self.options.global_args["backup"] == "ami": ec2rlcore.backup.create_image(ec2rlcore.awshelpers.get_instance_id()) # Creates snapshots of all attached volumes elif "backup" in self.options.global_args and self.options.global_args["backup"] == "allvolumes": ec2rlcore.backup.create_all_snapshots(ec2rlcore.awshelpers.get_volume_ids()) elif "backup" in self.options.global_args: for volume_name in self.options.global_args["backup"].rsplit(","): if "vol" in volume_name: ec2rlcore.backup.snapshot(volume_name) else: ec2rlcore.dual_log("Improper specification of volumes. Please verify you have specified a volume" " such as vol-xxxxx.") raise MainInvalidVolumeSpecificationError(volume_name) else: ec2rlcore.dual_log("No backup option selected. Please consider backing up your volumes or instance") return True def _run_prediagnostics(self): """ Run the selected diagnostic modules in the instance of Main.prediags. Returns: (bool): True if all prediagnostics modules ran successfully or there were none to run else False Raises MainPrediagnosticFailure if any prediagnostic module fails """ # Start prediagnostics self.logger.info("----------------------------------------") self.logger.info("BEGIN PREDIAGNOSTICS") self.logger.info("----------------------------------------") # Get the system config using the functions in the prediag module # Export these variables for the modules to use os.environ["EC2RL_SUDO"] = str(ec2rlcore.prediag.check_root()) os.environ["EC2RL_DISTRO"] = ec2rlcore.prediag.get_distro() os.environ["EC2RL_NET_DRIVER"] = ec2rlcore.prediag.get_net_driver() if self.options.global_args["notaninstance"] == "True": os.environ["EC2RL_VIRT_TYPE"] = "non-virtualized" self.logger.info("prediagnostic/verify_metadata: not an instance; skipping") # Prediagnostic checks that rely on the system being an EC2 instance go here else: if ec2rlcore.prediag.verify_metadata(): self.logger.info("prediagnostic/verify_metadata: can reach metadata server") else: ec2rlcore.dual_log("prediagnostic/verify_metadata: cannot reach metadata server") raise MainPrediagnosticFailure("metadata server inaccessible") os.environ["EC2RL_VIRT_TYPE"] = ec2rlcore.prediag.get_virt_type() # Run each prediagnostic module for mod in self.prediags: if mod.applicable: self.logger.info("module {}/{}: Running".format(mod.placement, mod.name)) self.logger.debug("module {}/{}: applicable = True".format(mod.placement, mod.name)) module_logger = ec2rlcore.logutil.LogUtil.create_module_logger(mod, self.directories["LOGDIR"]) module_logger.info(mod.run(options=self.options)) if mod.run_status == "FAILURE": raise MainPrediagnosticFailure(mod.run_summary) else: self.logger.info("module {}/{}: Skipping. Reason: {}".format(mod.placement, mod.name, mod.whyskipping)) self.logger.debug("module '{}': skipping: {}".format(mod.name, mod.whyskipping)) return True def _run_diagmodules_parallel(self): """ Run the selected diagnostic modules in parallel. Returns: (bool): True if all diagnostic modules ran successfully or none were run else False """ # If concurrency arg is set and is a number if "concurrency" in self.options.global_args and self.options.global_args["concurrency"].isdigit(): # Concurrency has a minimum of 1 and a maximum of 100. concurrency = min(max(1, int(self.options.global_args["concurrency"])), 100) else: # Default concurrency level is set here: concurrency = 10 ec2rlcore.dual_log("\n--------------[Module Run]--------------\n") # Sorting modules by class to attempt a consistent run order of classes self.modules.sort(key=lambda mod: mod.constraint["class"][0]) ec2rlcore.paralleldiagnostics.parallel_run(self.modules, self.directories["LOGDIR"], concurrency=concurrency, options=self.options) ec2rlcore.dual_log("") return self._summary() def _run_postdiagnostics(self): """ Run the selected diagnostic modules in self.postdiags. Returns: (bool): True if all postdiagnostics modules ran successfully or there were none to run else False """ postdiag_success = True # Start postdiagnostics self.logger.info("----------------------------------------") self.logger.info("BEGIN POSTDIAGNOSTICS") self.logger.info("----------------------------------------") # Run each postdiagnostic module for mod in self.postdiags: if mod.applicable: self.logger.info("module {}/{}: Running".format(mod.placement, mod.name)) self.logger.debug("module {}/{}: applicable = True".format(mod.placement, mod.name)) module_logger = ec2rlcore.logutil.LogUtil.create_module_logger(mod, self.directories["LOGDIR"]) module_logger.info(mod.run(options=self.options)) if mod.run_status != "SUCCESS": postdiag_success = False else: self.logger.info("module {}/{}: Skipping. Reason: {}".format(mod.placement, mod.name, mod.whyskipping)) self.logger.debug("module '{}': skipping: {}".format(mod.name, mod.whyskipping)) return postdiag_success def _summary(self): """ Print the summary of diagnostic execution. Returns: (bool): True if all modules in the diagnose class ran successfully or none were run else False """ # Determine the execution results for the "diagnose" class of modules diagnose_successes = 0 diagnose_failures = 0 diagnose_warnings = 0 diagnose_unknowns = 0 if "diagnose" in self.modules.class_map.keys(): ec2rlcore.dual_log("\n----------[Diagnostic Results]----------\n") for module_obj in self.modules.class_map["diagnose"]: if module_obj.run_status == "SUCCESS": diagnose_successes += 1 elif module_obj.run_status == "FAILURE": diagnose_failures += 1 elif module_obj.run_status == "WARN": diagnose_warnings += 1 elif module_obj.run_status == "UNKNOWN": diagnose_unknowns += 1 # Sort the list by the run_status string so that warnings, successes, etc are grouped. for module_obj in sorted([module_obj for module_obj in self.modules.class_map["diagnose"]], key=lambda mod: mod.run_status): ec2rlcore.dual_log("{:32} {}".format("module " + module_obj.placement + "/" + module_obj.name, module_obj.run_summary)) for detail in module_obj.run_status_details: ec2rlcore.dual_log("{:32} {}".format(" ", detail)) # Output the execution results ec2rlcore.dual_log("\n--------------[Run Stats]--------------\n") ec2rlcore.dual_log("{:32} {}".format("Total modules run:", len(self.modules))) if len(self.modules) > 0: for class_name in self.modules.class_map.keys(): ec2rlcore.dual_log("{:32} {}".format("'{}' modules run:".format(class_name), len(self.modules.class_map[class_name]))) if class_name == "diagnose": ec2rlcore.dual_log("{:32} {}".format(" successes:", diagnose_successes)) ec2rlcore.dual_log("{:32} {}".format(" failures:", diagnose_failures)) ec2rlcore.dual_log("{:32} {}".format(" warnings:", diagnose_warnings)) ec2rlcore.dual_log("{:32} {}".format(" unknown:", diagnose_unknowns)) if len(self.prune_stats) > 0: ec2rlcore.dual_log("\n{:32} {:<4} | {:<8} | {:<10} | {:<11}".format( "Modules not run due to missing:", "sudo", "software", "parameters", "perf-impact")) ec2rlcore.dual_log("{:32} {:>4} | {:>8} | {:>10} | {:>11}" .format("", self.prune_stats.get(ec2rlcore.module.SkipReason.REQUIRES_SUDO, 0), self.prune_stats.get(ec2rlcore.module.SkipReason.MISSING_SOFTWARE, 0), self.prune_stats.get(ec2rlcore.module.SkipReason.MISSING_ARGUMENT, 0), self.prune_stats.get(ec2rlcore.module.SkipReason.PERFORMANCE_IMPACT, 0))) if self.options.global_args["notaninstance"] == "True": feedback_url = \ "https://aws.au1.qualtrics.com/jfe1/form/SV_3KrcrMZ2quIDzjn?InstanceID={}&Version={}\n".format( "not_an_instance", self.PROGRAM_VERSION) else: feedback_url = \ "https://aws.au1.qualtrics.com/jfe1/form/SV_3KrcrMZ2quIDzjn?InstanceID={}&Version={}\n".format( ec2rlcore.awshelpers.get_instance_id(), self.PROGRAM_VERSION) ec2rlcore.dual_log( "\n----------------[NOTICE]----------------\n" "\nPlease note, this directory could contain sensitive data depending on modules run! " "Please review its contents!\n" "\n----------------[Upload]----------------\n" "\nYou can upload results to AWS Support with the following, " "or run 'help upload' for details on using an S3 presigned URL:\n" "\n{}./ec2rl upload --upload-directory={} --support-url=\"URLProvidedByAWSSupport\" \n" "\nThe quotation marks are required, and if you ran the tool with sudo, " "you will also need to upload with sudo.\n" "\n---------------[Feedback]---------------\n" "\nWe appreciate your feedback. If you have any to give, please visit:\n{}".format( "sudo " if os.environ["EC2RL_SUDO"] == "True" else "", self.directories["RUNDIR"], feedback_url)) if "diagnose" in self.modules.class_map.keys(): return len(self.modules.class_map["diagnose"]) == diagnose_successes else: return True class MainError(Exception): """Base class for exceptions in this module.""" pass class MainPrediagnosticFailure(MainError): """A prediagnostic check failed.""" def __init__(self, error_message, *args): message = "Failed prediagnostic check: {}".format(error_message) super(MainPrediagnosticFailure, self).__init__(message, *args) class MainFileCopyError(MainError): """A file copy failed.""" def __init__(self, source, destination, *args): message = "Failed to copy necessary file '{}' to '{}'".format(source, destination) super(MainFileCopyError, self).__init__(message, *args) class MainFileRemovalError(MainError): """Removal of a file failed.""" def __init__(self, filename, *args): message = "Failed to remove file '{}'.".format(filename) super(MainFileRemovalError, self).__init__(message, *args) class MainInvalidVolumeSpecificationError(MainError): """An invalid EBS volume ID/Linux block device specified.""" def __init__(self, error_message, *args): message = "Invalid EBS volume or block device specified: {}".format(error_message) super(MainInvalidVolumeSpecificationError, self).__init__(message, *args) class MainDirectoryError(MainError): """An error occurred while trying to create or modify a directory.""" def __init__(self, error_message, *args): message = "Failed to create or modify directory: {}".format(error_message) super(MainDirectoryError, self).__init__(message, *args) class MainMissingRequiredArgument(MainError): """The subcommand was missing a required, complementary argument.""" def __init__(self, error_message, *args): message = "Missing argument: {}".format(error_message) super(MainMissingRequiredArgument, self).__init__(message, *args) class MainVersionCheckTimeout(MainError): """A timeout occurred trying to connect to the S3 VERSION endpoint.""" def __init__(self): message = "Connection timed out trying to obtain the latest version information." super(MainVersionCheckTimeout, self).__init__(message) class MainUploadMissingSNISupport(MainError): """Built-in ssl module does not support SNI which is necessary for uploading to function.""" def __init__(self): message = "Python built-in ssl module is missing Server Name Indication (SNI) support. " \ "Uploading will not function properly without support for SNI. " \ "Upgrade Python to 2.7.9+ / 3.2+ or retry with the binary build of ec2rl." super(MainUploadMissingSNISupport, self).__init__(message) class MainSoftwareCheckPackageParsingFailure(MainError): """Failed to parse the package value into the name and URL.""" def __init__(self, package_string, modules): message = "Failed to parse package string: '{}'. Malformed string present in the following modules: {}".format( package_string, modules) super(MainSoftwareCheckPackageParsingFailure, self).__init__(message)
Drudenhaus/aws-ec2rescue-linux
ec2rlcore/main.py
Python
apache-2.0
64,856
[ "VisIt" ]
a8c4cdf3e978deaa8407539eacd5d4d9a30e46033f5144162045d49463ffc5ba
import os import configparser import io #We need to emulate a dummy [section] header for #configparesr to underdstand our config.txt file. #Some lists of options options = ['arm_freq', 'gpu_freq', 'core_freq', 'h264_freq', 'isp_freq', 'v3d_freq', 'sdram_freq', 'over_voltage', 'over_voltage_sdram', 'over_voltage_sdram_c', 'over_voltage_sdram_i', 'over_voltage_sdram_p', 'sdtv_mode', 'sdtv_aspect', 'hdmi_mode', 'hdmi_drive', 'hdmi_boost', 'disable_overscan','overscan_left', 'overscan_right', 'overscan_top', 'overscan_bottom', 'framebuffer_width', 'framebuffer_height', 'test_mode', 'enable_l2cache'] sdtv_modes={'NTSC' : 0, 'NTSC-J' : 1, 'PAL' : 2, 'PAL-M' :3} aspectratios={'4:3' : 1, '14:9' : 2, '16:9' : 3} hdtv_resolutions=['VGA', '240p', '288p', '480i', '480p', '576i', \ '576p', '720p', '1080i', '1080p'] hdtv_modes={'VGA' : 1, '480p60' : 2, '480p60H' : 3, '720p60' : 4, '1080i60' : 5, '480i60' : 6, '480i60H' : 7, '240p60' : 8, '240p60H' : 9, '480i60_4x' : 10, '480i60_4xH' : 11, '240p60_4x' : 12, '240p60_4xH' : 13, '480p60_2x' : 14, '480p60_2xH' : 15, '1080p60' : 16, '576p50' : 17, '576p50H' : 18, '720p50' : 19, '1080i50' : 20, '576i50' : 21, '576i50H' : 22, '288p50' : 23, '288p50H' : 24, '576i50_4x' : 25, '576i50_4xH' : 26, '288p50_4x' : 27, '288p50_4xH' : 28, '576p50_2x' : 29, '576p50_2xH' : 30, '1080p50' : 31, '1080p24' : 32, '1080p25' : 33, '1080p30' : 34, '480p60_4x' : 35, '480p60_4xH' : 36, '576p50_4x' : 37, '576p50_4xH' : 38, '1080i50_rb' : 39, '1080i100' : 40, '720p100' : 41, '576p100' : 42, '576p100H' : 43, '576i100' : 44, '576i100H' : 45, '1080i120' : 46, '720p120' : 47, '480p120' : 48, '480p120H' : 49, '480i120' : 50, '480i120H' : 51, '576p200' : 52, '576p200H' : 53, '576i200' : 54, '576i200H' : 55, '480p240' : 56, '480p240H' : 57, '480i240' : 58, '480i240H' : 59} ##Usable refreshrates by resolution refreshrates = { 'refreshrates_240p' : ['60'] , 'refreshrates_240p_advanced' : ['60', '60H', '60_4x', '60_4xH'] , 'refreshrates_288p' : ['50'] , 'refreshrates_288p_advanced' : ['50', '50H', '50_4x', '50_4xH'] , 'refreshrates_480i' : ['60', '120', '200'] , 'refreshrates_480i_advanced' : ['60', '60H', '60_4x', '60_4xH', '120', '120H', '240', '240H'] , 'refreshrates_480p' : ['60', '120', '200'] , 'refreshrates_480p_advanced' : ['60', '60H', '60_2x', '60_2xH', '60_4x', '60_4xH', '120', '120H', '240', '240H'] , 'refreshrates_576i' : ['50', '100', '200'] , 'refreshrates_576i_advanced' : ['50', '50H', '50_4x', '50_4xH', '100', '100H', '200', '200H'] , 'refreshrates_576p' : ['50', '100', '200'] , 'refreshrates_576p_advanced' : ['50', '50H', '50_2x', '50_2xH', '50_4x', '50_4xH', '100', '100H', '200', '200H'] , 'refreshrates_720p' : ['50', '60', '100', '120'] , 'refreshrates_720p_advanced' : ['50', '60', '100', '120'] , 'refreshrates_1080i' : ['50', '60', '100', '120'] , 'refreshrates_1080i_advanced' : ['50', '50_rb', '60', '100', '120'] , 'refreshrates_1080p' : ['24', '25', '30', '50', '60'] , 'refreshrates_1080p_advanced' : ['24', '25', '30', '50', '60'] } ####Configfile variables object/class ###Overclocking stuff ##Set voltage/frewuency variables to 0 ##0 is a no go value for all of them, so ##we can exclude them from the saved file ##if == 0 class rpi_config: ####Start Variables################################################### arm_freq = 0 #Arm CPU core frequency #Default is 700 gpu_freq = 0 #Sets all 4 following at same time #Defaults to 250 core_freq = 0 #General GPU core frequency #Default is 250. h264_freq = 0 #Sets the video decoder frequency #Default is 250. isp_freq = 0 #Image sensor pipeline frequency #Default is 250. v3d_freq = 0 #Frequency of the 3D builder #Default 250. sdram_freq = 0 #Frequency of the SDRAM memory chip #Default 400. over_voltage = 0 #ARM/GPU core voltage adjust. #[-16,8] equates to [0.8V,1.4V]. #This rule applys to all of the voltages. #Default 0 (1.2V) over_voltage_sdram = 0 #Sets all voltage variables #Default is 0 (1.2V) over_voltage_sdram_c = 0 #SDRAM controller voltage adjust. #Default is 0 (1.2V) over_voltage_sdram_i = 0 #SDRAM I/O voltage adjust. #Default is 0 (1.2V) over_voltage_sdram_p = 0 #SDRAM phy voltage adjust. #Default is 0 (1.2V) ###Video output stuff sdtv_mode = 0 #composite tv mode. Default is 0 (NTSC) sdtv_aspect = 0 #composite aspect ratio. Default is 1 (4:3) hdmi_mode = 0 #hdmi mode. Default is negotiated with display. hdmi_drive = 0 #hdmi port outputs HDMI(2)/DVI(1) signal #Default to HDMI as it is HDMI port ^_^ hdmi_boost = 0 #Not documented offically anywhere. Use 0 and #exclude from config at save time. HDMI signal power disable_overscan = 0#Disables the overscanning when set to 1 overscan_left = 0 #number of pixels to skip on left overscan_right = 0 #number of pixels to skip on right overscan_top = 0 #number of pixels to skip on top overscan_bottom = 0 #number of pixels to skip on bottom #Assume we have a sane display, #which doens't need any overscanning. framebuffer_width = 0 #console framebuffer width in pixels. #Default matches display. framebuffer_height = 0 #console framebuffer height in pixels. #Default matches display. ###Misc options test_mode = 0 #enable test sound/image during boot enable_l2cache = 0 #enable arm access to GPU's L2 cache. #Needs corresponding L2 enabled kernel.Default 0 ###Non options variables configfile = '' #filename of the file to save into. parser = configparser.ConfigParser() #Write a header telling this app was used generated_config = ( "#This config file was generated by rpiconf. rpiconf developper(s) may not\n\ #be held responsible for any damage caused by a malformated config file.\n\ #For more information visit our website \n\ #https://github.com/Huulivoide/rpiconf\n\n\n") ####End Variables##################################################### ####Start functions################################################### def read_config(self): # Thanks for user Tauran on stackowerflow for this hack config_str = io.StringIO() config_str.write("[dummy]\n") if os.path.isfile(self.configfile): config_str.write(open(self.configfile, 'r').read()) config_str.seek(0, os.SEEK_SET) self.parser.read_file(config_str) def overscan_state(self): if self.overscan_bottom == 0 and self.overscan_top == 0 and \ self.overscan_left == 0 and self.overscan_right == 0: self.disable_overscan = 1 else: self.disable_overscan = 0 def use_unified_voltages(self, use_individual): if use_individual == False: self.over_voltage_sdram = 0 else: self.over_voltage_sdram_c = 0 self.over_voltage_sdram_i = 0 self.over_voltage_sdram_p = 0 def use_unified_freq(self, use_individual): if use_individual == False: self.gpu_freq = 0 else: self.core_freq = 0 self.h264_freq = 0 self.isp_freq = 0 self.v3d_freq = 0 def translate_hdmi_mode(self, raw_mode): if raw_mode[0] == "AUTO": self.hdmi_mode = 0 elif raw_mode[0] == "VGA": self.hdmi_mode = 1 elif raw_mode[0] == "": self.hdmi_mode = 0 elif raw_mode[0] != "": self.hdmi_mode = hdtv_modes[str(raw_mode[0]) + \ str(raw_mode[1])] #Check if config file was giveb as argument or if a /boot/config.txt #exists. Return the filename as a string. def get_configfile(self, _file): BOOT_FILE_EXIST = os.path.isfile("/boot/config.txt") FILE_EXISTS = os.path.isfile(_file) if FILE_EXISTS: self.configfile = _file elif BOOT_FILE_EXIST: self.configfile = "/boot/config.txt" else: self.configfile = "config.txt" def include_option(self): for option in options: #Make 100% sure we get the value in string format value = str(getattr(self, option)) if value != "0": self.generated_config += (option + "=" + value + '\n') else: self.generated_config += ("#Value of '" + option + "' not defined! Exluding it from config file!\n") ####End functions#####################################################
Huulivoide/rpiconf
rpiconf.py
Python
bsd-2-clause
8,518
[ "VisIt" ]
707fda4352d4a7abb7df804f9b5bc389fa5656e96c1d5f1110a43b863444c8f2
''' Created on Aug 31, 2012 @author: eric ''' import unittest import os.path import logging import databundles.util from testbundle.bundle import Bundle from databundles.run import RunConfig from test_base import TestBase from databundles.client.rest import Rest #@UnresolvedImport from databundles.library import QueryCommand, get_library server_url = 'http://localhost:7979' logger = databundles.util.get_logger(__name__) logger.setLevel(logging.DEBUG) class Test(TestBase): def start_server(self, rc): '''Run the Bottle server as a thread''' from databundles.client.siesta import API import databundles.server.main from threading import Thread import time from functools import partial logger.info("Starting library server") # Give the server a new RunCOnfig, so we can use a different library. server = Thread(target = partial(databundles.server.main.test_run, rc) ) server.setDaemon(True) server.start() #databundles.server.bottle.debug() # # Wait until the server responds to requests # a = API(server_url) for i in range(1,10): #@UnusedVariable try: # An echo request to see if the server is running. a.test.echo('foobar').get(bar='baz') break except: logger.info( 'Server not started yet, waiting') time.sleep(1) def setUp(self): import shutil,os self.copy_or_build_bundle() self.bundle_dir = os.path.join(os.path.dirname(os.path.abspath(__file__)),'testbundle') self.bundle = Bundle() self.bundle_dir = self.bundle.bundle_dir self.server_rc = RunConfig([os.path.join(self.bundle_dir,'server-test-config.yaml')]) self.client_rc = RunConfig([os.path.join(self.bundle_dir,'client-test-config.yaml')]) root = os.path.join(self.client_rc.filesystem.root_dir,'test') shutil.rmtree(root) #self.start_server(self.server_rc) def get_library(self): """Clear out the database before the test run""" l = get_library(self.client_rc, 'client') l.database.clean() l.logger.setLevel(logging.DEBUG) return l def tearDown(self): '''Shutdown the server process by calling the close() API, then waiting for it to stop serving requests ''' from databundles.client.siesta import API import time # Wait for the server to shutdown a = API(server_url) for i in range(1,10): #@UnusedVariable try: a.test.close.get() #print 'Teardown: server still running, waiting' time.sleep(1) except: break def test_library_install(self): '''Install the bundle and partitions, and check that they are correctly installed. Check that installation is idempotent''' l = self.get_library() l.put(self.bundle) l.put(self.bundle) r = l.get(self.bundle.identity) self.assertIsNotNone(r.bundle) self.assertTrue(r.bundle is not False) self.assertEquals(self.bundle.identity.id_, r.bundle.identity.id_) print "Stored: ", r.bundle.identity.name l.remove(self.bundle) r = l.get(self.bundle.identity) self.assertFalse(r) # # Same story, but push to remote first, so that the removed # bundle will get loaded back rom the remote # l.put(self.bundle) l.push() r = l.get(self.bundle.identity) self.assertIsNotNone(r.bundle) l.remove(self.bundle) r = l.get(self.bundle.identity) self.assertIsNotNone(r.bundle) self.assertTrue(r.bundle is not False) self.assertEquals(self.bundle.identity.id_, r.bundle.identity.id_) def suite(): suite = unittest.TestSuite() suite.addTest(unittest.makeSuite(Test)) return suite if __name__ == "__main__": unittest.TextTestRunner().run(suite())
treyhunner/databundles
test/test_client.py
Python
bsd-3-clause
4,373
[ "SIESTA" ]
60c876ba3cee9f1b6b8db989a6ddfdbb2b30c4c4b040998b10667bc99f47ce86
#!/usr/bin/env python #python 2.7.5 #catcount.py #Version 1. Adam Taranto, Feb 2017 #Contact, Adam Taranto, adam.taranto@anu.edu.au ############################################# # Concatenate count tables from HTSeq-count # ############################################# import csv import sys import os import copy import argparse import pandas as pd def tempPathCheck(args): absOutDir = os.path.abspath(args.outDir) if not os.path.isdir(absOutDir): os.makedirs(absOutDir) return absOutDir def getbasename(path): base = os.path.splitext(os.path.basename(path))[0] return base def fetchrows(indexlist,filepath,args): ''' Add rownames to indexlist, make unique ''' newrows = list() with open(filepath) as f: c = csv.reader(f, delimiter='\t') for line in c: if args.featureNames: if line[0].startswith(args.featureNames): newrows.append(line[0]) else: newrows.append(line[0]) oldrows = copy.deepcopy(indexlist) catlist = oldrows + newrows uniq_rows = set(catlist) return list(uniq_rows) def makeblankdf(args): index = list() columns = list() for sample in args.inFiles: setcount = 0 for split_sample in sample.split(','): setcount += 1 if setcount == 1: columns = columns + [getbasename(split_sample)] index = fetchrows(index,split_sample,args) elif setcount > 1: index = fetchrows(index,split_sample,args) index.sort() columns.sort() df = pd.DataFrame(index=index, columns=columns) df = df.fillna(0).astype(int) return df def readcounts(colID,filepath,args): rowcounts = dict() with open(filepath) as f: c = csv.reader(f, delimiter='\t') for line in c: if args.featureNames: if line[0].startswith(args.featureNames): rowcounts[line[0]] = line[1] else: rowcounts[line[0]] = line[1] counts_df = pd.DataFrame.from_dict(rowcounts, orient='index', dtype='int64').astype(int) counts_df.columns = [colID] return counts_df def populatetable(mastertable,filelist,args): filledtable = copy.deepcopy(mastertable) for sample in filelist: setcount = 0 for merge_sample in sample.split(','): setcount += 1 if setcount == 1: sample_name = getbasename(merge_sample) temp_df = readcounts(sample_name,merge_sample,args) filledtable = filledtable.add(temp_df, fill_value=0) elif setcount > 1: temp_df = readcounts(sample_name,merge_sample,args) filledtable = filledtable.add(temp_df, fill_value=0) return filledtable.astype(int) def main(args): if args.inFiles is None: sys.exit('No input files provided') if args.outDir: outdir = tempPathCheck(args) outpath = os.path.join(outdir,args.outName) else: outpath = args.outName mastertable = makeblankdf(args) filledtable = populatetable(mastertable,args.inFiles,args) outopen = open(outpath, 'w') filledtable.to_csv(path_or_buf=outopen, sep='\t', header=True, index=True, line_terminator='\n') outopen.close() if __name__== '__main__': ###Argument handling. parser = argparse.ArgumentParser( description='Takes a list of files containing counts by feature name and concatenates into single table. Can merge counts from comma separated pairs of file names.', prog='catcount') parser.add_argument("-i", "--inFiles", type=str, default=None, nargs='+', help="List of count files or pairs of files.") parser.add_argument("-o", "--outName", type=str, default= "CatCounts.txt", help="Write concatenated count table to this file.") parser.add_argument("-d", "--outDir", type=str, default= None, help="Directory for output file to be written to.") parser.add_argument("-n", "--featureNames", type=str, default= None, help="Keep feature names that start with this string. i.e. 'ge' will return 'gene_001'") args = parser.parse_args() main(args);
Adamtaranto/catcount
catcount.py
Python
mit
3,773
[ "HTSeq" ]
73104eed5d8f2d7b56ebc295193628cdb52828a4b7c9079ef8a1d36c94f80790
"""Display the contents of the implementation cache.""" # Copyright (C) 2009, Thomas Leonard # See the README file for details, or visit http://0install.net. from __future__ import print_function from zeroinstall import _ import os import gtk from zeroinstall.injector import namespaces, model from zeroinstall.zerostore import BadDigest, manifest from zeroinstall import support from zeroinstall.support import basedir from zeroinstall.gtkui import help_box, gtkutils __all__ = ['CacheExplorer'] ROX_IFACE = 'http://rox.sourceforge.net/2005/interfaces/ROX-Filer' # Tree view columns class Column(object): columns = [] def __init__(self, name, column_type, resizable=False, props={}, hide=False, markup=False): self.idx = len(self.columns) self.columns.append(self) self.name = name self.column_type = column_type self.props = props self.resizable = resizable self.hide = hide self.markup = markup @classmethod def column_types(cls): return [col.column_type for col in cls.columns] @classmethod def add_all(cls, tree_view): [col.add(tree_view) for col in cls.columns] def get_cell(self): cell = gtk.CellRendererText() self.set_props(cell, self.props) return cell def set_props(self, obj, props): for k,v in props.items(): obj.set_property(k, v) def get_column(self): if self.markup: kwargs = {'markup': self.idx} else: kwargs = {'text': self.idx} column = gtk.TreeViewColumn(self.name, self.get_cell(), **kwargs) if 'xalign' in self.props: self.set_props(column, {'alignment': self.props['xalign']}) return column def add(self, tree_view): if self.hide: return column = self.get_column() if self.resizable: column.set_resizable(True) tree_view.append_column(column) NAME = Column(_('Name'), str, hide=True) URI = Column(_('URI'), str, hide=True) TOOLTIP = Column(_('Description'), str, hide=True) ITEM_VIEW = Column(_('Item'), str, props={'ypad': 6, 'yalign': 0}, resizable=True, markup=True) SELF_SIZE = Column(_('Self Size'), int, hide=True) TOTAL_SIZE = Column(_('Total Size'), int, hide=True) PRETTY_SIZE = Column(_('Size'), str, props={'xalign':1.0}) ITEM_OBJECT = Column(_('Object'), object, hide=True) ACTION_REMOVE = object() # just make a unique value class Section(object): may_delete = False def __init__(self, name, tooltip): self.name = name self.tooltip = tooltip def append_to(self, model): return model.append(None, extract_columns( name=self.name, tooltip=self.tooltip, object=self, )) SECTION_INTERFACES = Section( _("Feeds"), _("Feeds in the cache")) SECTION_UNOWNED_IMPLEMENTATIONS = Section( _("Unowned implementations and temporary files"), _("These probably aren't needed any longer. You can delete them.")) SECTION_INVALID_INTERFACES = Section( _("Invalid feeds (unreadable)"), _("These feeds exist in the cache but cannot be read. You should probably delete them.")) import cgi def extract_columns(**d): vals = list(map(lambda x:None, Column.columns)) def setcol(column, val): vals[column.idx] = val name = d.get('name', None) desc = d.get('desc', None) uri = d.get('uri', None) setcol(NAME, name) setcol(URI, uri) if name and uri: setcol(ITEM_VIEW, '<span font-size="larger" weight="bold">%s</span>\n' '<span color="#666666">%s</span>' % tuple(map(cgi.escape, (name, uri)))) else: setcol(ITEM_VIEW, cgi.escape(name or desc)) size = d.get('size', 0) setcol(SELF_SIZE, size) setcol(TOTAL_SIZE, 0) # must be set to prevent type error setcol(TOOLTIP, d.get('tooltip', None)) setcol(ITEM_OBJECT, d.get('object', None)) return vals def popup_menu(bev, obj, model, path, cache_explorer): menu = gtk.Menu() for i in obj.menu_items: if i is None: item = gtk.SeparatorMenuItem() else: name, cb = i item = gtk.MenuItem(name) def _cb(item, cb=cb): action_required = cb(obj, cache_explorer) if action_required is ACTION_REMOVE: model.remove(model.get_iter(path)) item.connect('activate', _cb) item.show() menu.append(item) menu.popup(None, None, None, bev.button, bev.time) def warn(message, parent=None): "Present a blocking warning message with OK/Cancel buttons, and return True if OK was pressed" dialog = gtk.MessageDialog(parent=parent, buttons=gtk.BUTTONS_OK_CANCEL, type=gtk.MESSAGE_WARNING) dialog.set_property('text', message) response = [] def _response(dialog, resp): if resp == gtk.RESPONSE_OK: response.append(True) dialog.connect('response', _response) dialog.run() dialog.destroy() return bool(response) def size_if_exists(path): "Get the size for a file, or 0 if it doesn't exist." if path and os.path.isfile(path): return os.path.getsize(path) return 0 def get_size(path): "Get the size for a directory tree. Get the size from the .manifest if possible." man = os.path.join(path, '.manifest') if os.path.exists(man): size = os.path.getsize(man) for line in open(man, 'rb'): if line[:1] in "XF": size += int(line.split(' ', 4)[3]) else: size = 0 for root, dirs, files in os.walk(path): for name in files: size += os.path.getsize(os.path.join(root, name)) return size def summary(feed): if feed.summary: return feed.get_name() + ' - ' + feed.summary return feed.get_name() def get_selected_paths(tree_view): "GTK 2.0 doesn't have this built-in" selection = tree_view.get_selection() paths = [] def add(model, path, iter): paths.append(path) selection.selected_foreach(add) return paths def all_children(model, iter): "make a python generator out of the children of `iter`" iter = model.iter_children(iter) while iter: yield iter iter = model.iter_next(iter) # Responses DELETE = 0 SAFE_MODE = False # really delete things #SAFE_MODE = True # print deletes, instead of performing them class CachedFeed(object): def __init__(self, uri, size): self.uri = uri self.size = size def delete(self): if not os.path.isabs(self.uri): cached_iface = basedir.load_first_cache(namespaces.config_site, 'interfaces', model.escape(self.uri)) if cached_iface: if SAFE_MODE: print("Delete", cached_iface) else: os.unlink(cached_iface) user_overrides = basedir.load_first_config(namespaces.config_site, namespaces.config_prog, 'interfaces', model._pretty_escape(self.uri)) if user_overrides: if SAFE_MODE: print("Delete", user_overrides) else: os.unlink(user_overrides) def __cmp__(self, other): return self.uri.__cmp__(other.uri) class ValidFeed(CachedFeed): def __init__(self, feed, size): CachedFeed.__init__(self, feed.url, size) self.feed = feed self.in_cache = [] def delete_children(self): deletable = self.deletable_children() undeletable = list(filter(lambda child: not child.may_delete, self.in_cache)) # the only undeletable items we expect to encounter are LocalImplementations unexpected_undeletable = list(filter(lambda child: not isinstance(child, LocalImplementation), undeletable)) assert not unexpected_undeletable, "unexpected undeletable items!: %r" % (unexpected_undeletable,) [child.delete() for child in deletable] def delete(self): self.delete_children() super(ValidFeed, self).delete() def append_to(self, model, iter): iter2 = model.append(iter, extract_columns( name=self.feed.get_name(), uri=self.uri, tooltip=self.feed.summary, object=self)) for cached_impl in self.in_cache: cached_impl.append_to(model, iter2) def launch(self, explorer): os.spawnlp(os.P_NOWAIT, '0launch', '0launch', '--gui', self.uri) def copy_uri(self, explorer): clipboard = gtk.clipboard_get() clipboard.set_text(self.uri) primary = gtk.clipboard_get('PRIMARY') primary.set_text(self.uri) def deletable_children(self): return list(filter(lambda child: child.may_delete, self.in_cache)) def prompt_delete(self, cache_explorer): description = "\"%s\"" % (self.feed.get_name(),) num_children = len(self.deletable_children()) if self.in_cache: description += _(" (and %s %s)") % (num_children, _("implementation") if num_children == 1 else _("implementations")) if warn(_("Really delete %s?") % (description,), parent=cache_explorer.window): self.delete() return ACTION_REMOVE menu_items = [(_('Launch with GUI'), launch), (_('Copy URI'), copy_uri), (_('Delete'), prompt_delete)] class RemoteFeed(ValidFeed): may_delete = True class LocalFeed(ValidFeed): may_delete = False class InvalidFeed(CachedFeed): may_delete = True def __init__(self, uri, ex, size): CachedFeed.__init__(self, uri, size) self.ex = ex def append_to(self, model, iter): model.append(iter, extract_columns( name=self.uri.rsplit('/', 1)[-1], uri=self.uri, size=self.size, tooltip=self.ex, object=self)) class LocalImplementation: may_delete = False def __init__(self, impl): self.impl = impl def append_to(self, model, iter): model.append(iter, extract_columns( name=self.impl.local_path, tooltip=_('This is a local version, not held in the cache.'), object=self)) class CachedImplementation: may_delete = True def __init__(self, cache_dir, digest): self.impl_path = os.path.join(cache_dir, digest) self.size = get_size(self.impl_path) self.digest = digest def delete(self): if SAFE_MODE: print("Delete", self.impl_path) else: support.ro_rmtree(self.impl_path) def open_rox(self, explorer): os.spawnlp(os.P_WAIT, '0launch', '0launch', ROX_IFACE, '-d', self.impl_path) def verify(self, explorer): try: manifest.verify(self.impl_path) except BadDigest as ex: box = gtk.MessageDialog(None, 0, gtk.MESSAGE_WARNING, gtk.BUTTONS_OK, str(ex)) if ex.detail: swin = gtk.ScrolledWindow() buffer = gtk.TextBuffer() mono = buffer.create_tag('mono', family = 'Monospace') buffer.insert_with_tags(buffer.get_start_iter(), ex.detail, mono) text = gtk.TextView(buffer) text.set_editable(False) text.set_cursor_visible(False) swin.add(text) swin.set_shadow_type(gtk.SHADOW_IN) swin.set_border_width(4) box.vbox.pack_start(swin) swin.show_all() box.set_resizable(True) else: box = gtk.MessageDialog(None, 0, gtk.MESSAGE_INFO, gtk.BUTTONS_OK, _('Contents match digest; nothing has been changed.')) box.run() box.destroy() def prompt_delete(self, explorer): if warn(_("Really delete implementation?"), parent=explorer.window): self.delete() return ACTION_REMOVE menu_items = [(_('Open in ROX-Filer'), open_rox), (_('Verify integrity'), verify), (_('Delete'), prompt_delete)] class UnusedImplementation(CachedImplementation): def append_to(self, model, iter): model.append(iter, extract_columns( name=self.digest, size=self.size, tooltip=self.impl_path, object=self)) class KnownImplementation(CachedImplementation): def __init__(self, cached_iface, cache_dir, impl, impl_size, digest): CachedImplementation.__init__(self, cache_dir, digest) self.cached_iface = cached_iface self.impl = impl self.size = impl_size def delete(self): if SAFE_MODE: print("Delete", self.impl) else: CachedImplementation.delete(self) self.cached_iface.in_cache.remove(self) def append_to(self, model, iter): impl = self.impl label = _('Version %(implementation_version)s (%(arch)s)') % { 'implementation_version': impl.get_version(), 'arch': impl.arch or 'any platform'} model.append(iter, extract_columns( name=label, size=self.size, tooltip=self.impl_path, object=self)) def __cmp__(self, other): if hasattr(other, 'impl'): return self.impl.__cmp__(other.impl) return -1 class CacheExplorer: """A graphical interface for viewing the cache and deleting old items.""" def __init__(self, iface_cache): widgets = gtkutils.Template(os.path.join(os.path.dirname(__file__), 'cache.ui'), 'cache') self.window = window = widgets.get_widget('cache') window.set_default_size(gtk.gdk.screen_width() / 2, gtk.gdk.screen_height() / 2) self.iface_cache = iface_cache # Model self.raw_model = gtk.TreeStore(*Column.column_types()) self.view_model = self.raw_model.filter_new() self.model.set_sort_column_id(URI.idx, gtk.SORT_ASCENDING) self.tree_view = widgets.get_widget('treeview') self.tree_view.set_model(self.view_model) Column.add_all(self.tree_view) # Sort / Filter options: def init_combo(combobox, items, on_select): liststore = gtk.ListStore(str) combobox.set_model(liststore) cell = gtk.CellRendererText() combobox.pack_start(cell, True) combobox.add_attribute(cell, 'text', 0) for item in items: combobox.append_text(item[0]) combobox.set_active(0) def _on_select(*a): selected_item = combobox.get_active() on_select(selected_item) combobox.connect('changed', lambda *a: on_select(items[combobox.get_active()])) def set_sort_order(sort_order): #print "SORT: %r" % (sort_order,) name, column, order = sort_order self.model.set_sort_column_id(column.idx, order) self.sort_combo = widgets.get_widget('sort_combo') init_combo(self.sort_combo, SORT_OPTIONS, set_sort_order) def set_filter(f): #print "FILTER: %r" % (f,) description, filter_func = f self.view_model = self.model.filter_new() self.view_model.set_visible_func(filter_func) self.tree_view.set_model(self.view_model) self.set_initial_expansion() self.filter_combo = widgets.get_widget('filter_combo') init_combo(self.filter_combo, FILTER_OPTIONS, set_filter) def button_press(tree_view, bev): if bev.button != 3: return False pos = tree_view.get_path_at_pos(int(bev.x), int(bev.y)) if not pos: return False path, col, x, y = pos obj = self.model[path][ITEM_OBJECT.idx] if obj and hasattr(obj, 'menu_items'): popup_menu(bev, obj, model=self.model, path=path, cache_explorer=self) self.tree_view.connect('button-press-event', button_press) # Responses window.set_default_response(gtk.RESPONSE_CLOSE) selection = self.tree_view.get_selection() def selection_changed(selection): any_selected = False for x in get_selected_paths(self.tree_view): obj = self.model[x][ITEM_OBJECT.idx] if obj is None or not obj.may_delete: window.set_response_sensitive(DELETE, False) return any_selected = True window.set_response_sensitive(DELETE, any_selected) selection.set_mode(gtk.SELECTION_MULTIPLE) selection.connect('changed', selection_changed) selection_changed(selection) def response(dialog, resp): if resp == gtk.RESPONSE_CLOSE: window.destroy() elif resp == gtk.RESPONSE_HELP: cache_help.display() elif resp == DELETE: self._delete() window.connect('response', response) @property def model(self): return self.view_model.get_model() def _delete(self): errors = [] model = self.model paths = get_selected_paths(self.tree_view) paths.reverse() for path in paths: item = model[path][ITEM_OBJECT.idx] assert item.delete try: item.delete() except OSError as ex: errors.append(str(ex)) else: model.remove(model.get_iter(path)) self._update_sizes() if errors: gtkutils.show_message_box(self.window, _("Failed to delete:\n%s") % '\n'.join(errors)) def show(self): """Display the window and scan the caches to populate it.""" self.window.show() self.window.window.set_cursor(gtkutils.get_busy_pointer()) gtk.gdk.flush() self._populate_model() self.set_initial_expansion() def set_initial_expansion(self): model = self.model try: i = model.get_iter_root() while i: # expand only "Feeds" if model[i][ITEM_OBJECT.idx] is SECTION_INTERFACES: self.tree_view.expand_row(model.get_path(i), False) i = model.iter_next(i) finally: self.window.window.set_cursor(None) def _populate_model(self): # Find cached implementations unowned = {} # Impl ID -> Store duplicates = [] # TODO for s in self.iface_cache.stores.stores: if os.path.isdir(s.dir): for id in os.listdir(s.dir): if id in unowned: duplicates.append(id) unowned[id] = s ok_feeds = [] error_feeds = [] # Look through cached feeds for implementation owners all_interfaces = self.iface_cache.list_all_interfaces() all_feeds = {} for uri in all_interfaces: try: iface = self.iface_cache.get_interface(uri) except Exception as ex: error_feeds.append((uri, str(ex), 0)) else: all_feeds.update(self.iface_cache.get_feeds(iface)) for url, feed in all_feeds.iteritems(): if not feed: continue feed_size = 0 try: if url != feed.url: # (e.g. for .new feeds) raise Exception('Incorrect URL for feed (%s vs %s)' % (url, feed.url)) if os.path.isabs(url): cached_feed = url feed_type = LocalFeed else: feed_type = RemoteFeed cached_feed = basedir.load_first_cache(namespaces.config_site, 'interfaces', model.escape(url)) user_overrides = basedir.load_first_config(namespaces.config_site, namespaces.config_prog, 'interfaces', model._pretty_escape(url)) feed_size = size_if_exists(cached_feed) + size_if_exists(user_overrides) except Exception as ex: error_feeds.append((url, str(ex), feed_size)) else: cached_feed = feed_type(feed, feed_size) for impl in feed.implementations.values(): if impl.local_path: cached_feed.in_cache.append(LocalImplementation(impl)) for digest in impl.digests: if digest in unowned: cached_dir = unowned[digest].dir impl_path = os.path.join(cached_dir, digest) impl_size = get_size(impl_path) cached_feed.in_cache.append(KnownImplementation(cached_feed, cached_dir, impl, impl_size, digest)) del unowned[digest] cached_feed.in_cache.sort() ok_feeds.append(cached_feed) if error_feeds: iter = SECTION_INVALID_INTERFACES.append_to(self.raw_model) for uri, ex, size in error_feeds: item = InvalidFeed(uri, ex, size) item.append_to(self.raw_model, iter) unowned_sizes = [] local_dir = os.path.join(basedir.xdg_cache_home, '0install.net', 'implementations') for id in unowned: if unowned[id].dir == local_dir: impl = UnusedImplementation(local_dir, id) unowned_sizes.append((impl.size, impl)) if unowned_sizes: iter = SECTION_UNOWNED_IMPLEMENTATIONS.append_to(self.raw_model) for size, item in unowned_sizes: item.append_to(self.raw_model, iter) if ok_feeds: iter = SECTION_INTERFACES.append_to(self.raw_model) for item in ok_feeds: item.append_to(self.raw_model, iter) self._update_sizes() def _update_sizes(self): """Set TOTAL_SIZE and PRETTY_SIZE to the total size, including all children.""" m = self.raw_model def update(itr): total = m[itr][SELF_SIZE.idx] total += sum(map(update, all_children(m, itr))) m[itr][PRETTY_SIZE.idx] = support.pretty_size(total) if total else '-' m[itr][TOTAL_SIZE.idx] = total return total itr = m.get_iter_root() while itr: update(itr) itr = m.iter_next(itr) SORT_OPTIONS = [ ('URI', URI, gtk.SORT_ASCENDING), ('Name', NAME, gtk.SORT_ASCENDING), ('Size', TOTAL_SIZE, gtk.SORT_DESCENDING), ] def init_filters(): def filter_only(filterable_types, filter_func): def _filter(model, iter): obj = model.get_value(iter, ITEM_OBJECT.idx) if any((isinstance(obj, t) for t in filterable_types)): result = filter_func(model, iter) return result return True return _filter def not_(func): return lambda *a: not func(*a) def is_local_feed(model, iter): return isinstance(model[iter][ITEM_OBJECT.idx], LocalFeed) def has_implementations(model, iter): return model.iter_has_child(iter) return [ ('All', lambda *a: True), ('Feeds with implementations', filter_only([ValidFeed], has_implementations)), ('Feeds without implementations', filter_only([ValidFeed], not_(has_implementations))), ('Local Feeds', filter_only([ValidFeed], is_local_feed)), ('Remote Feeds', filter_only([ValidFeed], not_(is_local_feed))), ] FILTER_OPTIONS = init_filters() cache_help = help_box.HelpBox(_("Cache Explorer Help"), (_('Overview'), '\n' + _("""When you run a program using Zero Install, it downloads the program's 'feed' file, \ which gives information about which versions of the program are available. This feed \ file is stored in the cache to save downloading it next time you run the program. When you have chosen which version (implementation) of the program you want to \ run, Zero Install downloads that version and stores it in the cache too. Zero Install lets \ you have many different versions of each program on your computer at once. This is useful, \ since it lets you use an old version if needed, and different programs may need to use \ different versions of libraries in some cases. The cache viewer shows you all the feeds and implementations in your cache. \ This is useful to find versions you don't need anymore, so that you can delete them and \ free up some disk space.""")), (_('Invalid feeds'), '\n' + _("""The cache viewer gets a list of all feeds in your cache. However, some may not \ be valid; they are shown in the 'Invalid feeds' section. It should be fine to \ delete these. An invalid feed may be caused by a local feed that no longer \ exists or by a failed attempt to download a feed (the name ends in '.new').""")), (_('Unowned implementations and temporary files'), '\n' + _("""The cache viewer searches through all the feeds to find out which implementations \ they use. If no feed uses an implementation, it is shown in the 'Unowned implementations' \ section. Unowned implementations can result from old versions of a program no longer being listed \ in the feed file. Temporary files are created when unpacking an implementation after \ downloading it. If the archive is corrupted, the unpacked files may be left there. Unless \ you are currently unpacking new programs, it should be fine to delete everything in this \ section.""")), (_('Feeds'), '\n' + _("""All remaining feeds are listed in this section. You may wish to delete old versions of \ certain programs. Deleting a program which you may later want to run will require it to be downloaded \ again. Deleting a version of a program which is currently running may cause it to crash, so be careful!""")))
dabrahams/zeroinstall
zeroinstall/gtkui/cache.py
Python
lgpl-2.1
22,281
[ "VisIt" ]
456ae1542a96329ad93007e8a01cb23c38e781ff8b8a8170b5a05ac754c1fd2d
# Orca # # Copyright 2011. Orca Team. # Author: Joanmarie Diggs <joanmarie.diggs@gmail.com> # # This library is free software; you can redistribute it and/or # modify it under the terms of the GNU Lesser General Public # License as published by the Free Software Foundation; either # version 2.1 of the License, or (at your option) any later version. # # This library is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU # Lesser General Public License for more details. # # You should have received a copy of the GNU Lesser General Public # License along with this library; if not, write to the # Free Software Foundation, Inc., Franklin Street, Fifth Floor, # Boston MA 02110-1301 USA. __id__ = "$Id$" __version__ = "$Revision$" __date__ = "$Date$" __copyright__ = "Copyright (c) 2011. Orca Team." __license__ = "LGPL" from gi.repository import GLib import pyatspi import queue import threading import time from . import debug from . import input_event from . import messages from . import orca_state from . import script_manager from . import settings _scriptManager = script_manager.getManager() class EventManager: def __init__(self): debug.println(debug.LEVEL_FINEST, 'INFO: Initializing event manager') self._scriptListenerCounts = {} self.registry = pyatspi.Registry self._active = False self._enqueueCount = 0 self._dequeueCount = 0 self._eventQueue = queue.Queue(0) self._gidleId = 0 self._gidleLock = threading.Lock() self.noFocusTimestamp = 0.0 debug.println(debug.LEVEL_FINEST, 'INFO: Event manager initialized') def activate(self): """Called when this presentation manager is activated.""" debug.println(debug.LEVEL_FINEST, 'INFO: Activating event manager') self._registerListener("window:activate") self._registerListener("window:deactivate") self._registerListener("object:children-changed") self._registerListener("mouse:button") self._active = True debug.println(debug.LEVEL_FINEST, 'INFO: Event manager activated') def deactivate(self): """Called when this event manager is deactivated.""" debug.println(debug.LEVEL_FINEST, 'INFO: Dectivating event manager') self._active = False for eventType in list(self._scriptListenerCounts.keys()): self.registry.deregisterEventListener(self._enqueue, eventType) self._scriptListenerCounts = {} debug.println(debug.LEVEL_FINEST, 'INFO: Event manager deactivated') def _ignore(self, event): """Returns True if this event should be ignored.""" if not self._active: return True ignoredList = ['object:state-changed:defunct', 'object:property-change:accessible-parent'] ignoredList.extend(settings.ignoredEventsList) if list(filter(event.type.startswith, ignoredList)): return True # This should ultimately be changed as there are valid reasons # to handle these events at the application level. if event.type.startswith('object:children-changed:remove') \ and event.source != self.registry.getDesktop(0): return True return False def _addToQueue(self, event, asyncMode): debugging = settings.debugEventQueue if debugging: debug.println(debug.LEVEL_ALL, " acquiring lock...") self._gidleLock.acquire() if debugging: debug.println(debug.LEVEL_ALL, " ...acquired") debug.println(debug.LEVEL_ALL, " calling queue.put...") debug.println(debug.LEVEL_ALL, " (full=%s)" \ % self._eventQueue.full()) self._eventQueue.put(event) if debugging: debug.println(debug.LEVEL_ALL, " ...put complete") if asyncMode and not self._gidleId: if settings.gilSleepTime: time.sleep(settings.gilSleepTime) self._gidleId = GLib.idle_add(self._dequeue) if debugging: debug.println(debug.LEVEL_ALL, " releasing lock...") self._gidleLock.release() if settings.debugEventQueue: debug.println(debug.LEVEL_ALL, " ...released") def _queuePrintln(self, e, isEnqueue=True): """Convenience method to output queue-related debugging info.""" if isinstance(e, input_event.KeyboardEvent): data = "'%s' (%d)" % (e.event_string, e.hw_code) elif isinstance(e, input_event.BrailleEvent): data = "'%s'" % repr(e.event) elif not debug.eventDebugFilter or debug.eventDebugFilter.match(e.type): data = "" else: return eType = str(e.type).upper() if isEnqueue: string = "----------> QUEUEING %s %s" % (eType, data) else: string = "DEQUEUED %s %s <----------" % (eType, data) debug.println(debug.LEVEL_ALL, string) def _enqueue(self, e): """Handles the enqueueing of all events destined for scripts. Arguments: - e: an at-spi event. """ if settings.debugEventQueue: if self._enqueueCount: msg = "_enqueue entered before exiting (count = %d)" \ % self._enqueueCount debug.println(debug.LEVEL_ALL, msg) self._enqueueCount += 1 inputEvents = (input_event.KeyboardEvent, input_event.BrailleEvent) isObjectEvent = not isinstance(e, inputEvents) if isObjectEvent and self._ignore(e): if settings.debugEventQueue: self._enqueueCount -= 1 return self._queuePrintln(e) asyncMode = settings.asyncMode if isObjectEvent: app = e.source.getApplication() try: toolkitName = app.toolkitName except: toolkitName = None if toolkitName in settings.synchronousToolkits: asyncMode = False script = _scriptManager.getScript(app, e.source) script.eventCache[e.type] = (e, time.time()) self._addToQueue(e, asyncMode) if not asyncMode: self._dequeue() if settings.debugEventQueue: self._enqueueCount -= 1 def _dequeue(self): """Handles all events destined for scripts. Called by the GTK idle thread.""" rerun = True if settings.debugEventQueue: debug.println(debug.LEVEL_ALL, "event_manager._dequeue %d" % self._dequeueCount) self._dequeueCount += 1 try: event = self._eventQueue.get_nowait() self._queuePrintln(event, isEnqueue=False) inputEvents = (input_event.KeyboardEvent, input_event.BrailleEvent) if isinstance(event, inputEvents): self._processInputEvent(event) else: orca_state.currentObjectEvent = event debugging = not debug.eventDebugFilter \ or debug.eventDebugFilter.match(event.type) if debugging: startTime = time.time() debug.println(debug.eventDebugLevel, "\nvvvvv PROCESS OBJECT EVENT %s vvvvv" \ % event.type) self._processObjectEvent(event) if debugging: debug.println(debug.eventDebugLevel, "TOTAL PROCESSING TIME: %.4f" \ % (time.time() - startTime)) debug.println(debug.eventDebugLevel, "^^^^^ PROCESS OBJECT EVENT %s ^^^^^\n" \ % event.type) orca_state.currentObjectEvent = None # [[[TODO: HACK - it would seem logical to only do this if we # discover the queue is empty, but this inroduces a hang for # some reason if done inside an acquire/release block for a # lock. So...we do it here.]]] # try: noFocus = \ not orca_state.activeScript \ or (not orca_state.locusOfFocus and \ self.noFocusTimestamp != orca_state.noFocusTimestamp) except: noFocus = True self._gidleLock.acquire() if self._eventQueue.empty(): if noFocus: if settings.gilSleepTime: time.sleep(settings.gilSleepTime) fullMessage = messages.NO_FOCUS defaultScript = _scriptManager.getDefaultScript() defaultScript.presentMessage(fullMessage, '') self.noFocusTimestamp = orca_state.noFocusTimestamp self._gidleId = 0 rerun = False # destroy and don't call again self._gidleLock.release() except queue.Empty: debug.println(debug.LEVEL_SEVERE, "event_manager._dequeue: the event queue is empty!") self._gidleId = 0 rerun = False # destroy and don't call again except: debug.printException(debug.LEVEL_SEVERE) if settings.debugEventQueue: self._dequeueCount -= 1 debug.println(debug.LEVEL_ALL, "Leaving _dequeue. Count: %d" % self._dequeueCount) return rerun def _registerListener(self, eventType): """Tells this module to listen for the given event type. Arguments: - eventType: the event type. """ debug.println(debug.LEVEL_FINEST, 'INFO: Event manager registering listener for: %s' \ % eventType) if eventType in self._scriptListenerCounts: self._scriptListenerCounts[eventType] += 1 else: self.registry.registerEventListener(self._enqueue, eventType) self._scriptListenerCounts[eventType] = 1 def _deregisterListener(self, eventType): """Tells this module to stop listening for the given event type. Arguments: - eventType: the event type. """ debug.println(debug.LEVEL_FINEST, 'INFO: Event manager deregistering listener for: %s' \ % eventType) if not eventType in self._scriptListenerCounts: return self._scriptListenerCounts[eventType] -= 1 if self._scriptListenerCounts[eventType] == 0: self.registry.deregisterEventListener(self._enqueue, eventType) del self._scriptListenerCounts[eventType] def registerScriptListeners(self, script): """Tells the event manager to start listening for all the event types of interest to the script. Arguments: - script: the script. """ debug.println(debug.LEVEL_FINEST, 'INFO: Event manager registering listeners for: %s' \ % script) for eventType in list(script.listeners.keys()): self._registerListener(eventType) def deregisterScriptListeners(self, script): """Tells the event manager to stop listening for all the event types of interest to the script. Arguments: - script: the script. """ debug.println(debug.LEVEL_FINEST, 'INFO: Event manager deregistering listeners for: %s' \ % script) for eventType in list(script.listeners.keys()): self._deregisterListener(eventType) def registerModuleListeners(self, listeners): """Register the listeners on behalf of the caller.""" for eventType, function in list(listeners.items()): self.registry.registerEventListener(function, eventType) def deregisterModuleListeners(self, listeners): """Deegister the listeners on behalf of the caller.""" for eventType, function in list(listeners.items()): self.registry.deregisterEventListener(function, eventType) def registerKeystrokeListener(self, function, mask=None, kind=None): """Register the keystroke listener on behalf of the caller.""" debug.println( debug.LEVEL_FINEST, 'INFO: Event manager registering keystroke listener function: %s' \ % function) if mask == None: mask = list(range(256)) if kind == None: kind = (pyatspi.KEY_PRESSED_EVENT, pyatspi.KEY_RELEASED_EVENT) self.registry.registerKeystrokeListener(function, mask=mask, kind=kind) def deregisterKeystrokeListener(self, function, mask=None, kind=None): """Deregister the keystroke listener on behalf of the caller.""" debug.println( debug.LEVEL_FINEST, 'INFO: Event manager deregistering keystroke listener function: %s'\ % function) if mask == None: mask = list(range(256)) if kind == None: kind = (pyatspi.KEY_PRESSED_EVENT, pyatspi.KEY_RELEASED_EVENT) self.registry.deregisterKeystrokeListener( function, mask=mask, kind=kind) def _processInputEvent(self, event): """Processes the given input event based on the keybinding from the currently-active script. Arguments: - event: an instance of BrailleEvent or a KeyboardEvent """ if not orca_state.activeScript: return if isinstance(event, input_event.KeyboardEvent): function = orca_state.activeScript.processKeyboardEvent data = "'%s' (%d)" % (event.event_string, event.hw_code) elif isinstance(event, input_event.BrailleEvent): function = orca_state.activeScript.processBrailleEvent data = "'%s'" % repr(event.event) else: return eType = str(event.type).upper() startTime = time.time() debug.println(debug.eventDebugLevel, "\nvvvvv PROCESS %s %s vvvvv" % (eType, data)) try: function(event) except: debug.printException(debug.LEVEL_WARNING) debug.printStack(debug.LEVEL_WARNING) debug.println(debug.eventDebugLevel, "TOTAL PROCESSING TIME: %.4f" \ % (time.time() - startTime)) debug.println(debug.eventDebugLevel, "^^^^^ PROCESS %s %s ^^^^^\n" % (eType, data)) @staticmethod def _getScriptForEvent(event): """Returns the script associated with event.""" if event.type.startswith("mouse:"): return orca_state.activeScript script = None try: app = event.host_application or event.source.getApplication() if app and app.getState().contains(pyatspi.STATE_DEFUNCT): msg = 'WARNING: App is defunct. Cannot get script for event.' debug.println(debug.LEVEL_WARNING, msg) return None except: msg = 'WARNING: Exception when getting script for event.' debug.println(debug.LEVEL_WARNING, msg) else: script = _scriptManager.getScript(app, event.source) return script def _isActivatableEvent(self, event, script=None): """Determines if the event is one which should cause us to change which script is currently active. Returns a (boolean, string) tuple indicating whether or not this is an activatable event, and our reason (for the purpose of debugging). """ if not event.source: return False, "event.source? What event.source??" role = state = None try: role = event.source.getRole() except (LookupError, RuntimeError): return False, "Error getting event.source's role" try: state = event.source.getState() except (LookupError, RuntimeError): return False, "Error getting event.source's state" if not script: script = self._getScriptForEvent(event) if not script: return False, "There is no script for this event." if script == orca_state.activeScript: return False, "The script for this event is already active." if not script.isActivatableEvent(event): return False, "The script says not to activate for this event." eType = event.type if eType.startswith('window:activate'): return True, "window:activate event" if eType.startswith('focus') \ or (eType.startswith('object:state-changed:focused') and event.detail1): return True, "Event source claimed focus." # This condition appears with gnome-screensave-dialog. # See bug 530368. if eType.startswith('object:state-changed:showing') \ and role == pyatspi.ROLE_PANEL \ and state.contains(pyatspi.STATE_MODAL): return True, "Modal panel is showing." return False, "No reason found to activate a different script." def _processObjectEvent(self, event): """Handles all object events destined for scripts. Arguments: - e: an at-spi event. """ debug.printObjectEvent(debug.LEVEL_FINEST, event) eType = event.type if eType.startswith("object:children-changed:remove"): try: if event.source == self.registry.getDesktop(0): _scriptManager.reclaimScripts() return except (LookupError, RuntimeError): # If we got this error here, we'll get it again when we # attempt to get the state, catch it, and clean up. pass except: debug.printException(debug.LEVEL_WARNING) return # Clean up any flat review context so that Orca does not get # confused (see bgo#609633) # if eType.startswith("window:deactivate") \ and orca_state.activeScript \ and orca_state.activeScript.flatReviewContext \ and orca_state.activeScript.app == event.host_application: orca_state.activeScript.flatReviewContext = None try: state = event.source.getState() except (LookupError, RuntimeError): debug.println(debug.LEVEL_WARNING, "Error while processing event: %s" % eType) if eType.startswith("window:deactivate"): orca_state.locusOfFocus = None orca_state.activeWindow = None return except: return if state and state.contains(pyatspi.STATE_DEFUNCT): debug.println(debug.LEVEL_FINEST, "IGNORING DEFUNCT OBJECT") if eType.startswith("window:deactivate"): orca_state.locusOfFocus = None orca_state.activeWindow = None return if state and state.contains(pyatspi.STATE_ICONIFIED): debug.println(debug.LEVEL_FINEST, "IGNORING ICONIFIED OBJECT") return if not debug.eventDebugFilter or debug.eventDebugFilter.match(eType) \ and not eType.startswith("mouse:"): debug.printDetails(debug.LEVEL_FINEST, " ", event.source) script = self._getScriptForEvent(event) if not script: return debug.println(debug.LEVEL_FINEST, "Script for event: %s" % script.name) setNewActiveScript, reason = self._isActivatableEvent(event, script) if setNewActiveScript: app = event.host_application or event.source.getApplication() _scriptManager.setActiveScript(script, reason) script.processObjectEvent(event) def processKeyboardEvent(self, keyboardEvent): """Processes the given keyboard event based on the keybinding from the currently active script. This method is called synchronously from the at-spi registry and should be performant. In addition, it must return True if it has consumed the event (and False if not). Arguments: - keyboardEvent: an instance of input_event.KeyboardEvent Returns True if the event should be consumed. """ consume = False if orca_state.activeScript \ and orca_state.activeScript.consumesKeyboardEvent(keyboardEvent): consume = not orca_state.bypassNextCommand if consume: self._enqueue(keyboardEvent) return consume def processBrailleEvent(self, brailleEvent): """Called whenever a cursor key is pressed on the Braille display. Arguments: - brailleEvent: an instance of input_event.BrailleEvent Returns True if the command was consumed; otherwise False """ if orca_state.activeScript \ and orca_state.activeScript.consumesBrailleEvent(brailleEvent): self._enqueue(brailleEvent) return True else: return False _manager = EventManager() def getManager(): return _manager
h4ck3rm1k3/orca-sonar
src/orca/event_manager.py
Python
lgpl-2.1
21,739
[ "ORCA" ]
d9ecf13d9f532c2e4bdee3d649c3e9f69e626769fbc2a128d30dd46bb64e10ba
# Copyright 2013-2021 Lawrence Livermore National Security, LLC and other # Spack Project Developers. See the top-level COPYRIGHT file for details. # # SPDX-License-Identifier: (Apache-2.0 OR MIT) from spack import * class RRrblup(RPackage): """Ridge Regression and Other Kernels for Genomic Selection Software for genomic prediction with the RR-BLUP mixed model (Endelman 2011, <doi:10.3835/plantgenome2011.08.0024>). One application is to estimate marker effects by ridge regression; alternatively, BLUPs can be calculated based on an additive relationship matrix or a Gaussian kernel.""" homepage = "https://potatobreeding.cals.wisc.edu/software" url = "https://cloud.r-project.org/src/contrib/rrBLUP_4.6.tar.gz" list_url = "https://cloud.r-project.org/src/contrib/Archive/rrBLUP" version('4.6.1', sha256='e9230e74cc430a83ac5567071cb1c7f00b35c368f7d79bcc1cfde7225446c4db') version('4.6', sha256='28b475a1466fcdc1780caace75cf34155338fda496cebd5799315598a4bc84af') depends_on('r@2.14:', type=('build', 'run'))
LLNL/spack
var/spack/repos/builtin/packages/r-rrblup/package.py
Python
lgpl-2.1
1,071
[ "Gaussian" ]
8d4f25a4864477d81a78b50d90c793b08efa84855e9aa87455e7ecbdd591dba7
from __future__ import division import numpy as np import scipy from scipy.spatial.distance import cdist from DensityEstimator import DensityEstimator from VectorGaussianKernel import VectorGaussianKernel from multi_flatten import multi_flatten class WeightedKDE(DensityEstimator): def __init__(self, d_points, num_subsamples=-1, num_pts_used=-1, d=None, kernel='gaussian', h=None, fixed_bandwidth=False, mode="FULL"): super(WeightedKDE, self).__init__(d_points, num_subsamples, num_pts_used) if not d: if len(self.points.shape) < 2: d = 1 else: d = self.points.shape[1] self.kernel = kernel self.mode = mode self.h = h self.dim = d if not self.h: self.update_bandwidth(self.calculate_bandwidth(self.points)) else: self._update_norm_consts() self.xs = self.points self.kde = self.good_kde self.saved_results = {} self.fixed_bandwidth = fixed_bandwidth def __call__(self, query_points, weights=None, label=None, do_not_cache=False): return self.kde(query_points, weights, label, do_not_cache) def _update_norm_consts(self): h = self.h d = self.dim if not h is None: if self.mode == "SCALAR": self._norm_const_1 = 1./(h**d * np.sqrt(2*np.pi)) else: self._norm_const_1 = 1./(np.linalg.det(h) * (2*np.pi)**(d/2.)) def get_norm_consts(self): return self._norm_const_1 def update_bandwidth(self, h): self.h = h self._update_norm_consts() def chunk_process(self, chunk1, chunk2): if self.mode == "SCALAR": c2 = -0.5/self.h**2 distances = cdist(chunk1, chunk2, 'euclidean')**2 return np.exp(c2 * distances) else: HI = np.linalg.inv(self.h) distances = cdist(chunk1, chunk2, 'mahalanobis', VI=HI**2) return np.exp(-0.5 * distances) def inner_loop(self, const1, weights, chunk, state_points, block_length): M = state_points.shape[0] j_results = [] start_j = 0 end_j = 0 for block_j in range(M // block_length): start_j = block_j * block_length end_j = start_j + block_length cp = self.chunk_process(chunk, state_points[start_j:end_j]) j_results.append(cp) """ compute remaining distances for j block """ cp = self.chunk_process(chunk, state_points[end_j:]) j_results.append(cp) stacked = np.hstack(j_results) return const1 * np.dot(stacked, weights), stacked def good_kde(self, query_points, weights, label, do_not_cache): xs = multi_flatten(self.xs) query_points = multi_flatten(query_points) N = query_points.shape[0] M = xs.shape[0] if self.h is None: self.update_bandwidth(self.calculate_bandwidth(xs)) if weights is None: weights = np.ones(M) else: weights = weights[self.sampled_indices] const1 = self._norm_const_1 if self.fixed_bandwidth and label in self.saved_results: stacks = self.saved_results[label] all_results = [const1 * np.dot(s, weights) for s in stacks] return 1./weights.sum() * np.hstack(all_results) else: block_length = 500 all_results = [] d_stacks = [] stacks = [] start_i = 0 end_i = 0 for block_i in range(N // block_length): start_i = block_i * block_length end_i = start_i + block_length inner_result, stacked = self.inner_loop(const1, weights, query_points[start_i:end_i], xs, block_length) all_results.append(inner_result) if self.fixed_bandwidth: stacks.append(stacked) """ Compute for remaining block """ inner_result, stacked = self.inner_loop(const1, weights, query_points[end_i:], xs, block_length) all_results.append(inner_result) if self.fixed_bandwidth and not do_not_cache: stacks.append(stacked) self.saved_results[label] = stacks return 1./weights.sum() * np.hstack(all_results) def is_pos_semi_def(self, S): return np.all(np.linalg.eigvals(S) >= 0) def calculate_bandwidth(self, data): """ Rule-of-Thumb """ data = multi_flatten(data) n = data.shape[0] d = data.shape[1] a = 1. / (d + 4) if self.mode == "FULL": """ Full Covariance """ if d == 1: s_mat = np.std(data, axis=0) * np.eye(d) else: cov = np.cov(data, rowvar=0) if self.is_pos_semi_def(cov): s_mat = scipy.linalg.sqrtm(cov) else: s_mat = np.std(data, axis=0) * np.eye(d) return ((4./(d+2))**a) * s_mat * (n**-a) elif self.mode in ("DIAG", "DIAGONAL"): """ Diagonal Covariance """ cov_mat = np.std(data, axis=0) * np.eye(d) return ((4./(d+2))**a) * cov_mat * (n**-a) else: """ Scalar Covariance """ stds = np.std(data, axis=0) return ((4./(d+2))**a) * (np.mean(stds).item()) * (n**-a)
george-montanez/LICORScabinet
WeightedKDE.py
Python
gpl-2.0
5,589
[ "Gaussian" ]
e9064b6add4878ca582c7096f8f4715f1ed485dedf8e928af4dde312ef214cbf
# # Copyright 2016 The BigDL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # from optparse import OptionParser from bigdl.dllib.nn.layer import Model from pyspark.sql.functions import col, udf from pyspark.sql.types import StringType, DoubleType from bigdl.dllib.nncontext import * from bigdl.dllib.feature.image import * from bigdl.dllib.nnframes import * from bigdl.orca.learn.bigdl.estimator import Estimator from bigdl.orca import init_orca_context, stop_orca_context def inference(image_path, model_path, batch_size, sc): imageDF = NNImageReader.readImages(image_path, sc, resizeH=300, resizeW=300, image_codec=1) getName = udf(lambda row: row[0], StringType()) transformer = ChainedPreprocessing( [RowToImageFeature(), ImageResize(256, 256), ImageCenterCrop(224, 224), ImageChannelNormalize(123.0, 117.0, 104.0), ImageMatToTensor(), ImageFeatureToTensor()]) model = Model.loadModel(model_path) est = Estimator.from_bigdl(model=model, feature_preprocessing=transformer) predictionDF = est.predict(data=imageDF, batch_size=batch_size, feature_cols="image" ).withColumn("name", getName(col("image"))) return predictionDF if __name__ == "__main__": parser = OptionParser() parser.add_option("-m", dest="model_path", help="Required. pretrained model path.") parser.add_option("-f", dest="image_path", help="training data path.") parser.add_option("--b", "--batch_size", type=int, dest="batch_size", default="56", help="The number of samples per gradient update. Default is 56.") parser.add_option('--cluster_mode', type=str, dest="cluster_mode", default="local", help='The mode for the Spark cluster. local, yarn or spark-submit.') (options, args) = parser.parse_args(sys.argv) if not options.model_path: parser.print_help() parser.error('model_path is required') if not options.image_path: parser.print_help() parser.error('image_path is required') cluster_mode = options.cluster_mode if cluster_mode == "local": sc = init_orca_context(memory="3g") elif cluster_mode.startswith("yarn"): if cluster_mode == "yarn-client": sc = init_orca_context(cluster_mode="yarn-client", num_nodes=2, memory="3g") else: sc = init_orca_context(cluster_mode="yarn-cluster", num_nodes=2, memory="3g") elif cluster_mode == "spark-submit": sc = init_orca_context(cluster_mode="spark-submit") else: print("init_orca_context failed. cluster_mode should be one of 'local', 'yarn' and 'spark-submit' but got " + cluster_mode) image_path = options.image_path model_path = options.model_path batch_size = options.batch_size get_most_possible = udf(lambda p: float(p.index(max(p))), DoubleType()) predictionDF = inference(image_path, model_path, batch_size, sc) \ .withColumn("prediction", get_most_possible(col("prediction"))) predictionDF.select("name", "prediction").orderBy("name").show(20, False) print("finished...") stop_orca_context()
intel-analytics/BigDL
python/orca/example/learn/bigdl/imageInference/imageInference.py
Python
apache-2.0
3,803
[ "ORCA" ]
3fe07f7426220306186b252c4c6fe6a9299901f651d217ba05d5dee361e0dcf6
# # Copyright (c) 2008--2017 Red Hat, Inc. # # This software is licensed to you under the GNU General Public License, # version 2 (GPLv2). There is NO WARRANTY for this software, express or # implied, including the implied warranties of MERCHANTABILITY or FITNESS # FOR A PARTICULAR PURPOSE. You should have received a copy of GPLv2 # along with this software; if not, see # http://www.gnu.org/licenses/old-licenses/gpl-2.0.txt. # # Red Hat trademarks are not licensed under GPLv2. No permission is # granted to use or replicate Red Hat trademarks that are incorporated # in this software or its documentation. # # import time import string import rpm import sys try: # python 2 import xmlrpclib except ImportError: # python3 import xmlrpc.client as xmlrpclib from spacewalk.common.usix import IntType # common module from spacewalk.common.usix import raise_with_tb from spacewalk.common import rhnCache, rhnFlags from spacewalk.common.rhnConfig import CFG from spacewalk.common.rhnLog import log_debug, log_error from spacewalk.common.rhnException import rhnFault, rhnException from spacewalk.common.rhnTranslate import _ # local module import rhnUser import rhnSQL import rhnLib class NoBaseChannelError(Exception): pass class InvalidServerArchError(Exception): pass class BaseChannelDeniedError(Exception): pass class ChannelException(Exception): def __init__(self, channel_id=None, *args, **kwargs): Exception.__init__(self, *args, **kwargs) self.channel_id = channel_id self.channel = None class ModifiedError(ChannelException): pass class IncompatibilityError(Exception): pass class InvalidDataError(Exception): pass class ChannelNotFoundError(Exception): pass class NoToolsChannel(Exception): pass class NoChildChannels(Exception): pass class InvalidChannel(Exception): pass class BaseDatabaseObject: def __init__(self): self._row = None def __getattr__(self, name): if name.startswith('get_'): return rhnLib.CallableObj(name[4:], self._get) if name.startswith('set_'): return rhnLib.CallableObj(name[4:], self._set) raise AttributeError(name) def _set(self, name, val): self._new_row() self._row[name] = val def _get(self, name): return self._row[name] def _new_row(self): raise NotImplementedError() def save(self, with_updates=1): try: return self._save(with_updates=with_updates) except: rhnSQL.rollback() raise def _save(self, with_updates=1): try: self._row.save(with_updates=with_updates) except rhnSQL.ModifiedRowError: raise_with_tb(ModifiedError(self._row['id']), sys.exc_info()[2]) class BaseChannelObject(BaseDatabaseObject): _table_name = None _sequence_name = None _generic_fields = [] def load_by_label(self, label): self.__init__() self._row = rhnSQL.Row(self._table_name, 'label') self._row.load(label) return self def load_by_id(self, obj_id): self.__init__() self._row = rhnSQL.Row(self._table_name, 'id') self._row.load(obj_id) return self def load_from_dict(self, dict): # Re-init self.__init__() for f in self._generic_fields: method = getattr(self, 'set_' + f) method(dict.get(f)) self._load_rest(dict) return self def _load_rest(self, dict): pass def exists(self): if not self._row: return 0 return self._row.real def get_org_id(self): org_id = self._row['org_id'] if org_id is None: return None row = self._lookup_org_id(org_id) if row.real: return row['login'] return org_id def set_org_id(self, val): self._new_row() if val is None or isinstance(val, IntType): self._row['org_id'] = val return row = self._lookup_org_by_login(val) if not row.real: raise InvalidDataError("No such org", val) self._row['org_id'] = row['org_id'] def _lookup_org_id(self, org_id): row = rhnSQL.Row('web_contact', 'org_id') row.load(org_id) return row def _lookup_org_by_login(self, login): row = rhnSQL.Row('web_contact', 'login') row.load(login) return row def _lookup_channel_family_by_id(self, channel_family_id): row = rhnSQL.Row('rhnChannelFamily', 'id') row.load(channel_family_id) return row def _lookup_channel_family_by_label(self, channel_family): row = rhnSQL.Row('rhnChannelFamily', 'label') row.load(channel_family) return row def _new_row(self): if self._row is None: self._row = rhnSQL.Row(self._table_name, 'id') channel_id = rhnSQL.Sequence(self._sequence_name).next() self._row.create(channel_id) def as_dict(self): ret = {} for f in self._generic_fields: method = getattr(self, 'get_' + f) val = method() ret[f] = val return ret # Channel creation class Channel(BaseChannelObject): _table_name = 'rhnChannel' _sequence_name = 'rhn_channel_id_seq' _generic_fields = ['label', 'name', 'summary', 'description', 'basedir', 'org_id', 'gpg_key_url', 'gpg_key_id', 'gpg_key_fp', 'end_of_life', 'channel_families', 'channel_arch', ] def __init__(self): BaseChannelObject.__init__(self) self._channel_families = [] self._dists = {} self._parent_channel_arch = None def load_by_label(self, label): BaseChannelObject.load_by_label(self, label) self._load_channel_families() self._load_dists() return self def load_by_id(self, label): BaseChannelObject.load_by_id(self, label) self._load_channel_families() self._load_dists() return self def _load_rest(self, dict): dists = dict.get('dists') if not dists: return for dist in dists: release = dist.get('release') os = dist.get('os') self._dists[release] = os _query_get_db_channel_families = rhnSQL.Statement(""" select channel_family_id from rhnChannelFamilyMembers where channel_id = :channel_id """) def _get_db_channel_families(self, channel_id): if channel_id is None: return [] h = rhnSQL.prepare(self._query_get_db_channel_families) h.execute(channel_id=channel_id) return [x['channel_family_id'] for x in h.fetchall_dict() or []] def _load_channel_families(self): channel_id = self._row.get('id') self._channel_families = self._get_db_channel_families(channel_id) return 1 def _load_dists(self): channel_id = self._row.get('id') dists = self._get_db_dists(channel_id) self.set_dists(dists) _query_get_db_dists = rhnSQL.Statement(""" select os, release from rhnDistChannelMap where channel_id = :channel_id and org_id is null """) def _get_db_dists(self, channel_id): if channel_id is None: return [] h = rhnSQL.prepare(self._query_get_db_dists) h.execute(channel_id=channel_id) return h.fetchall_dict() or [] # Setters def set_channel_arch(self, val): self._new_row() arch = self._sanitize_arch(val) row = self._lookup_channel_arch(arch) if not row.real: raise InvalidDataError("No such architecture", arch) self._row['channel_arch_id'] = row['id'] def _sanitize_arch(self, arch): if arch == 'i386': return 'channel-ia32' p = 'channel-' if arch[:len(p)] != p: return p + arch return arch def set_parent_channel(self, val): self._new_row() if val is None: self._row['parent_channel'] = None return row = self._lookup_channel_by_label(val) if not row.real: raise InvalidDataError("Invalid parent channel", val) self._row['parent_channel'] = row['id'] self._parent_channel_arch = row['channel_arch_id'] def set_channel_families(self, val): self._new_row() self._channel_families = [] for cf_label in val: self.add_channel_family(cf_label) def set_end_of_life(self, val): self._new_row() if val is None: self._row['end_of_life'] = None return t = time.strptime(val, "%Y-%m-%d") seconds = time.mktime(t) t = rhnSQL.TimestampFromTicks(seconds) self._row['end_of_life'] = t def add_channel_family(self, name): self._new_row() cf = self._lookup_channel_family_by_label(name) if not cf.real: raise InvalidDataError("Invalid channel family", name) self._channel_families.append(cf['id']) def add_dist(self, release, os=None): if os is None: os = 'Red Hat Linux' self._dists[release] = os def set_dists(self, val): self._dists.clear() for h in val: release = h['release'] os = h['os'] self.add_dist(release, os) # Getters def get_parent_channel(self): pc_id = self._row['parent_channel'] if pc_id is None: return None return self._lookup_channel_by_id(pc_id)['label'] def get_channel_families(self): cf_labels = [] for cf_id in self._channel_families: row = self._lookup_channel_family_by_id(cf_id) if row.real: cf_labels.append(row['label']) return cf_labels def get_channel_arch(self): channel_arch_id = self._row['channel_arch_id'] row = self._lookup_channel_arch_by_id(channel_arch_id) assert row.real return row['label'] def get_end_of_life(self): date_obj = self._row['end_of_life'] if date_obj is None: return None return "%s-%02d-%02d %02d:%02d:%02d" % ( date_obj.year, date_obj.month, date_obj.day, date_obj.hour, date_obj.minute, date_obj.second) def get_dists(self): ret = [] for release, os in self._dists.items(): ret.append({'release': release, 'os': os}) return ret def _lookup_channel_by_id(self, channel_id): row = rhnSQL.Row('rhnChannel', 'id') row.load(channel_id) return row def _lookup_channel_by_label(self, channel): row = rhnSQL.Row('rhnChannel', 'label') row.load(channel) return row def _lookup_channel_arch(self, channel_arch): row = rhnSQL.Row('rhnChannelArch', 'label') row.load(channel_arch) return row def _lookup_channel_arch_by_id(self, channel_arch_id): row = rhnSQL.Row('rhnChannelArch', 'id') row.load(channel_arch_id) return row def _save(self, with_updates=1): if self._parent_channel_arch: if not self._compatible_channel_arches(self._parent_channel_arch, self._row['channel_arch_id']): raise IncompatibilityError("Incompatible channel arches") BaseChannelObject._save(self, with_updates=with_updates) # Save channel families now self._save_channel_families() self._save_dists() _query_remove_channel_families = rhnSQL.Statement(""" delete from rhnChannelFamilyMembers where channel_id = :channel_id and channel_family_id = :channel_family_id """) _query_add_channel_families = rhnSQL.Statement(""" insert into rhnChannelFamilyMembers (channel_id, channel_family_id) values (:channel_id, :channel_family_id) """) def _save_channel_families(self): channel_id = self._row['id'] db_cfids = self._get_db_channel_families(channel_id) h = {} for db_cfid in db_cfids: h[db_cfid] = None to_add = [] for cfid in self._channel_families: if cfid in h: del h[cfid] continue to_add.append(cfid) to_delete = list(h.keys()) if to_delete: h = rhnSQL.prepare(self._query_remove_channel_families) cids = [channel_id] * len(to_delete) h.executemany(channel_id=cids, channel_family_id=to_delete) if to_add: h = rhnSQL.prepare(self._query_add_channel_families) cids = [channel_id] * len(to_add) h.executemany(channel_id=cids, channel_family_id=to_add) def _save_dists(self): channel_id = self._row['id'] db_dists = self._get_db_dists(channel_id) d = self._dists.copy() to_add = [[], []] to_remove = [] to_update = [[], []] for h in db_dists: release = h['release'] os = h['os'] if release not in d: to_remove.append(release) continue # Need to update? m_os = d[release] if m_os == os: # Nothing to do del d[release] continue to_update[0].append(release) to_update[1].append(os) # Everything else should be added for release, os in list(d.items()): to_add[0].append(release) to_add[1].append(os) self._remove_dists(to_remove) self._update_dists(to_update[0], to_update[1]) self._add_dists(to_add[0], to_add[1]) _query_add_dists = rhnSQL.Statement(""" insert into rhnDistChannelMap (channel_id, channel_arch_id, release, os, org_id) values (:channel_id, :channel_arch_id, :release, :os, null) """) def _add_dists(self, releases, oses): self._modify_dists(self._query_add_dists, releases, oses) def _modify_dists(self, query, releases, oses): if not releases: return count = len(releases) channel_ids = [self._row['id']] * count query_args = {'channel_id': channel_ids, 'release': releases} if oses: channel_arch_ids = [self._row['channel_arch_id']] * count query_args.update({'channel_arch_id': channel_arch_ids, 'os': oses}) h = rhnSQL.prepare(query) h.executemany(**query_args) _query_update_dists = rhnSQL.Statement(""" update rhnDistChannelMap set channel_arch_id = :channel_arch_id, os = :os where channel_id = :channel_id and release = :release and org_id is null """) def _update_dists(self, releases, oses): self._modify_dists(self._query_update_dists, releases, oses) _query_remove_dists = rhnSQL.Statement(""" delete from rhnDistChannelMap where channel_id = :channel_id and release = :release and org_id is null """) def _remove_dists(self, releases): self._modify_dists(self._query_remove_dists, releases, None) def _compatible_channel_arches(self, parent_channel_arch, channel_arch): # This could get more complicated later return (parent_channel_arch == channel_arch) def as_dict(self): ret = BaseChannelObject.as_dict(self) ret['dists'] = self.get_dists() return ret class ChannelFamily(BaseChannelObject): _table_name = 'rhnChannelFamily' _sequence_name = 'rhn_channel_family_id_seq' _generic_fields = ['label', 'name', 'product_url'] def _load_by_id(query, item_object, pattern=None): qargs = {} if pattern: query += "and label like :pattern" qargs['pattern'] = pattern h = rhnSQL.prepare(query) h.execute(**qargs) ret = [] while 1: row = h.fetchone_dict() if not row: break c = item_object.load_by_id(row['id']) ret.append(c.as_dict()) return ret def list_channel_families(pattern=None): query = """ select id from rhnChannelFamily where org_id is null """ return _load_by_id(query, ChannelFamily(), pattern) def list_channels(pattern=None): query = """ select id from rhnChannel where 1=1 """ return _load_by_id(query, Channel(), pattern) # makes sure there are no None values in dictionaries, etc. def __stringify(object): if object is None: return '' if type(object) == type([]): return list(map(__stringify, object)) # We need to know __stringify converts immutable types into immutable # types if type(object) == type(()): return tuple(map(__stringify, object)) if type(object) == type({}): ret = {} for k, v in object.items(): ret[__stringify(k)] = __stringify(v) return ret # by default, we just str() it return str(object) # return the channel information def channel_info(channel): log_debug(3, channel) # get the channel information h = rhnSQL.prepare(""" select ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannel c, rhnChannelArch ca where c.channel_arch_id = ca.id and c.label = :channel """) h.execute(channel=str(channel)) ret = h.fetchone_dict() return __stringify(ret) # return information about a base channel for a server_id def get_base_channel(server_id, none_ok=0): log_debug(3, server_id) h = rhnSQL.prepare(""" select ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannel c, rhnChannelArch ca, rhnServerChannel sc where sc.server_id = :server_id and sc.channel_id = c.id and c.channel_arch_id = ca.id and c.parent_channel is NULL """) h.execute(server_id=str(server_id)) ret = h.fetchone_dict() if not ret: if not none_ok: log_error("Server not subscribed to a base channel!", server_id) return None return __stringify(ret) def channels_for_server(server_id): """channel info list for all channels accessible by this server. list channels a server_id is subscribed to We DO NOT want to cache this one because we depend on getting accurate information and the caching would only introduce more overhead on an otherwise very fast query """ log_debug(3, server_id) try: server_id = int(server_id) except: raise_with_tb(rhnFault(8, server_id), sys.exc_info()[2]) # Invalid rhnServer.id # XXX: need to return unsubsubcribed channels and a way to indicate # they arent already subscribed # list all the channels this server is subscribed to. We also want # to know if any of those channels has local packages in it... A # local package has a org_id set. h = rhnSQL.prepare(""" select ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, c.gpg_key_url, case s.org_id when c.org_id then 1 else 0 end local_channel, TO_CHAR(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannelArch ca, rhnChannel c, rhnServerChannel sc, rhnServer s where c.id = sc.channel_id and sc.server_id = :server_id and s.id = :server_id and ca.id = c.channel_arch_id order by c.parent_channel nulls first """) h.execute(server_id=str(server_id)) channels = h.fetchall_dict() if not channels: log_error("Server not subscribed to any channels", server_id) channels = [] return __stringify(channels) def getSubscribedChannels(server_id): """ Format the response from channels_for_server in the way that the handlers expect. """ channelList = channels_for_server(server_id) channels = [] for each in channelList: if 'last_modified' not in each: # No last_modified attribute # Probably an empty channel, so ignore continue channel = [each['label'], each['last_modified']] # isBaseChannel if each['parent_channel']: flag = "0" else: flag = "1" channel.append(flag) # isLocalChannel if each['local_channel']: flag = "1" else: flag = "0" channel.append(flag) channels.append(channel) return channels def isCustomChannel(channel_id): """ Input: channel_id (from DB Table rhnChannel.id) Returns: True if this is a custom channel False if this is not a custom channel """ log_debug(3, channel_id) h = rhnSQL.prepare(""" select rcf.label from rhnChannelFamily rcf, rhnChannelFamilyMembers rcfm where rcfm.channel_id = :channel_id and rcfm.channel_family_id = rcf.id and rcf.org_id is not null """) h.execute(channel_id=str(channel_id)) label = h.fetchone() if label: if label[0].startswith("private-channel-family"): log_debug(3, channel_id, "is a custom channel") return True return False # Fetch base channel for a given release and arch def base_channel_for_rel_arch(release, server_arch, org_id=-1, user_id=None): log_debug(4, release, server_arch, org_id, user_id) query = """ select ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannel c, rhnChannelArch ca where c.channel_arch_id = ca.id and c.id = rhn_channel.base_channel_for_release_arch( :release, :server_arch, :org_id, :user_id) """ rhnSQL.transaction("base_channel_for_rel_arch") h = rhnSQL.prepare(query) try: h.execute(release=str(release), server_arch=str(server_arch), org_id=org_id, user_id=user_id) except rhnSQL.SQLSchemaError: e = sys.exc_info()[1] rhnSQL.rollback("base_channel_for_rel_arch") if e.errno == 20263: # Insufficient permissions for subscription log_debug(4, 'BaseChannelDeniedError') raise_with_tb(BaseChannelDeniedError(), sys.exc_info()[2]) if e.errno == 20244: # Server architecture could not be found log_debug(4, 'InvalidServerArchError') raise_with_tb(InvalidServerArchError(str(server_arch)), sys.exc_info()[2]) # Re-raise unknown eceptions log_debug(4, 'unkown exception') raise log_debug(4, 'got past exceptions') return h.fetchone_dict() def base_eus_channel_for_ver_rel_arch(version, release, server_arch, org_id=-1, user_id=None): """ given a redhat-release version, release, and server arch, return a list of dicts containing the details of the channel z streams either match the version/release pair, or are greater. """ log_debug(4, version, release, server_arch, org_id, user_id) eus_channels_query = """ select c.id, c.label, c.name, rcm.release, c.receiving_updates from rhnChannelPermissions cp, rhnChannel c, rhnServerArch sa, rhnServerChannelArchCompat scac, rhnReleaseChannelMap rcm where rcm.version = :version and scac.server_arch_id = sa.id and sa.label = :server_arch and scac.channel_arch_id = rcm.channel_arch_id and rcm.channel_id = c.id and cp.channel_id = c.id and cp.org_id = :org_id and rhn_channel.loose_user_role_check(c.id, :user_id, 'subscribe') = 1 """ eus_channels_prepared = rhnSQL.prepare(eus_channels_query) eus_channels_prepared.execute(version=version, server_arch=server_arch, user_id=user_id, org_id=org_id) channels = [] while True: channel = eus_channels_prepared.fetchone_dict() if channel is None: break # the release part of redhat-release for rhel 4 is like # 6.1 or 7; we just look at the first digit. # for rhel 5 and up it's the full release number of rhel, followed by # the true release number of the rpm, like 5.0.0.9 (for the 9th # version of the redhat-release rpm, for RHEL GA) db_release = channel['release'] if version in ['4AS', '4ES']: parts = 1 else: parts = 2 server_rel = '.'.join(release.split('-')[0].split('.')[:parts]) channel_rel = '.'.join(db_release.split('.')[:parts]) # XXX we're no longer using the is_default column from the db if rpm.labelCompare(('0', server_rel, '0'), ('0', channel_rel, '0')) == 0: channel['is_default'] = 'Y' channels.append(channel) if rpm.labelCompare(('0', server_rel, '0'), ('0', channel_rel, '0')) < 0: channel['is_default'] = 'N' channels.append(channel) return channels def get_channel_for_release_arch(release, server_arch, org_id=None): log_debug(3, release, server_arch) server_arch = rhnLib.normalize_server_arch(str(server_arch)) log_debug(3, 'normalized arch as %s' % server_arch) if org_id is None: query = """ select distinct ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnDistChannelMap dcm, rhnChannel c, rhnChannelArch ca, rhnServerChannelArchCompat scac, rhnServerArch sa where scac.server_arch_id = sa.id and sa.label = :server_arch and scac.channel_arch_id = dcm.channel_arch_id and dcm.release = :release and dcm.channel_id = c.id and dcm.channel_arch_id = c.channel_arch_id and dcm.org_id is null and c.parent_channel is null and c.org_id is null and c.channel_arch_id = ca.id """ else: query = """ select distinct ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnOrgDistChannelMap odcm, rhnChannel c, rhnChannelArch ca, rhnServerChannelArchCompat scac, rhnServerArch sa where scac.server_arch_id = sa.id and sa.label = :server_arch and scac.channel_arch_id = odcm.channel_arch_id and odcm.release = :release and odcm.channel_id = c.id and odcm.channel_arch_id = c.channel_arch_id and odcm.org_id = :org_id and c.parent_channel is null and c.org_id is null and c.channel_arch_id = ca.id """ h = rhnSQL.prepare(query) h.execute(release=str(release), server_arch=server_arch, org_id=org_id) row = h.fetchone_dict() if not row: # No channles for this guy log_debug(3, 'No channles for this guy') return None log_debug(3, 'row is %s' % str(row)) return row def applet_channels_for_uuid(uuid): log_debug(3, uuid) query = """ select distinct ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified, to_char(s.channels_changed, 'YYYYMMDDHH24MISS') server_channels_changed from rhnChannelArch ca, rhnChannel c, rhnServerChannel sc, rhnServer s, rhnServerUuid su where su.uuid = :uuid and su.server_id = s.id and su.server_id = sc.server_id and sc.channel_id = c.id and c.channel_arch_id = ca.id """ h = rhnSQL.prepare(query) h.execute(uuid=uuid) rows = h.fetchall_dict() or [] return rows # retrieve a list of public channels for a given release and architecture # we cannot cache this if it involves an org_id # If a user_id is passed to this function, and all the available base channels # for this server_arch/release combination are denied by the org admin, this # function raises BaseChannelDeniedError def channels_for_release_arch(release, server_arch, org_id=-1, user_id=None): if not org_id: org_id = -1 org_id = string.strip(str(org_id)) log_debug(3, release, server_arch, org_id) # Can raise BaseChannelDeniedError or InvalidServerArchError base_channel = base_channel_for_rel_arch(release, server_arch, org_id=org_id, user_id=user_id) if not base_channel: raise NoBaseChannelError() # At this point, base_channel is not null # We assume here that subchannels are compatible with the base channels, # so there would be no need to check for arch compatibility from this # point h = rhnSQL.prepare(""" select ca.label arch, c.id, c.parent_channel, c.org_id, c.label, c.name, c.summary, c.description, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified, -- If user_id is null, then the channel is subscribable rhn_channel.loose_user_role_check(c.id, :user_id, 'subscribe') subscribable from rhnChannelPermissions cp, rhnOrgDistChannelMap odcm, rhnChannel c, rhnChannelArch ca where c.id = odcm.channel_id and odcm.os in ( 'Powertools' ) and odcm.for_org_id = :org_id and c.channel_arch_id = ca.id and cp.channel_id = c.id and cp.org_id = :org_id and c.parent_channel = :parent_channel """) h.execute(org_id=org_id, parent_channel=base_channel['id'], user_id=user_id) channels = [base_channel] while 1: row = h.fetchone_dict() if not row: break subscribable = row['subscribable'] del row['subscribable'] if not subscribable: # Not allowed to subscribe to this channel continue channels.append(row) return __stringify(channels) _query_get_source_packages_from_ids = rhnSQL.Statement(""" select srpm.name from rhnChannelPackage cp, rhnPackage p, rhnSourceRPM srpm where cp.channel_id = :channel_id and cp.package_id = p.id and p.source_rpm_id = srpm.id """) def list_packages_source(channel_id): ret = [] h = rhnSQL.prepare(_query_get_source_packages_from_ids) h.execute(channel_id=channel_id) results = h.fetchall_dict() if results: for r in results: r = r['name'] if string.find(r, ".rpm") != -1: r = string.replace(r, ".rpm", "") new_evr = rhnLib.make_evr(r, source=1) new_evr_list = [new_evr['name'], new_evr['version'], new_evr['release'], new_evr['epoch']] ret.append(new_evr_list) return ret # the latest packages from the specified channel _query_all_packages_from_channel_checksum = """ select p.id, pn.name, pevr.version, pevr.release, pevr.epoch, pa.label arch, p.package_size, ct.label as checksum_type, c.checksum from rhnChannelPackage cp, rhnPackage p, rhnPackageName pn, rhnPackageEVR pevr, rhnPackageArch pa, rhnChecksumType ct, rhnChecksum c where cp.channel_id = :channel_id and cp.package_id = p.id and p.name_id = pn.id and p.evr_id = pevr.id and p.package_arch_id = pa.id and p.checksum_id = c.id and c.checksum_type_id = ct.id order by pn.name, pevr.evr desc, pa.label """ # This function executes the SQL call for listing packages with checksum info def list_all_packages_checksum_sql(channel_id): log_debug(3, channel_id) h = rhnSQL.prepare(_query_all_packages_from_channel_checksum) h.execute(channel_id=str(channel_id)) ret = h.fetchall_dict() if not ret: return [] # process the results ret = [(a["name"], a["version"], a["release"], a["epoch"], a["arch"], a["package_size"], a['checksum_type'], a['checksum']) for a in __stringify(ret)] return ret # This function executes the SQL call for listing latest packages with # checksum info def list_packages_checksum_sql(channel_id): log_debug(3, channel_id) # return the latest packages from the specified channel query = """ select pn.name, pevr.version, pevr.release, pevr.epoch, pa.label arch, full_channel.package_size, full_channel.checksum_type, full_channel.checksum from rhnPackageArch pa, ( select p.name_id, max(pe.evr) evr from rhnChannelPackage cp, rhnPackage p, rhnPackageEVR pe where cp.channel_id = :channel_id and cp.package_id = p.id and p.evr_id = pe.id group by p.name_id ) listall, ( select distinct p.package_size, p.name_id, p.evr_id, p.package_arch_id, ct.label as checksum_type, c.checksum from rhnChannelPackage cp, rhnPackage p, rhnChecksumType ct, rhnChecksum c where cp.channel_id = :channel_id and cp.package_id = p.id and p.checksum_id = c.id and c.checksum_type_id = ct.id ) full_channel, -- Rank the package's arch ( select package_arch_id, count(*) rank from rhnServerPackageArchCompat group by package_arch_id ) arch_rank, rhnPackageName pn, rhnPackageEVR pevr where pn.id = listall.name_id -- link back to the specific package and full_channel.name_id = listall.name_id and full_channel.evr_id = pevr.id and pevr.evr = listall.evr and pa.id = full_channel.package_arch_id and pa.id = arch_rank.package_arch_id order by pn.name, arch_rank.rank desc """ h = rhnSQL.prepare(query) h.execute(channel_id=str(channel_id)) ret = h.fetchall_dict() if not ret: return [] # process the results ret = [(a["name"], a["version"], a["release"], a["epoch"], a["arch"], a["package_size"], a['checksum_type'], a['checksum']) for a in __stringify(ret)] return ret # This function executes the SQL call for listing packages def _list_packages_sql(query, channel_id): h = rhnSQL.prepare(query) h.execute(channel_id=str(channel_id)) ret = h.fetchall_dict() if not ret: return [] # process the results ret = [(a["name"], a["version"], a["release"], a["epoch"], a["arch"], a["package_size"]) for a in __stringify(ret)] return ret def list_packages_sql(channel_id): log_debug(3, channel_id) # return the latest packages from the specified channel query = """ select pn.name, pevr.version, pevr.release, pevr.epoch, pa.label arch, full_channel.package_size from rhnPackageArch pa, ( select p.name_id, max(pe.evr) evr from rhnChannelPackage cp, rhnPackage p, rhnPackageEVR pe where cp.channel_id = :channel_id and cp.package_id = p.id and p.evr_id = pe.id group by p.name_id ) listall, ( select distinct p.package_size, p.name_id, p.evr_id, p.package_arch_id from rhnChannelPackage cp, rhnPackage p where cp.channel_id = :channel_id and cp.package_id = p.id ) full_channel, -- Rank the package's arch ( select package_arch_id, count(*) rank from rhnServerPackageArchCompat group by package_arch_id ) arch_rank, rhnPackageName pn, rhnPackageEVR pevr where pn.id = listall.name_id -- link back to the specific package and full_channel.name_id = listall.name_id and full_channel.evr_id = pevr.id and pevr.evr = listall.evr and pa.id = full_channel.package_arch_id and pa.id = arch_rank.package_arch_id order by pn.name, arch_rank.rank desc """ return _list_packages_sql(query, channel_id) # the latest packages from the specified channel _query_latest_packages_from_channel = """ select p.id, pn.name, pevr.version, pevr.release, pevr.epoch, pa.label arch, p.package_size from rhnChannelPackage cp, rhnPackage p, rhnPackageName pn, rhnPackageEVR pevr, rhnPackageArch pa where cp.channel_id = :channel_id and cp.package_id = p.id and p.name_id = pn.id and p.evr_id = pevr.id and p.package_arch_id = pa.id order by pn.name, pevr.evr desc, pa.label """ # This function executes the SQL call for listing packages def list_all_packages_sql(channel_id): log_debug(3, channel_id) return _list_packages_sql(_query_latest_packages_from_channel, channel_id) # This function executes the SQL call for listing packages with all the # dep information for each package also def list_all_packages_complete_sql(channel_id): log_debug(3, channel_id) # return the latest packages from the specified channel h = rhnSQL.prepare(_query_latest_packages_from_channel) # This gathers the provides, requires, conflicts, obsoletes info g = rhnSQL.prepare(""" select pp.package_id, 'provides' as capability_type, pp.capability_id, pp.sense, pc.name, pc.version from rhnPackageProvides pp, rhnPackageCapability pc where pp.package_id = :package_id and pp.capability_id = pc.id union all select pr.package_id, 'requires' as capability_type, pr.capability_id, pr.sense, pc.name, pc.version from rhnPackageRequires pr, rhnPackageCapability pc where pr.package_id = :package_id and pr.capability_id = pc.id union all select prec.package_id, 'recommends' as capability_type, prec.capability_id, prec.sense, pc.name, pc.version from rhnPackageRecommends prec, rhnPackageCapability pc where prec.package_id = :package_id and prec.capability_id = pc.id union all select sugg.package_id, 'suggests' as capability_type, sugg.capability_id, sugg.sense, pc.name, pc.version from rhnPackageSuggests sugg, rhnPackageCapability pc where sugg.package_id = :package_id and sugg.capability_id = pc.id union all select supp.package_id, 'supplements' as capability_type, supp.capability_id, supp.sense, pc.name, pc.version from rhnPackageSupplements supp, rhnPackageCapability pc where supp.package_id = :package_id and supp.capability_id = pc.id union all select enh.package_id, 'enhances' as capability_type, enh.capability_id, enh.sense, pc.name, pc.version from rhnPackageEnhances enh, rhnPackageCapability pc where enh.package_id = :package_id and enh.capability_id = pc.id union all select pcon.package_id, 'conflicts' as capability_type, pcon.capability_id, pcon.sense, pc.name, pc.version from rhnPackageConflicts pcon, rhnPackageCapability pc where pcon.package_id = :package_id and pcon.capability_id = pc.id union all select po.package_id, 'obsoletes' as capability_type, po.capability_id, po.sense, pc.name, pc.version from rhnPackageObsoletes po, rhnPackageCapability pc where po.package_id = :package_id and po.capability_id = pc.id union all select brks.package_id, 'breaks' as capability_type, brks.capability_id, brks.sense, pc.name, pc.version from rhnPackageBreaks brks, rhnPackageCapability pc where brks.package_id = :package_id and brks.capability_id = pc.id union all select pdep.package_id, 'predepends' as capability_type, pdep.capability_id, pdep.sense, pc.name, pc.version from rhnPackagePredepends pdep, rhnPackageCapability pc where pdep.package_id = :package_id and pdep.capability_id = pc.id """) h.execute(channel_id=str(channel_id)) # XXX This query has to order the architectures somehow; the 7.2 up2date # client was broken and was selecting the wrong architecture if athlons # are passed first. The rank ordering here should make sure that i386 # kernels appear before athlons. ret = h.fetchall_dict() if not ret: return [] for pkgi in ret: pkgi['provides'] = [] pkgi['requires'] = [] pkgi['conflicts'] = [] pkgi['obsoletes'] = [] pkgi['recommends'] = [] pkgi['suggests'] = [] pkgi['supplements'] = [] pkgi['enhances'] = [] pkgi['breaks'] = [] pkgi['predepends'] = [] g.execute(package_id=pkgi["id"]) deps = g.fetchall_dict() or [] for item in deps: version = item['version'] or "" relation = "" if version: sense = item['sense'] or 0 if sense & 2: relation = relation + "<" if sense & 4: relation = relation + ">" if sense & 8: relation = relation + "=" if relation: relation = " " + relation if version: version = " " + version dep = item['name'] + relation + version pkgi[item['capability_type']].append(dep) # process the results ret = [(a["name"], a["version"], a["release"], a["epoch"], a["arch"], a["package_size"], a['provides'], a['requires'], a['conflicts'], a['obsoletes'], a['recommends'], a['suggests'], a['supplements'], a['enhances'], a['breaks'], a['predepends']) for a in __stringify(ret)] return ret def list_packages_path(channel_id): log_debug(3, channel_id) # return the latest packages from the specified channel h = rhnSQL.prepare(""" select p.path from rhnPackage p, rhnChannelPackage cp where cp.channel_id = :channel_id and cp.package_id = p.id """) h.execute(channel_id=str(channel_id)) ret = h.fetchall() if not ret: return [] # process the results # ret = map(lambda a: (a["path"]), # __stringify(ret)) return ret # list the latest packages for a channel def list_packages(channel): return _list_packages(channel, cache_prefix="list_packages", function=list_packages_sql) # list _all_ the packages for a channel def list_all_packages(channel): return _list_packages(channel, cache_prefix="list_all_packages", function=list_all_packages_sql) # list _all_ the packages for a channel, including checksum info def list_all_packages_checksum(channel): return _list_packages(channel, cache_prefix="list_all_packages_checksum", function=list_all_packages_checksum_sql) # list _all_ the packages for a channel def list_all_packages_complete(channel): return _list_packages(channel, cache_prefix="list_all_packages_complete", function=list_all_packages_complete_sql) # Common part of list_packages and list_all_packages* # cache_prefix is the prefix for the file name we're caching this request as # function is the generator function def _list_packages(channel, cache_prefix, function): log_debug(3, channel, cache_prefix) # try the caching thing first c_info = channel_info(channel) if not c_info: # unknown channel raise rhnFault(40, "could not find any data on channel '%s'" % channel) cache_entry = "%s-%s" % (cache_prefix, channel) ret = rhnCache.get(cache_entry, c_info["last_modified"]) if ret: # we scored a cache hit log_debug(4, "Scored cache hit", channel) # Mark the response as being already XMLRPC-encoded rhnFlags.set("XMLRPC-Encoded-Response", 1) return ret ret = function(c_info["id"]) if not ret: # we assume that channels with no packages are very fast to list, # so we don't bother caching... log_error("No packages found in channel", c_info["id"], c_info["label"]) return [] # we need to append the channel label to the list ret = list(map(lambda a, c=channel: a + (c,), ret)) ret = xmlrpclib.dumps((ret, ), methodresponse=1) # Mark the response as being already XMLRPC-encoded rhnFlags.set("XMLRPC-Encoded-Response", 1) # set the cache rhnCache.set(cache_entry, ret, c_info["last_modified"]) return ret def getChannelInfoForKickstart(kickstart): query = """ select c.label, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannel c, rhnKickstartableTree kt where c.id = kt.channel_id and kt.label = :kickstart_label """ h = rhnSQL.prepare(query) h.execute(kickstart_label=str(kickstart)) return h.fetchone_dict() def getChannelInfoForKickstartOrg(kickstart, org_id): query = """ select c.label, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannel c, rhnKickstartableTree kt where c.id = kt.channel_id and kt.label = :kickstart_label and kt.org_id = :org_id """ h = rhnSQL.prepare(query) h.execute(kickstart_label=str(kickstart), org_id=int(org_id)) return h.fetchone_dict() def getChannelInfoForKickstartSession(session): # decode the session string try: session_id = int(session.split('x')[0].split(':')[0]) except Exception: return None, None query = """ select c.label, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannel c, rhnKickstartableTree kt, rhnKickstartSession ks where c.id = kt.channel_id and kt.id = ks.kstree_id and ks.id = :session_id """ h = rhnSQL.prepare(query) h.execute(session_id=session_id) return h.fetchone_dict() def getChildChannelInfoForKickstart(kickstart, child): query = """ select c.label, to_char(c.last_modified, 'YYYYMMDDHH24MISS') last_modified from rhnChannel c, rhnKickstartableTree kt, rhnKickstartSession ks, rhnChannel c2 where c2.id = kt.channel_id and kt.label = :kickstart_label and c.label = :child_label and c.parent_channel = c2.id """ h = rhnSQL.prepare(query) h.execute(kickstart_label=str(kickstart), child_label=str(child)) return h.fetchone_dict() def getChannelInfoForTinyUrl(tinyurl): query = """ select tu.url from rhnTinyUrl tu where tu.enabled = 'Y' and tu.token = :tinyurl """ h = rhnSQL.prepare(query) h.execute(tinyurl=str(tinyurl)) return h.fetchone_dict() # list the obsoletes for a channel def list_obsoletes(channel): log_debug(3, channel) # try the caching thing first c_info = channel_info(channel) if not c_info: # unknown channel raise rhnFault(40, "could not find any data on channel '%s'" % channel) cache_entry = "list_obsoletes-%s" % channel ret = rhnCache.get(cache_entry, c_info["last_modified"]) if ret: # we scored a cache hit log_debug(4, "Scored cache hit", channel) return ret # Get the obsoleted packages h = rhnSQL.prepare(""" select distinct pn.name, pe.version, pe.release, pe.epoch, pa.label arch, pc.name obsolete_name, pc.version obsolete_version, p_info.sense from rhnPackageCapability pc, rhnPackageArch pa, rhnPackageEVR pe, rhnPackageName pn, rhnPackage p, ( select cp.channel_id, po.package_id, po.capability_id, po.sense from rhnPackageObsoletes po, rhnChannelPackage cp, rhnChannel c where 1=1 and c.label = :channel and c.id = cp.channel_id and cp.package_id = po.package_id ) p_info where 1=1 and p_info.package_id = p.id and p.name_id = pn.id and p.evr_id = pe.id and p.package_arch_id = pa.id and p_info.capability_id = pc.id """) h.execute(channel=str(channel)) # Store stuff in a dictionary to makes things simpler hash = {} while 1: row = h.fetchone_dict() if not row: break row = __stringify(row) key = (row['name'], row['version'], row['release'], row["epoch"], row['arch']) value = key + (row['obsolete_name'], row['obsolete_version'], row['sense']) if key not in hash: hash[key] = [] hash[key].append(value) # Now grab a listall and match it against what we got pkglist = list_packages_sql(c_info["id"]) result = [] for pkg in pkglist: key = tuple(pkg[:5]) if key in hash: for p in hash[key]: result.append(p) # we can cache this now rhnCache.set(cache_entry, result, c_info["last_modified"]) return result def __auth_user(server_id, username, password): """ Auth if user can add/remove channel from given server """ log_debug(3, server_id, username) # check the username and password for compliance user = rhnUser.auth_username_password(username, password) # The user's password checks, verify that they have perms on that # server. h = rhnSQL.prepare(""" select 1 from rhnUserServerPerms usp where usp.user_id = :user_id and usp.server_id = :server_id """) h.execute(user_id=str(user.getid()), server_id=str(server_id)) res = h.fetchone_dict() if not res: # Not allowed to perform administrative tasks on this server raise rhnFault(37) return 1 # small wrapper around a PL/SQL function def subscribe_sql(server_id, channel_id, commit=1): log_debug(3, server_id, channel_id, commit) subscribe_channel = rhnSQL.Procedure("rhn_channel.subscribe_server") try: # don't run the EC yet subscribe_channel(server_id, channel_id, 0) except rhnSQL.SQLSchemaError: e = sys.exc_info()[1] if e.errno == 20102: # channel_server_one_base log_error("Channel subscribe failed, " "%s already subscribed to %s (?)" % (server_id, channel_id)) raise_with_tb(rhnFault(38, "Server already subscribed to %s" % channel_id), sys.exc_info()[2]) # If we got here, it's an unknown error; ISE (for now) log_error("SQLSchemaError", e) raise_with_tb(rhnException(e), sys.exc_info()[2]) except rhnSQL.SQLError: e = sys.exc_info()[1] # If we got here, it's an unknown error; ISE (for now) log_error("SQLError", e) raise_with_tb(rhnException(e), sys.exc_info()[2]) if commit: rhnSQL.commit() return 1 _query_parent_channel_subscribed = rhnSQL.Statement(""" select 1 from rhnChannel c join rhnServerChannel sc on c.parent_channel = sc.channel_id where sc.server_id = :sid and c.label = :channel """) _query_can_subscribe = rhnSQL.Statement(""" select rhn_channel.user_role_check(:cid, wc.id, 'subscribe') as can_subscribe from web_contact wc where wc.login_uc = upper(:username) """) # subscribe a server to a channel with authentication def subscribe_channel(server_id, channel, username, password): log_debug(3, server_id, channel, username) # If auth doesn't blow up we're fine __auth_user(server_id, username, password) # get the channel_id h = rhnSQL.prepare("select id from rhnChannel where label = :channel") h.execute(channel=str(channel)) ret = h.fetchone_dict() if not ret: log_error("Channel %s does not exist?" % channel) raise rhnFault(40, "Channel %s does not exist?" % channel) channel_id = ret['id'] # check if server is subscribed to the parent of the given channel h = rhnSQL.prepare(_query_parent_channel_subscribed) h.execute(sid=server_id, channel=str(channel)) ret = h.fetchone_dict() if not ret: log_error("Parent of channel %s is not subscribed to server" % channel) raise rhnFault(32, "Parent of channel %s is not subscribed to server" % channel) # check specific channel subscription permissions h = rhnSQL.prepare(_query_can_subscribe) h.execute(cid=channel_id, username=username) ret = h.fetchone_dict() if ret and ret['can_subscribe']: subscribe_sql(server_id, channel_id) return 1 raise rhnFault(71) # This class is only a convenient encapsulation of a server's attributes: # server_id, org_id, release, arch, user_id. Sometimes we only pass the # server_id, and later down the road we have to message "no channel for # release foo, arch bar", but we don't know the release and arch anymore class LiteServer: _attributes = ['id', 'org_id', 'release', 'arch'] def __init__(self, **kwargs): # Initialize attributes from **kwargs (set to None if value is not # present) for attr in self._attributes: setattr(self, attr, kwargs.get(attr)) def init_from_server(self, server): self.id = server.getid() self.org_id = server.server['org_id'] self.release = server.server['release'] self.arch = server.archname return self def __repr__(self): dict = {} for attr in self._attributes: dict[attr] = getattr(self, attr) return "<%s instance at %s: attributes=%s>" % ( self.__class__.__name__, id(self), dict) # If raise_exceptions is set, BaseChannelDeniedError, NoBaseChannelError are # raised def guess_channels_for_server(server, user_id=None, none_ok=0, raise_exceptions=0): log_debug(3, server) if not isinstance(server, LiteServer): raise rhnException("Server object is not a LiteServer") if None in (server.org_id, server.release, server.arch): # need to obtain the release and/or arch and/or org_id h = rhnSQL.prepare(""" select s.org_id, s.release, sa.label arch from rhnServer s, rhnServerArch sa where s.id = :server_id and s.server_arch_id = sa.id """) h.execute(server_id=server.id) ret = h.fetchone_dict() if not ret: log_error("Could not get the release/arch " "for server %s" % server.id) raise rhnFault(8, "Could not find the release/arch " "for server %s" % server.id) if server.org_id is None: server.org_id = ret["org_id"] if server.release is None: server.release = ret["release"] if server.arch is None: server.arch = ret["arch"] if raise_exceptions and not none_ok: # Let exceptions pass through return channels_for_release_arch(server.release, server.arch, server.org_id, user_id=user_id) try: return channels_for_release_arch(server.release, server.arch, server.org_id, user_id=user_id) except NoBaseChannelError: if none_ok: return [] log_error("No available channels for (server, org)", (server.id, server.org_id), server.release, server.arch) msg = _("Your account does not have access to any channels matching " "(release='%(release)s', arch='%(arch)s')%(www_activation)s") error_strings = { 'release': server.release, 'arch': server.arch, 'www_activation': '' } if CFG.REFER_TO_WWW: error_strings['www_activation'] = _("\nIf you have a " "registration number, please register with it first at " "http://www.redhat.com/apps/activate/ and then try again.\n\n") raise_with_tb(rhnFault(19, msg % error_strings), sys.exc_info()[2]) except BaseChannelDeniedError: if none_ok: return [] raise raise_with_tb(rhnFault(71, _("Insufficient subscription permissions for release (%s, %s") % (server.release, server.arch)), sys.exc_info()[2]) # Subscribes the server to channels # can raise BaseChannelDeniedError, NoBaseChannelError # Only used for new server registrations def subscribe_server_channels(server, user_id=None, none_ok=0): s = LiteServer().init_from_server(server) # bretm 02/19/2007 -- have to leave none_ok in here for now due to how # the code is setup for reg token crap; it'd be very nice to clean up that # path to eliminate any chance for a server to be registered and not have base # channels, excluding expiration of channel entitlements channels = guess_channels_for_server(s, user_id=user_id, none_ok=none_ok, raise_exceptions=1) rhnSQL.transaction('subscribe_server_channels') for c in channels: subscribe_sql(s.id, c["id"], 0) return channels # small wrapper around a PL/SQL function def unsubscribe_sql(server_id, channel_id, commit=1): log_debug(3, server_id, channel_id, commit) unsubscribe_channel = rhnSQL.Procedure("rhn_channel.unsubscribe_server") try: # don't run the EC yet unsubscribe_channel(server_id, channel_id, 0) except rhnSQL.SQLError: log_error("Channel unsubscribe from %s failed for %s" % ( channel_id, server_id)) return 0 if commit: rhnSQL.commit() return 1 # unsubscribe a server from a channel def unsubscribe_channel(server_id, channel, username, password): log_debug(3, server_id, channel, username) # If auth doesn't blow up we're fine __auth_user(server_id, username, password) # now get the id of the channel h = rhnSQL.prepare(""" select id, parent_channel from rhnChannel where label = :channel """) h.execute(channel=channel) ret = h.fetchone_dict() if not ret: log_error("Asked to unsubscribe server %s from non-existent channel %s" % ( server_id, channel)) raise rhnFault(40, "The specified channel '%s' does not exist." % channel) if not ret["parent_channel"]: log_error("Cannot unsubscribe %s from base channel %s" % ( server_id, channel)) raise rhnFault(72, "You can not unsubscribe %s from base channel %s." % ( server_id, channel)) # check specific channel subscription permissions channel_id = ret['id'] h = rhnSQL.prepare(_query_can_subscribe) h.execute(cid=channel_id, username=username) ret = h.fetchone_dict() if ret and ret['can_subscribe']: return unsubscribe_sql(server_id, channel_id) raise rhnFault(71) # unsubscribe from all channels def unsubscribe_all_channels(server_id): log_debug(3, server_id) # We need to unsubscribe the children channels before the base ones. rhnSQL.transaction("unsub_all_channels") h = rhnSQL.prepare(""" select sc.channel_id id from rhnChannel c, rhnServerChannel sc where sc.server_id = :server_id and sc.channel_id = c.id order by c.parent_channel nulls last """) h.execute(server_id=str(server_id)) while 1: c = h.fetchone_dict() if not c: break ret = unsubscribe_sql(server_id, c["id"], 0) if not ret: rhnSQL.rollback("unsub_all_channels") raise rhnFault(36, "Could not unsubscribe server %s " "from existing channels" % (server_id,)) # finished unsubscribing return 1 # Unsubscribe the server from the channels in the list # A channel is a hash containing at least the keys: # [id, label, parent_channel] def unsubscribe_channels(server_id, channels): log_debug(4, server_id, channels) if not channels: # Nothing to do return 1 # We need to unsubscribe the children channels before the base ones. rhnSQL.transaction("unsub_channels") base_channels = [x for x in channels if not x['parent_channel']] child_channels = [x for x in channels if x['parent_channel']] for channel in child_channels + base_channels: ret = unsubscribe_sql(server_id, channel["id"], 0) if not ret: rhnSQL.rollback("unsub_channels") raise rhnFault(36, "Could not unsubscribe server %s " "from channel %s" % (server_id, channel["label"])) # finished unsubscribing return 1 # Subscribe the server to the channels in the list # A channel is a hash containing at least the keys: # [id, label, parent_channel] def subscribe_channels(server_id, channels): log_debug(4, server_id, channels) if not channels: # Nothing to do return 1 # We need to subscribe the base channel before the child ones. base_channels = [x for x in channels if not x['parent_channel']] child_channels = [x for x in channels if x['parent_channel']] for channel in base_channels + child_channels: subscribe_sql(server_id, channel["id"], 0) # finished subscribing return 1 # check if a server is subscribed to a channel def is_subscribed(server_id, channel): log_debug(3, server_id, channel) h = rhnSQL.prepare(""" select 1 subscribed from rhnServerChannel sc, rhnChannel c where sc.channel_id = c.id and c.label = :channel and sc.server_id = :server_id """) h.execute(server_id=str(server_id), channel=str(channel)) ret = h.fetchone_dict() if not ret: # System not subscribed to channel return 0 return 1 # Returns 0, "", "" if system does not need any message, or # (error_code, message_title, message) otherwise def system_reg_message(server): server_id = server.server['id'] # Is this system subscribed to a channel? h = rhnSQL.prepare(""" select sc.channel_id from rhnServerChannel sc where sc.server_id = :server_id """) h.execute(server_id=server_id) ret = h.fetchone_dict() if not ret: # System not subscribed to any channel # return (-1, s_invalid_channel_title, s_invalid_channel_message % (server.server["release"], server.archname)) # System does have a base channel; check entitlements from rhnServer import server_lib # having this on top, cause TB due circular imports entitlements = server_lib.check_entitlement(server_id) if not entitlements: # No entitlement # We don't have an autoentitle preference for now, so display just one # message templates = rhnFlags.get('templateOverrides') if templates and 'hostname' in templates: hostname = templates['hostname'] else: # Default to www hostname = "rhn.redhat.com" params = { 'entitlement_url': "https://%s" "/rhn/systems/details/Edit.do?sid=%s" % (hostname, server_id) } return -1, no_entitlement_title, no_entitlement_message % params return 0, "", "" def subscribe_to_tools_channel(server_id): """ Subscribes server_id to the RHN Tools channel associated with its base channel, if one exists. """ base_channel_dict = get_base_channel(server_id, none_ok=1) if base_channel_dict is None: raise NoBaseChannelError("Server %s has no base channel." % str(server_id)) lookup_child_channels = rhnSQL.Statement(""" select id, label, parent_channel from rhnChannel where parent_channel = :id """) child_channel_data = rhnSQL.prepare(lookup_child_channels) child_channel_data.execute(id=base_channel_dict['id']) child_channels = child_channel_data.fetchall_dict() if child_channels is None: raise NoChildChannels("Base channel id %s has no child channels associated with it." % base_channel_dict['id']) tools_channel = None for channel in child_channels: if 'label' in channel: if 'rhn-tools' in channel['label']: tools_channel = channel if tools_channel is None: raise NoToolsChannel("Base channel id %s does not have a RHN Tools channel as a child channel." % base_channel_dict['id']) else: if 'id' not in tools_channel: raise InvalidChannel("RHN Tools channel has no id.") if 'label' not in tools_channel: raise InvalidChannel("RHN Tools channel has no label.") if 'parent_channel' not in tools_channel: raise InvalidChannel("RHN Tools channel has no parent_channel.") subscribe_channels(server_id, [tools_channel]) # Various messages that can be reused # # bretm 02/07/2007 -- when we have better old-client documentation, probably # will be safe to get rid of all this crap h_invalid_channel_title = _("System Registered but Inactive") h_invalid_channel_message = _(""" Invalid Architecture and OS release combination (%s, %s). Your system has been registered, but will not receive updates because it is not subscribed to a channel. If you have not yet activated your product for service, please visit our website at: http://www.redhat.com/apps/activate/ ...to activate your product.""") s_invalid_channel_title = _("System Registered but Inactive") s_invalid_channel_message = _(""" Invalid Architecture and OS release combination (%s, %s). Your system has been registered, but will not receive updates because it could not be subscribed to a base channel. Please contact your organization administrator for assistance. """) no_autoentitlement_message = _(""" This system has been successfully registered, but is not yet entitled to service. To entitle this system to service, login to the web site at: %(entitlement_url)s """) no_entitlement_title = _("System Registered but Inactive") no_entitlement_message = _(""" This system has been successfully registered, but no service entitlements were available. To entitle this system to service, login to the web site at: %(entitlement_url)s """)
jdobes/spacewalk
backend/server/rhnChannel.py
Python
gpl-2.0
70,185
[ "VisIt" ]
6a3c6c3f315290e57b96510f06bc517e12dd8fcfa9292953e2cf561fb42b7de6
# Copyright 2013-2020 Lawrence Livermore National Security, LLC and other # Spack Project Developers. See the top-level COPYRIGHT file for details. # # SPDX-License-Identifier: (Apache-2.0 OR MIT) from spack import * class RPreprocesscore(RPackage): """A collection of pre-processing functions. A library of core preprocessing routines.""" homepage = "https://bioconductor.org/packages/preprocessCore" git = "https://git.bioconductor.org/packages/preprocessCore.git" version('1.46.0', commit='8cfc3938c1b08424587f437ed6cd2ec43512500e') version('1.44.0', commit='dc1dc61fc562aaff3fd9b11ab0d48c2d6b3a5b81') version('1.42.0', commit='2e3a8baeacfaa1526d51252642772ea951015bba') version('1.40.0', commit='969bb0e5cbd63d569502ae4e6eaadc1e216646dd') version('1.38.1', commit='c58cb4c720eda0f1c733b989b14912093a7c5fbc')
rspavel/spack
var/spack/repos/builtin/packages/r-preprocesscore/package.py
Python
lgpl-2.1
862
[ "Bioconductor" ]
8cb4ce6a35c50e9799afdeb26a37a52c8654c8bb2ac97a693a4be33468811dd8
#! /usr/bin/env python3 # -*- coding: utf-8 -*- # Copyright 2022 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # import argparse import os import libcst as cst import pathlib import sys from typing import (Any, Callable, Dict, List, Sequence, Tuple) def partition( predicate: Callable[[Any], bool], iterator: Sequence[Any] ) -> Tuple[List[Any], List[Any]]: """A stable, out-of-place partition.""" results = ([], []) for i in iterator: results[int(predicate(i))].append(i) # Returns trueList, falseList return results[1], results[0] class dataplexCallTransformer(cst.CSTTransformer): CTRL_PARAMS: Tuple[str] = ('retry', 'timeout', 'metadata') METHOD_TO_PARAMS: Dict[str, Tuple[str]] = { 'cancel_job': ('name', ), 'create_asset': ('parent', 'asset_id', 'asset', 'validate_only', ), 'create_content': ('parent', 'content', 'validate_only', ), 'create_entity': ('parent', 'entity', 'validate_only', ), 'create_environment': ('parent', 'environment_id', 'environment', 'validate_only', ), 'create_lake': ('parent', 'lake_id', 'lake', 'validate_only', ), 'create_partition': ('parent', 'partition', 'validate_only', ), 'create_task': ('parent', 'task_id', 'task', 'validate_only', ), 'create_zone': ('parent', 'zone_id', 'zone', 'validate_only', ), 'delete_asset': ('name', ), 'delete_content': ('name', ), 'delete_entity': ('name', 'etag', ), 'delete_environment': ('name', ), 'delete_lake': ('name', ), 'delete_partition': ('name', 'etag', ), 'delete_task': ('name', ), 'delete_zone': ('name', ), 'get_asset': ('name', ), 'get_content': ('name', 'view', ), 'get_entity': ('name', 'view', ), 'get_environment': ('name', ), 'get_job': ('name', ), 'get_lake': ('name', ), 'get_partition': ('name', ), 'get_task': ('name', ), 'get_zone': ('name', ), 'list_asset_actions': ('parent', 'page_size', 'page_token', ), 'list_assets': ('parent', 'page_size', 'page_token', 'filter', 'order_by', ), 'list_content': ('parent', 'page_size', 'page_token', 'filter', ), 'list_entities': ('parent', 'view', 'page_size', 'page_token', 'filter', ), 'list_environments': ('parent', 'page_size', 'page_token', 'filter', 'order_by', ), 'list_jobs': ('parent', 'page_size', 'page_token', ), 'list_lake_actions': ('parent', 'page_size', 'page_token', ), 'list_lakes': ('parent', 'page_size', 'page_token', 'filter', 'order_by', ), 'list_partitions': ('parent', 'page_size', 'page_token', 'filter', ), 'list_sessions': ('parent', 'page_size', 'page_token', ), 'list_tasks': ('parent', 'page_size', 'page_token', 'filter', 'order_by', ), 'list_zone_actions': ('parent', 'page_size', 'page_token', ), 'list_zones': ('parent', 'page_size', 'page_token', 'filter', 'order_by', ), 'update_asset': ('update_mask', 'asset', 'validate_only', ), 'update_content': ('update_mask', 'content', 'validate_only', ), 'update_entity': ('entity', 'validate_only', ), 'update_environment': ('update_mask', 'environment', 'validate_only', ), 'update_lake': ('update_mask', 'lake', 'validate_only', ), 'update_task': ('update_mask', 'task', 'validate_only', ), 'update_zone': ('update_mask', 'zone', 'validate_only', ), } def leave_Call(self, original: cst.Call, updated: cst.Call) -> cst.CSTNode: try: key = original.func.attr.value kword_params = self.METHOD_TO_PARAMS[key] except (AttributeError, KeyError): # Either not a method from the API or too convoluted to be sure. return updated # If the existing code is valid, keyword args come after positional args. # Therefore, all positional args must map to the first parameters. args, kwargs = partition(lambda a: not bool(a.keyword), updated.args) if any(k.keyword.value == "request" for k in kwargs): # We've already fixed this file, don't fix it again. return updated kwargs, ctrl_kwargs = partition( lambda a: a.keyword.value not in self.CTRL_PARAMS, kwargs ) args, ctrl_args = args[:len(kword_params)], args[len(kword_params):] ctrl_kwargs.extend(cst.Arg(value=a.value, keyword=cst.Name(value=ctrl)) for a, ctrl in zip(ctrl_args, self.CTRL_PARAMS)) request_arg = cst.Arg( value=cst.Dict([ cst.DictElement( cst.SimpleString("'{}'".format(name)), cst.Element(value=arg.value) ) # Note: the args + kwargs looks silly, but keep in mind that # the control parameters had to be stripped out, and that # those could have been passed positionally or by keyword. for name, arg in zip(kword_params, args + kwargs)]), keyword=cst.Name("request") ) return updated.with_changes( args=[request_arg] + ctrl_kwargs ) def fix_files( in_dir: pathlib.Path, out_dir: pathlib.Path, *, transformer=dataplexCallTransformer(), ): """Duplicate the input dir to the output dir, fixing file method calls. Preconditions: * in_dir is a real directory * out_dir is a real, empty directory """ pyfile_gen = ( pathlib.Path(os.path.join(root, f)) for root, _, files in os.walk(in_dir) for f in files if os.path.splitext(f)[1] == ".py" ) for fpath in pyfile_gen: with open(fpath, 'r') as f: src = f.read() # Parse the code and insert method call fixes. tree = cst.parse_module(src) updated = tree.visit(transformer) # Create the path and directory structure for the new file. updated_path = out_dir.joinpath(fpath.relative_to(in_dir)) updated_path.parent.mkdir(parents=True, exist_ok=True) # Generate the updated source file at the corresponding path. with open(updated_path, 'w') as f: f.write(updated.code) if __name__ == '__main__': parser = argparse.ArgumentParser( description="""Fix up source that uses the dataplex client library. The existing sources are NOT overwritten but are copied to output_dir with changes made. Note: This tool operates at a best-effort level at converting positional parameters in client method calls to keyword based parameters. Cases where it WILL FAIL include A) * or ** expansion in a method call. B) Calls via function or method alias (includes free function calls) C) Indirect or dispatched calls (e.g. the method is looked up dynamically) These all constitute false negatives. The tool will also detect false positives when an API method shares a name with another method. """) parser.add_argument( '-d', '--input-directory', required=True, dest='input_dir', help='the input directory to walk for python files to fix up', ) parser.add_argument( '-o', '--output-directory', required=True, dest='output_dir', help='the directory to output files fixed via un-flattening', ) args = parser.parse_args() input_dir = pathlib.Path(args.input_dir) output_dir = pathlib.Path(args.output_dir) if not input_dir.is_dir(): print( f"input directory '{input_dir}' does not exist or is not a directory", file=sys.stderr, ) sys.exit(-1) if not output_dir.is_dir(): print( f"output directory '{output_dir}' does not exist or is not a directory", file=sys.stderr, ) sys.exit(-1) if os.listdir(output_dir): print( f"output directory '{output_dir}' is not empty", file=sys.stderr, ) sys.exit(-1) fix_files(input_dir, output_dir)
googleapis/python-dataplex
scripts/fixup_dataplex_v1_keywords.py
Python
apache-2.0
8,657
[ "VisIt" ]
ab01d10f87fd5f1074ebfb29a03c15ad3f115fb7714c533e8e7427e393d4adb2
# -*- coding: utf-8 -*- # vi:si:et:sw=4:sts=4:ts=4 ## ## Copyright (C) 2013 Async Open Source <http://www.async.com.br> ## All rights reserved ## ## This program is free software; you can redistribute it and/or modify ## it under the terms of the GNU General Public License as published by ## the Free Software Foundation; either version 2 of the License, or ## (at your option) any later version. ## ## This program is distributed in the hope that it will be useful, ## but WITHOUT ANY WARRANTY; without even the implied warranty of ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the ## GNU General Public License for more details. ## ## You should have received a copy of the GNU General Public License ## along with this program; if not, write to the Free Software ## Foundation, Inc., or visit: http://www.gnu.org/. ## ## Author(s): Stoq Team <stoq-devel@async.com.br> ## import gtk import mock from stoqlib.domain.invoice import InvoiceLayout from stoqlib.gui.dialogs.invoicedialog import InvoiceLayoutDialog from stoqlib.gui.test.uitestutils import GUITest class TestInvoiceLayoutListSlave(GUITest): def test_show(self): InvoiceLayout(description=u'Test Invoice', width=500, height=500) dialog = InvoiceLayoutDialog(store=self.store) self.check_dialog(dialog, 'invoice-layout-dialog-show') def test_delete_model(self): InvoiceLayout(store=self.store, description=u"Standard Invoice", width=500, height=500) dialog = InvoiceLayoutDialog(store=self.store, reuse_store=True) item = dialog.list_slave.listcontainer.list[0] dialog.list_slave.listcontainer.list.select(item) with mock.patch('kiwi.ui.listdialog.yesno') as yesno: yesno.side_effect = lambda *x, **y: gtk.RESPONSE_OK self.click(dialog.list_slave.listcontainer.remove_button) yesno.assert_called_with('Do you want to remove Standard Invoice ?', buttons=( ('gtk-cancel', gtk.RESPONSE_CANCEL), ('gtk-remove', gtk.RESPONSE_OK)), default=gtk.RESPONSE_OK, parent=None)
andrebellafronte/stoq
stoqlib/gui/test/test_invoicedialog.py
Python
gpl-2.0
2,237
[ "VisIt" ]
2e26b290b98470c454a45db5add3d29d950817c3f78cd00564cdad1c5a755dc7
#coding=utf-8 import os import io import ast import sys import logging import textwrap import traceback import collections from opster import command, dispatch, Dispatcher AUTO_PRINT = '#+' def get_markup(): try: return globals()['__MARKUP__'] except: return None def is_interactive(): if sys.flags.interactive: return True else: try: __IPYTHON__ return True except: return False def get_figure(plot): import matplotlib if isinstance(plot,matplotlib.axes.Subplot): return plot.get_figure() elif isinstance(plot,matplotlib.figure.Figure): return plot FIGURE_LATEX = """\n\\begin{{figure}}[h] \includegraphics[width=\\textwidth]{{{path}}} \caption{{{caption}}} \label{{{label}}} \end{{figure}}\n""" PREAMBLE = """\documentclass{article} \\usepackage{fancyvrb} \\usepackage{color} \\usepackage[utf8]{inputenc} \\usepackage{graphicx} \\usepackage[margin=2cm]{geometry} """ def figure(plot,name,desc,float=True): import matplotlib if is_interactive(): matplotlib.interactive(True) get_figure(plot).show() else: markup = get_markup() fig = get_figure(plot) fig.savefig(name) matplotlib.pyplot.close(fig.number) if markup == 'LATEX': return FIGURE_LATEX.format(path=name,caption=desc,label=os.path.splitext(name)[0]) elif markup == 'MARKDOWN': return '\n![{desc}\label{{{label}}}]({path})\n'.format(label=name,desc=desc,path=name) class Visitor(ast.NodeTransformer): """ special ast visitor, parses code chunks from string into single code objects do not set maxdepth bigger than 1, except you know what you do, but probaly the compilation will fail""" def __init__(self,inputfilename,logger,maxdepth=1): self.maxdepth = maxdepth self.inputfilename = inputfilename self.logger = logger self.CodeChunk = collections.namedtuple( 'CodeChunk',['codeobject','source','mode']) self.interactive = False def _get_last_lineno(self,node): maxlineno = 0 for x in ast.walk(node): if hasattr(x,'lineno') and x.lineno > maxlineno: maxlineno = x.lineno return maxlineno def _compile(self,node,mode='exec'): try: if mode == 'exec': codeobject = compile(ast.Module([node]),self.inputfilename,'exec') else: codeobject = compile(ast.Expression(node),self.inputfilename,'eval') return self.CodeChunk(codeobject,node.source,mode) except: self.logger.exception( 'failed to compile "{0}", {1}'.format( node,traceback.format_exc())) return self.CodeChunk(None,node.source,mode) def _import_matplotlib(self,modpart): if not 'matplotlib.pyplot' in sys.modules: self.logger.info('detected "{0}" and imported matplotlib' ' before to choose backend "Agg"'.format(modpart)) return self.CodeChunk( compile('import matplotlib;matplotlib.use("Agg")', '<rstscript.dynamic>','exec'),'','exec') else: self.logger.info('detected import of matplotlib.pyplot, ' 'but backend was already choosen') def _detect_matplotlib(self,names,module=None): if module: for modpart in module.split('.'): if modpart in ['pyplot','pylab','sympy']: return self._import_matplotlib(modpart) for name in names: if name.name in ['pyplot','pylab','sympy']: return self._import_matplotlib(name.name) def visit_Import(self,node): newnode = self._detect_matplotlib(node.names) if newnode: yield newnode yield self._compile(node) def visit_ImportFrom(self,node): newnode = self._detect_matplotlib(node.names,module=node.module) if newnode: yield newnode yield self._compile(node) def visit_Expr(self,node): if AUTO_PRINT in node.source: nnode = node.value nnode.source = node.source nnode.lineno = node.lineno yield self._compile(nnode,mode='eval') else: yield self._compile(node) def visit_Assign(self,node): yield self._compile(node) if AUTO_PRINT in node.source: if isinstance(node.targets[0],ast.Tuple): for x in node.targets[0].elts: x.source = x.id x.lineno = node.lineno x.ctx = ast.Load() yield self._compile(x,mode='eval') else: x = node.targets[0] x.source = x.id x.lineno = node.lineno x.ctx = ast.Load() yield self._compile(x,mode='eval') def visit(self, node, start_lineno,raw,depth=0): """Visit a node.""" if depth >= self.maxdepth: method = 'visit_' + node.__class__.__name__ visitor = getattr(self, method, None) # get source code of the node, must be before the next statement startline = node.lineno-1 endline = self._get_last_lineno(node) node.source = '\n'.join(raw[startline:endline]) #print('last line',self._get_last_lineno(node),'source',node.source) node.lineno = node.lineno + start_lineno if visitor: yield from visitor(node) else: yield self._compile(node) else: depth += 1 for child in ast.iter_child_nodes(node): yield from self.visit(child,start_lineno,raw,depth=depth) class Litter(object): def __init__(self,figdir='',stop_on_error=True,ipython_style=False,loglevel='WARNING',inputfilename='',inputfile=None,outputfilename='',outputfile=None,**kwargs): from pygments import highlight from pygments.lexers import PythonLexer from pygments.formatters import LatexFormatter self.lexer = PythonLexer() self.formatter = LatexFormatter(full=False) self.highlight = highlight self.plt = None if figdir: self._figdir = figdir else: self._figdir = None if inputfilename: self.inputfile = open(inputfilename,'r') elif inputfile: self.inputfile = inputfile self.inputfilename = self.inputfile.name sys.path.append(os.path.abspath('.')) if outputfilename: self.outputfile = open(outputfilename,'wb') elif outputfile: self.outputfile = outputfile self._raw = None self.logger = logging.getLogger('litter') self.logger.setLevel(loglevel) handler = logging.StreamHandler(sys.stdout) formatter = logging.Formatter('%(levelname)s - %(message)s') handler.setFormatter(formatter) handler.setLevel(loglevel) self.logger.addHandler(handler) self.visitor = Visitor(self.inputfile.name,self.logger) self.globallocal = {} self.autoprinting = True self.ipythonstyle = ipython_style self.stderr = io.StringIO() self.stdout = io.StringIO() self.traceback = io.StringIO() self.stdout_sys = sys.stdout self.stderr_sys = sys.stderr self.ResultChunk = collections.namedtuple( 'ResultChunk',['codechunk','stderr','stdout','traceback','out']) self.results = {} self.stop_on_error = stop_on_error self.reference = {} def visit(self,tree,linenumber,source): return self.visitor.visit(tree,linenumber,source.splitlines()) def chunks(self): chunk = io.StringIO() code = False linenumber = 1 for i,line in enumerate(self.inputfile): if not line.strip() or line.startswith('#'): if code: yield (linenumber,code,chunk.getvalue()) chunk.seek(0) chunk.truncate() code = not code linenumber = i+1 if line.startswith('#coding'): continue elif line.startswith('#'): yield (linenumber,code,line[1:]) else: yield (linenumber,code,line) else: if not code: yield (linenumber,code,chunk.getvalue()) chunk.seek(0) chunk.truncate() code = not code linenumber = i+1 chunk.write(line) yield (linenumber,code,chunk.getvalue()) @property def figdir(self): if not self._figdir: self._figdir=os.path.abspath(os.path.dirname(self.outputfile.name)) return self._figdir def _saveallfigures(self,result): if not self.plt: if 'matplotlib.pyplot' in sys.modules: from matplotlib import pyplot self.plt = pyplot self.logger.info('imported matplotlib.pyplot') else: raise StopIteration for num in self.plt.get_fignums(): if num > 1: self.logger.error('there are several figures in this chunks, not supported so far') else: label,desc = self._get_label(result) if label: fig = self.plt.figure(num) name = '{0}.pdf'.format(label) figpath =os.path.join(self.figdir,name) fig.savefig(figpath) ref = '\n![{desc}\label{{{label}}}]({path})\n'.format(label=label,desc=desc,path=figpath) self.logger.info('saved figure "{0}" to "{1}"'.format(label,figpath)) self.reference[label] = figpath self.plt.close(num) yield (False,ref) def _get_label(self,result): if '#:' in result.codechunk.source: s = result.codechunk.source t = s[s.find('#:')+2:] if ':' in t: return t.split(':') else: return t,t else: return None,None def process(self): for (linenumber,code,source) in self.chunks(): if code: tree = ast.parse(source) for chunk in self.visit(tree,linenumber-1,source): result = self.execute(chunk) yield (code,result) yield from self._saveallfigures(result) if result.traceback and self.stop_on_error: raise StopIteration elif source.startswith('latex') and globals()['__MARKUP__'] == 'MARKDOWN': continue elif source.startswith('latex'): yield (code,source[5:]) elif source.startswith('litter'): yield (code,source.format(self.globallocal)) else: yield (code,source) def inter(self): from IPython.terminal.embed import InteractiveShellEmbed from IPython.terminal.interactiveshell import TerminalMagics inter = InteractiveShellEmbed() magics = TerminalMagics(inter) t = threading.Thread(target=inter) t.start() import time time.sleep(2) magics.store_or_execute('a=2\nprint(a)',None) def format(self): wascode = False tmp = io.StringIO() def writetmp(tmp): val = tmp.getvalue() if val: if globals()['__MARKUP__'] == 'MARKDOWN': self.outputfile.write(b'\n~~~python\n') self.outputfile.write(val.encode('utf-8')) self.outputfile.write(b'~~~\n\n') elif globals()['__MARKUP__'] == 'LATEX': self.outputfile.write(self.highlight(val, self.lexer, self.formatter).encode('utf-8')) tmp.seek(0) tmp.truncate() if globals()['__MARKUP__'] == 'LATEX': self.outputfile.write(PREAMBLE.encode('utf-8')) self.outputfile.write(self.formatter.get_style_defs().encode('utf-8')) self.outputfile.write(b'\\begin{document}') for (code,result) in self.process(): if not code: if wascode and tmp.tell(): writetmp(tmp) wascode = False if globals()['__MARKUP__'] == 'MARKDOWN': self.outputfile.write(result.encode('utf-8')) elif globals()['__MARKUP__'] == 'LATEX': if result.startswith('###'): self.outputfile.write( ('\\subsubsection*{%s}\n'%result[3:].strip()).encode('utf-8')) elif result.startswith('##'): self.outputfile.write( ('\\subsection*{%s}\n'%result[2:].strip()).encode('utf-8')) elif result.startswith('#'): self.outputfile.write( ('\\section*{%s}\n'%result[1:].strip()).encode('utf-8')) else: self.outputfile.write(result.encode('utf-8')) elif code and not '#~' in result.codechunk.source: wascode = True self.format_result(tmp,result) else: if wascode and tmp.tell(): writetmp(tmp) wascode = False self.outputfile.write(result.out.encode('utf-8')) self.outputfile.write(b'\n') writetmp(tmp) if globals()['__MARKUP__'] == 'LATEX': self.outputfile.write(b'\end{document}') for (label,ref) in self.reference.items(): self.outputfile.write('\n[{0}]: {1}\n'.format(label,ref).encode('utf-8')) def format_result(self,out,res): source = res.codechunk.source if not '#>' in source and source: if self.ipythonstyle: out.write('In [{0}]: '.format(res.codechunk.codeobject.co_firstlineno)) out.write(source) out.write('\n') elif not res.codechunk.mode == 'eval': out.write(source) out.write('\n') if res.stdout: out.write(res.stdout) out.write('\n') if res.stderr: out.write(res.stderr) out.write('\n') if res.traceback: out.write(res.traceback) out.write('\n') if self.autoprinting and res.codechunk.mode == 'eval' and \ not ('#>' in source and not '#~' in source) and not '#:' in source: line = res.codechunk.codeobject.co_firstlineno if '#' in source: coa = source[:source.find('#')] result = '{0} {1}'.format(res.out,source[source.rfind('#')+2:]) else: coa = source result = res.out if self.ipythonstyle: try: out.write('Out[{0}]: {1:.5g}'.format(line,result)) except: out.write('Out[{0}]: {1}'.format(line,result)) else: try: out.write('{0} => {1:.5g}'.format(coa,result)) except: out.write('{0} => {1}'.format(coa,result)) out.write('\n') def execute(self,codechunk): sys.stdout = self.stdout sys.stderr = self.stderr self.stdout.seek(0) self.stderr.seek(0) self.traceback.seek(0) tr = '' out = None try: if codechunk.mode == 'exec': exec(codechunk.codeobject,self.globallocal,self.globallocal) elif codechunk.mode == 'eval': out=eval(codechunk.codeobject,self.globallocal,self.globallocal) except: tr = traceback.format_exc().strip() # remove all line until a line containing rstscript.dynamic except # the first st = tr.find('\n')+1 en = tr.find('File "{0}"'.format(self.inputfilename)) self.traceback.write(tr[:st]) self.traceback.write(tr[en:]) finally: sys.stdout = self.stdout_sys sys.stderr = self.stderr_sys if tr: self.logger.warn( 'failed on line {0} with {1}'.format( codechunk.codeobject.co_firstlineno,tr[tr.rfind('\n')+1:])) self.stdout.truncate() self.stderr.truncate() rc = self.ResultChunk( codechunk,self.stderr.getvalue(), self.stdout.getvalue(),self.traceback.getvalue(),out, ) self.stderr.seek(0) self.stderr.truncate() self.traceback.seek(0) self.traceback.truncate() self.stdout.seek(0) self.stdout.truncate() return rc process = Dispatcher(globaloptions=[ ('s','stop-on-error',False,'stop if an error occurs'), ('l','loglevel','WARNING','set the log level'), ('i','ipython-style',False,'ipython in out style'), ('h','highlighting-style','pygments','highlighting style'), ('v','version','0.0.1','version of the file'), ]) d = Dispatcher() d.nest('process',process,'process the python input') @process.command(name='md',usage='inputfile -o outpufile') def process_md(inputfilename,outputfilename='',**kwargs): global __MARKUP__ __MARKUP__ = 'MARKDOWN' if not outputfilename: with io.BytesIO() as tmp: li = Litter(outputfile=tmp,inputfilename=inputfilename,figdir=os.path.abspath('.'),**kwargs) li.format() tmp.seek(0) sys.stdout.write(tmp.read().decode('utf-8')) else: li = Litter(outputfilename=outputfilename,inputfilename=inputfilename,**kwargs) li.format() @process.command(name='pdf',usage='inputfile -o outpufile') def process_pdf(inputfilename,outputfilename,**kwargs): from sh import pandoc import tempfile global __MARKUP__ __MARKUP__ = 'MARKDOWN' with tempfile.NamedTemporaryFile() as tmp: li = Litter(outputfile=tmp.file,inputfilename=inputfilename,figdir=os.path.abspath(os.path.dirname(outputfilename)),**kwargs) li.format() tmp.file.flush() kwargs.get('version') pandoc(tmp.name,'-o',outputfilename, '--template',os.path.join( os.path.dirname(__file__),'data','template.tex'),'-V','version=%s'%kwargs.get('version'),'--highlight-style',kwargs.get('highlighting_style')) @process.command(name='latex',usage='inputfile -o outpufile') def process_latex(inputfilename,outputfilename,**kwargs): global __MARKUP__ __MARKUP__ = 'LATEX' if not outputfilename: with io.BytesIO() as tmp: li = Litter(outputfile=tmp,inputfilename=inputfilename,figdir=os.path.abspath('.'),**kwargs) li.format() tmp.seek(0) sys.stdout.write(tmp.read().decode('utf-8')) else: li = Litter(outputfilename=outputfilename,inputfilename=inputfilename,**kwargs) li.format() @d.command(usage='input output') def mdto(inputfilename,outputfilename,highlight='pygments'): """ convert markdown to pdf using pandoc""" from sh import pandoc pandoc('-f','markdown',inputfilename,'-o',outputfilename,'--highlight-style',highlight, '--template',os.path.join( os.path.dirname(__file__),'data','template.tex'),'-V','version=0.0.1') @d.command(usage='input') def run(inputfilename): pass def main(): d.dispatch() if __name__ == '__main__': main()
mortbauer/pylitter
pylitter/__init__.py
Python
mit
20,027
[ "VisIt" ]
77e916c364918e164fcd86532190f1241977de98ebd69f2e16d568d0a67e7783
# coding: utf-8 # Copyright (c) Pymatgen Development Team. # Distributed under the terms of the MIT License. import json import os import unittest import numpy as np import pandas as pd from pymatgen.io.lammps.outputs import LammpsDump, parse_lammps_dumps, parse_lammps_log from pymatgen.util.testing import PymatgenTest test_dir = os.path.join(PymatgenTest.TEST_FILES_DIR, "lammps") class LammpsDumpTest(unittest.TestCase): @classmethod def setUpClass(cls): with open(os.path.join(test_dir, "dump.rdx_wc.100")) as f: rdx_str = f.read() cls.rdx = LammpsDump.from_string(string=rdx_str) with open(os.path.join(test_dir, "dump.tatb")) as f: tatb_str = f.read() cls.tatb = LammpsDump.from_string(string=tatb_str) def test_from_string(self): self.assertEqual(self.rdx.timestep, 100) self.assertEqual(self.rdx.natoms, 21) np.testing.assert_array_equal(self.rdx.box.bounds, np.array([(35, 48)] * 3)) np.testing.assert_array_equal(self.rdx.data.columns, ["id", "type", "xs", "ys", "zs"]) rdx_data = self.rdx.data.iloc[-1] rdx_data_target = [19, 2, 0.42369, 0.47347, 0.555425] np.testing.assert_array_almost_equal(rdx_data, rdx_data_target) self.assertEqual(self.tatb.timestep, 0) self.assertEqual(self.tatb.natoms, 384) bounds = [[0, 13.624], [0, 17.1149153805], [0, 15.1826391451]] np.testing.assert_array_almost_equal(self.tatb.box.bounds, bounds) tilt = [-5.75315630927, -6.325466, 7.4257288] np.testing.assert_array_almost_equal(self.tatb.box.tilt, tilt) np.testing.assert_array_equal(self.tatb.data.columns, ["id", "type", "q", "x", "y", "z"]) tatb_data = self.tatb.data.iloc[-1] tatb_data_target = [356, 3, -0.482096, 2.58647, 12.9577, 14.3143] np.testing.assert_array_almost_equal(tatb_data, tatb_data_target) def test_json_dict(self): encoded = json.dumps(self.rdx.as_dict()) decoded = json.loads(encoded) rdx = LammpsDump.from_dict(decoded) self.assertEqual(rdx.timestep, 100) self.assertEqual(rdx.natoms, 21) np.testing.assert_array_equal(rdx.box.bounds, np.array([(35, 48)] * 3)) pd.testing.assert_frame_equal(rdx.data, self.rdx.data) class FuncTest(unittest.TestCase): def test_parse_lammps_dumps(self): # gzipped rdx_10_pattern = os.path.join(test_dir, "dump.rdx.gz") rdx_10 = list(parse_lammps_dumps(file_pattern=rdx_10_pattern)) timesteps_10 = [d.timestep for d in rdx_10] np.testing.assert_array_equal(timesteps_10, np.arange(0, 101, 10)) self.assertTupleEqual(rdx_10[-1].data.shape, (21, 5)) # wildcard rdx_25_pattern = os.path.join(test_dir, "dump.rdx_wc.*") rdx_25 = list(parse_lammps_dumps(file_pattern=rdx_25_pattern)) timesteps_25 = [d.timestep for d in rdx_25] np.testing.assert_array_equal(timesteps_25, np.arange(0, 101, 25)) self.assertTupleEqual(rdx_25[-1].data.shape, (21, 5)) def test_parse_lammps_log(self): comb_file = "log.5Oct16.comb.Si.elastic.g++.1" comb = parse_lammps_log(filename=os.path.join(test_dir, comb_file)) self.assertEqual(len(comb), 6) # first comb run comb0 = comb[0] np.testing.assert_array_equal(["Step", "Temp", "TotEng", "PotEng", "E_vdwl", "E_coul"], comb0.columns) self.assertEqual(len(comb0), 6) comb0_data = [ [0, 1, -4.6295947, -4.6297237, -4.6297237, 0], [5, 1, -4.6295965, -4.6297255, -4.6297255, 0], ] np.testing.assert_array_almost_equal(comb0.iloc[[0, -1]], comb0_data) # final comb run comb_1 = comb[-1] np.testing.assert_array_equal( [ "Step", "Lx", "Ly", "Lz", "Xy", "Xz", "Yz", "c_fxy[1]", "c_fxy[2]", "c_fxy[3]", "c_fxy[4]", "c_fxy[5]", "c_fxy[6]", ], comb_1.columns, ) self.assertEqual(len(comb_1), 11) comb_1_data = [[36, 5.1293854e-06], [46, 2192.8256]] np.testing.assert_array_almost_equal(comb_1.iloc[[0, -1], [0, -3]], comb_1_data) ehex_file = "log.13Oct16.ehex.g++.8" ehex = parse_lammps_log(filename=os.path.join(test_dir, ehex_file)) self.assertEqual(len(ehex), 3) ehex0, ehex1, ehex2 = ehex # ehex run #1 np.testing.assert_array_equal(["Step", "Temp", "E_pair", "E_mol", "TotEng", "Press"], ehex0.columns) self.assertEqual(len(ehex0), 11) ehex0_data = [ [0, 1.35, -4.1241917, 0, -2.0994448, -3.1961612], [1000, 1.3732017, -3.7100044, 0, -1.6504594, 0.83982701], ] np.testing.assert_array_almost_equal(ehex0.iloc[[0, -1]], ehex0_data) # ehex run #2 np.testing.assert_array_equal(["Step", "Temp", "c_Thot", "c_Tcold"], ehex1.columns) self.assertEqual(len(ehex1), 11) ehex1_data = [ [1000, 1.35, 1.431295, 1.2955644], [11000, 1.3794051, 1.692299, 1.0515688], ] np.testing.assert_array_almost_equal(ehex1.iloc[[0, -1]], ehex1_data) # ehex run #3 np.testing.assert_array_equal(["Step", "Temp", "c_Thot", "c_Tcold", "v_tdiff", "f_ave"], ehex2.columns) self.assertEqual(len(ehex2), 21) ehex2_data = [ [11000, 1.3794051, 1.6903393, 1.0515688, 0, 0], [31000, 1.3822489, 1.8220413, 1.0322271, -0.7550338, -0.76999077], ] np.testing.assert_array_almost_equal(ehex2.iloc[[0, -1]], ehex2_data) peptide_file = "log.5Oct16.peptide.g++.1" peptide = parse_lammps_log(filename=os.path.join(test_dir, peptide_file)) peptide0 = peptide[0] np.testing.assert_array_equal( [ "Step", "TotEng", "KinEng", "Temp", "PotEng", "E_bond", "E_angle", "E_dihed", "E_impro", "E_vdwl", "E_coul", "E_long", "Press", ], peptide0.columns, ) self.assertEqual(len(peptide0), 7) peptide0_select = peptide0.loc[[0, 6], ["Step", "TotEng", "Press"]] peptide0_data = [[0, -5237.4580, -837.0112], [300, -5251.3637, -471.5505]] np.testing.assert_array_almost_equal(peptide0_select, peptide0_data) if __name__ == "__main__": unittest.main()
richardtran415/pymatgen
pymatgen/io/lammps/tests/test_outputs.py
Python
mit
6,719
[ "LAMMPS", "pymatgen" ]
86da33fc1176a08608be3689f01a28fa98b7a9c812b404bdbd22cf31f905c59f
""" @name: Modules/House/Lighting/utility.py @author: D. Brian Kimmel @contact: D.BrianKimmel@gmail.com @copyright: (c) 2019-2020 by D. Brian Kimmel @note: Created on Jan 20, 2019 @license: MIT License @summary: """ __updated__ = '2020-01-18' # Import system type stuff # Import PyMh files from Modules.Core.Utilities.debug_tools import PrettyFormatAny from Modules.Core import logging_pyh as Logger LOG = Logger.getLogger('PyHouse.LightUtility ') class lightingUtility: """ """ def _test_object_by_id(self, p_obj, name=None, key=None, UUID=None): """ Return the device object for a house using the given value. A name, key or UUID may be used to identify the device. @return: the Device object found or None. """ if name != None and p_obj.Name == name: return p_obj elif key != None and p_obj.Key == key: return p_obj elif UUID != None and p_obj.UUID == UUID: return p_obj elif UUID != None and p_obj.UUID == UUID: return p_obj return None def get_object_by_id(self, p_objs, name=None, key=None, UUID=None): """ Return the device object from a dict of objects using the given value. one of several things may be used for the lookup, a name,a key, or a UUID may be used to identify the object. Only one object is returned. @param p_objs: is the tree of lighting objects such as lights, buttons or controllers @return: the object found or None. """ # LOG.debug(PrettyFormatAny.form(p_objs, 'Objs')) for l_obj in p_objs.values(): # LOG.debug(PrettyFormatAny.form(l_obj, 'Obj')) l_ret = self._test_object_by_id(l_obj, name, key, UUID) if l_ret != None: return l_obj LOG.error('Light Lookup failed - arg error Name:{}, Key:{}, UUID:{}'.format(name, key, UUID)) return None def get_object_type_by_id(self, p_objs, group=['Lights', 'Outlets'], name=None, key=None, UUID=None): """ Return the device object from a dict of objects using the given value. one of several things may be used for the lookup, a name,a key, or a UUID may be used to identify the object. Only one object is returned. @param p_objs: is the tree of lighting objects such as lights, buttons or controllers @return: the object found or None. """ # LOG.debug(PrettyFormatAny.form(p_objs, 'Objs')) for l_class in group: # LOG.debug('Class: "{}"'.format(l_class)) l_objs = getattr(p_objs, l_class) # LOG.debug(PrettyFormatAny.form(l_objs, 'Objs')) self.get_object_by_id(p_objs, name, key, UUID) LOG.error('Light Lookup failed - arg error Name:{}, Key:{}, UUID:{}'.format(name, key, UUID)) return None def get_controller_objs_by_family(self, p_objs, p_family): """ Gets all the controllers for a device. @param p_objs: a dict of objects to search - such as p_pyhouse_obj.House.Lighting.Controllers{} @param p_family: the family to search for - 'Insteon' @return: a list of controller objs that match the family """ l_ret = [] for l_obj in p_objs.values(): l_family = l_obj.Family.Name.lower() if l_family == p_family.lower(): # LOG.info('Found Controller {}; Local:{}'.format(l_obj.Name, l_obj._isLocal)) if l_obj._isLocal: l_ret.append(l_obj) # LOG.debug(PrettyFormatAny.form(l_obj, 'Controller')) if len(l_ret) == 0: LOG.warning('Controller Lookup failed - arg error Family:{}'.format(p_family)) elif len(l_ret) > 1: LOG.warning('Too many Controllers found {}'.format(len(l_ret))) else: # LOG.debug('Found {} active controller(s) for family {}'.format(len(l_ret), p_family)) pass return l_ret # ## END DBK
DBrianKimmel/PyHouse
Project/src/Modules/House/Lighting/utility.py
Python
mit
4,060
[ "Brian" ]
d48672ce5483e0f3fa2f010608a108f2a317d343a50a2208de9a4aac776bbd57
import logging import cgi from dirac.lib.base import * from pylons.controllers.util import redirect_to import dirac.lib.helpers as helpers import dirac.lib.credentials as credentials from dirac.lib.webconfig import gWebConfig from dirac.lib.webBase import defaultRedirect from DIRAC import gLogger log = logging.getLogger( __name__ ) class UserdataController( BaseController ): def index( self ): return defaultRedirect() def __mapReferer( self ): ref = request.environ[ 'HTTP_REFERER' ] ref = ref[ ref.find( "/", 8 ) : ] scriptName = request.environ[ 'SCRIPT_NAME' ] if scriptName: if scriptName[0] != "/": scriptName = "/%s" % scriptName if ref.find( scriptName ) == 0: ref = ref[ len( scriptName ): ] pI = ref.find( '?' ); if pI > -1: params = ref[ pI + 1: ] ref = ref[ :pI ] else: params = "" pDict = dict( cgi.parse_qsl( params ) ) if not ref: ref = "/" return ( config[ 'routes.map' ].match( ref ), pDict ) def changeGroup( self ): return self.__changeURLPropertyAndRedirect( 'dgroup', credentials.getAvailableGroups() ) def changeSetup( self ): return self.__changeURLPropertyAndRedirect( 'dsetup', gWebConfig.getSetups() ) def __changeURLPropertyAndRedirect( self, propKey, validValues ): requestedValue = request.environ[ 'pylons.routes_dict' ][ 'id' ] redDict = False if 'HTTP_REFERER' in request.environ: refDict, paramsDict = self.__mapReferer() if refDict: redDict = paramsDict for key in ( 'controller', 'action' ): if key in refDict: redDict[ key ] = refDict[ key ] if 'id' in refDict: redDict[ 'id' ] = refDict[ 'id' ] else: redDict[ 'id' ] = None if 'controller' in redDict and 'action' in redDict and \ redDict[ 'controller' ] == 'template' and \ redDict[ 'action' ] == 'view': redDict = False if requestedValue in validValues: request.environ[ 'pylons.routes_dict' ][ propKey ] = requestedValue else: gLogger.info( "Requested change to %s invalid %s" % ( requestedValue, validValues ) ) if redDict: return redirect_to( **redDict ) return defaultRedirect() def unauthorizedAction( self ): c.error = "You're not authorized!" return render( "/error.mako" )
DIRACGrid/DIRACWeb
dirac/controllers/web/userdata.py
Python
gpl-3.0
2,381
[ "DIRAC" ]
0bf9ddd28356633f4fcfbbd72f502bc13b688be81d299078cb589b2638e1ec21
import xmlrpclib import numpy as np class ServerProxy(object): def __init__(self, url): self._xmlrpc_server_proxy = xmlrpclib.ServerProxy(url) def __getattr__(self, name): call_proxy = getattr(self._xmlrpc_server_proxy, name) def _call(*args, **kwargs): return call_proxy(args, kwargs) return _call if __name__ == "__main__": lattice = [[10.00,0.00,0.00],[0.00,10.00,0.00],[0.00,0.00,10.00]] atmlist = [1,2,2] coord = [ \ [4.888906, 4.190531, 5.341819], \ [4.518590, 4.930775, 6.081417], \ [5.998905, 4.191843, 5.340974], \ ] na = 3 server = ServerProxy("http://localhost:8000") exe = "/home/zxj/program/siesta-4.0b-485/Obj/siesta" srcdir = "/home/zxj/program/siesta-4.0b-485/PIMD/svrtest" tmpfolder = '/home/zxj/program/siesta-4.0b-485/PIMD/client/tmp' for i in range(100): output = server.calcEF(coord,lattice,atmlist,exe = exe,srcdir = srcdir, tmpfolder = tmpfolder) energy,force,stress = output coord = (np.array(coord) + 0.01 * np.array(force)).tolist() #print np.array(force) print max(np.abs(np.array(force)).flatten()) print output
zxjzxj9/MDTools
svrtest/PIclient.py
Python
bsd-3-clause
1,239
[ "SIESTA" ]
189ad5288fcb169da4b32816ad8c8ff067b47fca4e1ddadc9645e4414e1b37c5
#!/usr/bin/env python import unittest from src.files import File class TestFile(unittest.TestCase): def setUp(self): self.parentfile = File(name="/", parent=None) self.childfile = File(name="home", parent=self.parentfile) self.grandchildfile = File(name="brian", parent=self.childfile) def test_get_absolute_path(self): self.assertEqual("/home", self.childfile.get_absolute_path()) self.assertEqual("/home/brian", self.grandchildfile.get_absolute_path()) def test_get_absolute_path_root(self): self.assertEqual("/", self.parentfile.get_absolute_path()) ########################## def suite(): suite = unittest.TestSuite() suite.addTest(unittest.makeSuite(TestFile)) return suite if __name__ == '__main__': unittest.main()
bruab/Bashy_Prototype
test/files_tests.py
Python
mit
807
[ "Brian" ]
9780debe73d8e9d77f5ca9e30a5d9cb9b05509a454a877a07a719e00de4f3931
# # Copyright 2016 The BigDL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # from bigdl.orca.learn.metrics import Metric from bigdl.orca.learn.utils import bigdl_metric_results_to_dict from bigdl.dllib.nnframes import NNEstimator, NNModel from bigdl.dllib.estimator import Estimator as SparkEstimator from bigdl.orca.learn.spark_estimator import Estimator as OrcaSparkEstimator from bigdl.orca.data import SparkXShards from bigdl.dllib.optim.optimizer import MaxEpoch from bigdl.dllib.feature.common import FeatureSet from bigdl.orca.learn.metrics import Accuracy from pyspark.sql.dataframe import DataFrame class Estimator(object): @staticmethod def from_bigdl(*, model, loss=None, optimizer=None, metrics=None, feature_preprocessing=None, label_preprocessing=None, model_dir=None): """ Construct an Estimator with BigDL model, loss function and Preprocessing for feature and label data. :param model: BigDL Model to be trained. :param loss: BigDL criterion. :param optimizer: BigDL optimizer. :param metrics: A evaluation metric or a list of evaluation metrics :param feature_preprocessing: Used when data in `fit` and `predict` is a Spark DataFrame. The param converts the data in feature column to a Tensor or to a Sample directly. It expects a List of Int as the size of the converted Tensor, or a Preprocessing[F, Tensor[T]] If a List of Int is set as feature_preprocessing, it can only handle the case that feature column contains the following data types: Float, Double, Int, Array[Float], Array[Double], Array[Int] and MLlib Vector. The feature data are converted to Tensors with the specified sizes before sending to the model. Internally, a SeqToTensor is generated according to the size, and used as the feature_preprocessing. Alternatively, user can set feature_preprocessing as Preprocessing[F, Tensor[T]] that transforms the feature data to a Tensor[T]. Some pre-defined Preprocessing are provided in package bigdl.dllib.feature. Multiple Preprocessing can be combined as a ChainedPreprocessing. The feature_preprocessing will also be copied to the generated NNModel and applied to feature column during transform. :param label_preprocessing: Used when data in `fit` and `predict` is a Spark DataFrame. similar to feature_preprocessing, but applies to Label data. :param model_dir: The path to save model. During the training, if checkpoint_trigger is defined and triggered, the model will be saved to model_dir. :return: """ return BigDLEstimator(model=model, loss=loss, optimizer=optimizer, metrics=metrics, feature_preprocessing=feature_preprocessing, label_preprocessing=label_preprocessing, model_dir=model_dir) class BigDLEstimator(OrcaSparkEstimator): def __init__(self, *, model, loss, optimizer=None, metrics=None, feature_preprocessing=None, label_preprocessing=None, model_dir=None): self.loss = loss self.optimizer = optimizer self.metrics = Metric.convert_metrics_list(metrics) self.feature_preprocessing = feature_preprocessing self.label_preprocessing = label_preprocessing self.model_dir = model_dir self.model = model self.nn_model = NNModel(self.model, feature_preprocessing=self.feature_preprocessing) self.nn_estimator = NNEstimator(self.model, self.loss, self.feature_preprocessing, self.label_preprocessing) if self.optimizer is None: from bigdl.dllib.optim.optimizer import SGD self.optimizer = SGD() self.nn_estimator.setOptimMethod(self.optimizer) self.estimator = SparkEstimator(self.model, self.optimizer, self.model_dir) self.log_dir = None self.app_name = None self.is_nnframe_fit = False def fit(self, data, epochs, batch_size=32, feature_cols="features", label_cols="label", caching_sample=True, validation_data=None, validation_trigger=None, checkpoint_trigger=None): """ Train this BigDL model with train data. :param data: train data. It can be XShards or Spark DataFrame. If data is XShards, each partition is a dictionary of {'x': feature, 'y': label}, where feature(label) is a numpy array or a list of numpy arrays. :param epochs: Number of epochs to train the model. :param batch_size: Batch size used for training. Default: 32. :param feature_cols: Feature column name(s) of data. Only used when data is a Spark DataFrame. Default: "features". :param label_cols: Label column name(s) of data. Only used when data is a Spark DataFrame. Default: "label". :param caching_sample: whether to cache the Samples after preprocessing. Default: True :param validation_data: Validation data. XShards and Spark DataFrame are supported. If data is XShards, each partition is a dictionary of {'x': feature, 'y': label}, where feature(label) is a numpy array or a list of numpy arrays. :param validation_trigger: Orca Trigger to trigger validation computation. :param checkpoint_trigger: Orca Trigger to set a checkpoint. :return: """ from bigdl.orca.learn.trigger import Trigger assert batch_size > 0, "batch_size should be greater than 0" if validation_data is not None: assert self.metrics is not None, \ "You should provide metrics when creating this estimator if you provide " \ "validation_data." if isinstance(data, DataFrame): if isinstance(feature_cols, list): data, validation_data, feature_cols = \ BigDLEstimator._combine_cols(data, feature_cols, col_name="features", val_data=validation_data) if isinstance(label_cols, list): data, validation_data, label_cols = \ BigDLEstimator._combine_cols(data, label_cols, col_name="label", val_data=validation_data) self.nn_estimator.setBatchSize(batch_size).setMaxEpoch(epochs) \ .setCachingSample(caching_sample).setFeaturesCol(feature_cols) \ .setLabelCol(label_cols) if validation_data is not None: assert isinstance(validation_data, DataFrame), \ "validation_data should be a spark DataFrame." assert validation_trigger is not None, \ "You should provide validation_trigger if you provide validation_data." validation_trigger = Trigger.convert_trigger(validation_trigger) self.nn_estimator.setValidation(validation_trigger, validation_data, self.metrics, batch_size) if self.log_dir is not None and self.app_name is not None: from bigdl.dllib.optim.optimizer import TrainSummary from bigdl.dllib.optim.optimizer import ValidationSummary train_summary = TrainSummary(log_dir=self.log_dir, app_name=self.app_name) self.nn_estimator.setTrainSummary(train_summary) val_summary = ValidationSummary(log_dir=self.log_dir, app_name=self.app_name) self.nn_estimator.setValidationSummary(val_summary) if self.model_dir is not None and checkpoint_trigger is not None: checkpoint_trigger = Trigger.convert_trigger(checkpoint_trigger) self.nn_estimator.setCheckpoint(self.model_dir, checkpoint_trigger) self.nn_model = self.nn_estimator.fit(data) self.is_nnframe_fit = True elif isinstance(data, SparkXShards): from bigdl.orca.data.utils import xshard_to_sample end_trigger = MaxEpoch(epochs) checkpoint_trigger = Trigger.convert_trigger(checkpoint_trigger) if isinstance(data, SparkXShards): train_rdd = data.rdd.flatMap(xshard_to_sample) train_feature_set = FeatureSet.sample_rdd(train_rdd) if validation_data is None: val_feature_set = None else: assert isinstance(validation_data, SparkXShards), \ "validation_data should be a XShards" val_feature_set = FeatureSet.sample_rdd( validation_data.rdd.flatMap(xshard_to_sample)) if self.log_dir is not None and self.app_name is not None: self.estimator.set_tensorboard(self.log_dir, self.app_name) self.estimator.train(train_feature_set, self.loss, end_trigger, checkpoint_trigger, val_feature_set, self.metrics, batch_size) self.is_nnframe_fit = False else: raise ValueError("Data and validation data should be XShards, but get " + data.__class__.__name__) else: raise ValueError("Data should be XShards or Spark DataFrame, but get " + data.__class__.__name__) return self def predict(self, data, batch_size=4, feature_cols="features", sample_preprocessing=None): """ Predict input data :param data: predict input data. It can be XShards or Spark DataFrame. If data is XShards, each partition is a dictionary of {'x': feature}, where feature is a numpy array or a list of numpy arrays. :param batch_size: Batch size used for inference. Default: 4. :param feature_cols: Feature column name(s) of data. Only used when data is a Spark DataFrame. Default: "features". :param sample_preprocessing: Used when data is a Spark DataFrame. If the user want change the default feature_preprocessing specified in Estimator.from_bigdl, the user can pass the new sample_preprocessing methods. :return: predicted result. If input data is Spark DataFrame, the predict result is a DataFrame which includes original columns plus 'prediction' column. The 'prediction' column can be FloatType, VectorUDT or Array of VectorUDT depending on model outputs shape. If input data is an XShards, the predict result is a XShards, each partition of the XShards is a dictionary of {'prediction': result}, where result is a numpy array or a list of numpy arrays. """ if isinstance(data, DataFrame): if isinstance(feature_cols, list): data, _, feature_cols = \ BigDLEstimator._combine_cols(data, feature_cols, col_name="features") self.nn_model.setBatchSize(batch_size).setFeaturesCol(feature_cols) if sample_preprocessing is not None: self.nn_model.setSamplePreprocessing(sample_preprocessing) return self.nn_model.transform(data) elif isinstance(data, SparkXShards): from bigdl.orca.data.utils import xshard_to_sample from bigdl.orca.learn.utils import convert_predict_rdd_to_xshard sample_rdd = data.rdd.flatMap(xshard_to_sample) result_rdd = self.model.predict(sample_rdd) return convert_predict_rdd_to_xshard(data, result_rdd) else: raise ValueError("Data should be XShards or Spark DataFrame, but get " + data.__class__.__name__) def evaluate(self, data, batch_size=32, feature_cols="features", label_cols="label"): """ Evaluate model. :param data: validation data. It can be XShardsor or Spark DataFrame, each partition is a dictionary of {'x': feature, 'y': label}, where feature(label) is a numpy array or a list of numpy arrays. :param batch_size: Batch size used for validation. Default: 32. :param feature_cols: (Not supported yet) Feature column name(s) of data. Only used when data is a Spark DataFrame. Default: None. :param label_cols: (Not supported yet) Label column name(s) of data. Only used when data is a Spark DataFrame. Default: None. :return: """ assert data is not None, "validation data shouldn't be None" assert self.metrics is not None, "metrics shouldn't be None, please specify the metrics" \ " argument when creating this estimator." if isinstance(data, DataFrame): if isinstance(feature_cols, list): data, _, feature_cols = \ BigDLEstimator._combine_cols(data, [feature_cols], col_name="features") if isinstance(label_cols, list): data, _, label_cols = \ BigDLEstimator._combine_cols(data, label_cols, col_name="label") self.nn_estimator._setNNBatchSize(batch_size)._setNNFeaturesCol(feature_cols) \ ._setNNLabelCol(label_cols) self.nn_estimator.setValidation(None, None, self.metrics, batch_size) if self.log_dir is not None and self.app_name is not None: from bigdl.dllib.optim.optimizer import TrainSummary from bigdl.dllib.optim.optimizer import ValidationSummary val_summary = ValidationSummary(log_dir=self.log_dir, app_name=self.app_name) self.nn_estimator.setValidationSummary(val_summary) result = self.nn_estimator._eval(data) elif isinstance(data, SparkXShards): from bigdl.orca.data.utils import xshard_to_sample val_feature_set = FeatureSet.sample_rdd(data.rdd.flatMap(xshard_to_sample)) result = self.estimator.evaluate(val_feature_set, self.metrics, batch_size) else: raise ValueError("Data should be XShards or Spark DataFrame, but get " + data.__class__.__name__) return bigdl_metric_results_to_dict(result) def get_model(self): """ Get the trained BigDL model :return: The trained BigDL model """ return self.model def save(self, model_path): """ Save the BigDL model to model_path :param model_path: path to save the trained model. :return: """ try: model = self.get_model() model.saveModel(model_path + ".bigdl", model_path + ".bin", True) except ValueError: raise ValueError("You should fit before calling save") def load(self, checkpoint, optimizer=None, loss=None, feature_preprocessing=None, label_preprocessing=None, model_dir=None, is_checkpoint=False): """ Load existing BigDL model or checkpoint :param checkpoint: Path to the existing model or checkpoint. :param optimizer: BigDL optimizer. :param loss: BigDL criterion. :param feature_preprocessing: Used when data in `fit` and `predict` is a Spark DataFrame. The param converts the data in feature column to a Tensor or to a Sample directly. It expects a List of Int as the size of the converted Tensor, or a Preprocessing[F, Tensor[T]] If a List of Int is set as feature_preprocessing, it can only handle the case that feature column contains the following data types: Float, Double, Int, Array[Float], Array[Double], Array[Int] and MLlib Vector. The feature data are converted to Tensors with the specified sizes before sending to the model. Internally, a SeqToTensor is generated according to the size, and used as the feature_preprocessing. Alternatively, user can set feature_preprocessing as Preprocessing[F, Tensor[T]] that transforms the feature data to a Tensor[T]. Some pre-defined Preprocessing are provided in package bigdl.dllib.feature. Multiple Preprocessing can be combined as a ChainedPreprocessing. The feature_preprocessing will also be copied to the generated NNModel and applied to feature column during transform. :param label_preprocessing: Used when data in `fit` and `predict` is a Spark DataFrame. similar to feature_preprocessing, but applies to Label data. :param model_dir: The path to save model. During the training, if checkpoint_trigger is defined and triggered, the model will be saved to model_dir. :param is_checkpoint: Whether the path is a checkpoint or a saved BigDL model. Default: False. :return: The loaded estimator object. """ if loss is not None: self.loss = loss if optimizer is not None: self.optimizer = optimizer if feature_preprocessing is not None: self.feature_preprocessing = feature_preprocessing if label_preprocessing is not None: self.label_preprocessing = label_preprocessing if model_dir is not None: self.model_dir = model_dir if is_checkpoint: self.load_orca_checkpoint(checkpoint) else: from bigdl.dllib.net import Net self.model = Net.load_bigdl(checkpoint + ".bigdl", checkpoint + ".bin") self.nn_estimator = NNEstimator(self.model, self.loss, self.feature_preprocessing, self.label_preprocessing) if self.optimizer is None: from bigdl.dllib.optim.optimizer import SGD self.optimizer = SGD() self.nn_estimator.setOptimMethod(self.optimizer) self.estimator = SparkEstimator(self.model, self.optimizer, self.model_dir) self.nn_model = NNModel(self.model, feature_preprocessing=self.feature_preprocessing) return self def __load_bigdl_model(self, path, bigdl_type="float"): from bigdl.dllib.utils.common import callBigDlFunc from bigdl.dllib.nn.layer import Layer jmodel = callBigDlFunc(bigdl_type, "loadBigDL", path) return Layer.of(jmodel) def load_orca_checkpoint(self, path, version=None, prefix=None): """ Load existing checkpoint. To load a specific checkpoint, please provide both `version` and `perfix`. If `version` is None, then the latest checkpoint under the specified directory will be loaded. :param path: Path to the existing checkpoint (or directory containing Orca checkpoint files). :param version: checkpoint version, which is the suffix of model.* file, i.e., for modle.4 file, the version is 4. If it is None, then load the latest checkpoint. :param prefix: optimMethod prefix, for example 'optimMethod-Sequentialf53bddcc' :return: """ from bigdl.dllib.nn.layer import Model, Container from bigdl.dllib.optim.optimizer import OptimMethod from bigdl.orca.learn.utils import find_latest_checkpoint import os if version is None: path, prefix, version = find_latest_checkpoint(path, model_type="bigdl") if path is None: raise ValueError("Cannot find BigDL checkpoint, please check your checkpoint" " path.") else: assert prefix is not None, "You should provide optimMethod prefix, " \ "for example 'optimMethod-TorchModelf53bddcc'" try: self.model = self.__load_bigdl_model(os.path.join(path, "model.{}".format(version))) assert isinstance(self.model, Container), \ "The loaded model should be a Container, please check your checkpoint type." self.optimizer = OptimMethod.load(os.path.join(path, "{}.{}".format(prefix, version))) except Exception: raise ValueError("Cannot load BigDL checkpoint, please check your checkpoint path " "and checkpoint type.") self.estimator = SparkEstimator(self.model, self.optimizer, self.model_dir) self.nn_estimator = NNEstimator(self.model, self.loss, self.feature_preprocessing, self.label_preprocessing) if self.optimizer is not None: self.nn_estimator.setOptimMethod(self.optimizer) self.nn_model = NNModel(self.model, feature_preprocessing=self.feature_preprocessing) def clear_gradient_clipping(self): """ Clear gradient clipping parameters. In this case, gradient clipping will not be applied. In order to take effect, it needs to be called before fit. :return: """ self.nn_estimator.clearGradientClipping() self.estimator.clear_gradient_clipping() def set_constant_gradient_clipping(self, min, max): """ Set constant gradient clipping during the training process. In order to take effect, it needs to be called before fit. :param min: The minimum value to clip by. :param max: The maximum value to clip by. :return: """ self.nn_estimator.setConstantGradientClipping(min, max) self.estimator.set_constant_gradient_clipping(min, max) def set_l2_norm_gradient_clipping(self, clip_norm): """ Clip gradient to a maximum L2-Norm during the training process. In order to take effect, it needs to be called before fit. :param clip_norm: Gradient L2-Norm threshold. :return: """ self.nn_estimator.setGradientClippingByL2Norm(clip_norm) self.estimator.set_l2_norm_gradient_clipping(clip_norm) def get_train_summary(self, tag=None): """ Get the scalar from model train summary. This method will return a list of summary data of [iteration_number, scalar_value, timestamp]. :param tag: The string variable represents the scalar wanted """ # Exception handle if tag != "Loss" and tag != "LearningRate" and tag != "Throughput": raise TypeError('Only "Loss", "LearningRate", "Throughput"' + 'are supported in train summary') if self.is_nnframe_fit: train_summary = self.nn_estimator.getTrainSummary() return train_summary.read_scalar(tag=tag) else: return self.estimator.get_train_summary(tag=tag) def get_validation_summary(self, tag=None): """ Get the scalar from model validation summary. This method will return a list of summary data of [iteration_number, scalar_value, timestamp]. Note that the metric and tag may not be consistent. Please look up following form to pass tag parameter. Left side is your metric during compile. Right side is the tag you should pass. >>> 'Accuracy' | 'Top1Accuracy' >>> 'BinaryAccuracy' | 'Top1Accuracy' >>> 'CategoricalAccuracy' | 'Top1Accuracy' >>> 'SparseCategoricalAccuracy' | 'Top1Accuracy' >>> 'AUC' | 'AucScore' >>> 'HitRatio' | 'HitRate@k' (k is Top-k) >>> 'Loss' | 'Loss' >>> 'MAE' | 'MAE' >>> 'NDCG' | 'NDCG' >>> 'TFValidationMethod' | '${name + " " + valMethod.toString()}' >>> 'Top5Accuracy' | 'Top5Accuracy' >>> 'TreeNNAccuracy' | 'TreeNNAccuracy()' >>> 'MeanAveragePrecision' | 'MAP@k' (k is Top-k) (BigDL) >>> 'MeanAveragePrecision' | 'PascalMeanAveragePrecision' (Zoo) >>> 'StatelessMetric' | '${name}' :param tag: The string variable represents the scalar wanted """ if self.is_nnframe_fit: assert tag is not None, "You should provide tag which should match the name of " \ "the ValidationMethod set into the optimizer. " \ "e.g.'MAE', 'Top1AccuracyLoss', 'Top1Accuracy' or " \ "'Top5Accuracy'." val_summary = self.nn_estimator.getValidationSummary() return val_summary.read_scalar(tag=tag) else: return self.estimator.get_validation_summary(tag=tag) @staticmethod def _combine_cols(data, cols, col_name="features", val_data=None): if isinstance(cols, list): if len(cols) == 1: col_name = cols[0] else: from pyspark.ml.feature import VectorAssembler assembler = VectorAssembler( inputCols=cols, outputCol=col_name) data = assembler.transform(data) if val_data is not None: val_data = assembler.transform(val_data) return data, val_data, col_name
intel-analytics/BigDL
python/orca/src/bigdl/orca/learn/bigdl/estimator.py
Python
apache-2.0
26,477
[ "ORCA" ]
6f411a6236de019529d478ec75d478b1cfe8ff3484a9c0f6919ea19963d5dcd2
#!/usr/bin/python # # Copyright 2015 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the 'License'); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an 'AS IS' BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """This example adds two rule-based remarketing user lists. Adds two rule-based remarketing user lists; one with no site visit date restrictions and another that will only include users who visit your site in the next six months. The LoadFromStorage method is pulling credentials and properties from a "googleads.yaml" file. By default, it looks for this file in your home directory. For more information, see the "Caching authentication information" section of our README. """ import calendar from datetime import date from datetime import datetime from datetime import timedelta from googleads import adwords def main(client): # Initialize appropriate service. adwords_user_list_service = client.GetService( 'AdwordsUserListService', version='v201506') # First rule item group - users who visited the checkout page and had more # than one item in their shopping cart. checkout_rule_item = { 'StringRuleItem': { 'key': { 'name': 'ecomm_pagetype' }, 'op': 'EQUALS', 'value': 'checkout' } } cart_size_rule_item = { 'NumberRuleItem': { 'key': { 'name': 'cartsize' }, 'op': 'GREATER_THAN', 'value': '1.0' } } # Combine the two rule items into a RuleItemGroup so AdWords will logically # AND the rules together. checkout_multiple_item_group = { 'items': [checkout_rule_item, cart_size_rule_item] } # Second rule item group - users who checked out within the next 3 months. today = date.today() start_date_rule_item = { 'DateRuleItem': { 'key': { 'name': 'checkoutdate' }, 'op': 'AFTER', 'value': today.strftime('%Y%m%d') } } three_months_later = AddMonths(today, 3) three_months_later_rule_item = { 'DateRuleItem': { 'key': { 'name': 'checkoutdate' }, 'op': 'BEFORE', 'value': three_months_later.strftime('%Y%m%d') } } # Combine the date rule items into a RuleItemGroup checked_out_date_range_item_group = { 'items': [start_date_rule_item, three_months_later_rule_item] } # Combine the rule item groups into a Rule so AdWords will logically OR the # groups together. rule = { 'groups': [ checkout_multiple_item_group, checked_out_date_range_item_group ] } # Create the user list with no restrictions on site visit date. expression_user_list = { 'xsi_type': 'ExpressionRuleUserList', 'name': 'Expression-based user list created at %s' % datetime.today().strftime('%Y%m%d %H:%M:%S'), 'description': 'Users who checked out in three month window OR visited' ' the checkout page with more than one item in their' ' cart.', 'rule': rule } # Create the user list restricted to users who visit your site within the next # six months. end_date = AddMonths(today, 6) date_user_list = { 'xsi_type': 'DateSpecificRuleUserList', 'name': 'Date rule user list created at %s' % datetime.today().strftime('%Y%m%d %H:%M:%S'), 'description': 'Users who visited the site between %s and %s and checked' ' out in three month window OR visited the checkout page' ' with more than one item in their cart.' % (today.strftime('%Y%m%d'), end_date.strftime('%Y%m%d')), 'rule': rule, 'startDate': today.strftime('%Y%m%d'), 'endDate': end_date.strftime('%Y%m%d') } # Create operations to add the user lists. operations = [ { 'operand': user_list, 'operator': 'ADD', } for user_list in [expression_user_list, date_user_list] ] # Submit the operations. user_lists = adwords_user_list_service.mutate(operations) # Display results. for user_list in user_lists['value']: print (('User list added with ID %d, name "%s", status "%s", list type' ' "%s", accountUserListStatus "%s", description "%s".') % (user_list['id'], user_list['name'], user_list['status'], user_list['listType'], user_list['accountUserListStatus'], user_list['description'])) def AddMonths(start_date, months): """A simple convenience utility for adding months to a given start date. This increments the months by adding the number of days in the current month to the current month, for each month. Args: start_date: date The date months are being added to. months: int The number of months to add. Returns: A date equal to the start date incremented by the given number of months. """ current_date = start_date i = 0 while i < months: month_days = calendar.monthrange(current_date.year, current_date.month)[1] current_date += timedelta(days=month_days) i += 1 return current_date if __name__ == '__main__': # Initialize client object. adwords_client = adwords.AdWordsClient.LoadFromStorage() main(adwords_client)
wubr2000/googleads-python-lib
examples/adwords/v201506/remarketing/add_rule_based_user_lists.py
Python
apache-2.0
5,714
[ "VisIt" ]
77cf0ef5c4c8d3c3f468257530d24506f3599df0bc9fdc589d64b0d642da6b23
# -*- coding: utf-8 -*- #from django.shortcuts import render #from django.views.generic import ListView from django.utils import timezone from django.http import HttpResponseRedirect from django.contrib.auth.decorators import login_required #from django.utils.translation import ugettext_lazy as _ from feincms.content.application.models import app_reverse #from gauth.models import GUser from gtag.models import Tag # , TaggedItem from ask.models import Post from ask.forms import QuestionForm, AnswerForm, CommentForm #from django.contrib.contenttypes.models import ContentType def tag_list(): #ct = ContentType.objects.get_for_model(Post) #return TaggedItem.objects.filter(content_type=ct).select_related() return Tag.objects.all().select_related() def tag_post(request, tag): qs = Post.objects.filter(tags__name__in=[tag]).select_related() return 'ask/ask_tag_post.html', { 'qs': qs, 'tags': tag_list(), } def ask_index(request): qs = Post.objects.filter(level=0).select_related() return 'ask/ask_index.html', { 'qs': qs, 'tags': tag_list(), } def show_post(request, id): """ Question display and quick reply. """ q = Post.objects.select_related().get(id=id) form = AnswerForm answers = q.get_descendants().select_related() return 'ask/ask_detail.html', { 'q': q, 'nodes': answers, 'tags': tag_list(), 'form': form(), } #else: # return 'ask/ask_no_permission.html', { # 'error': _(u"You have no permission to view the question.") # } @login_required() def reply_question(request, id): form_class = AnswerForm post = Post.objects.select_related().get(id=id) if request.method == 'POST': form = form_class(request.POST) if form.is_valid(): answer = Post.objects.create( author=request.user, content=form.cleaned_data['content'], title=post.title + '\'s answer by ' + request.user.username, parent=Post.objects.select_related().get(id=id), creation_date=timezone.now(), lastedit_date=timezone.now(), lastedit_user=request.user, type=2 ) tags = form.cleaned_data['tags'].replace(u',', ',').replace(' ', '').split(',') for tag in tags: answer.tags.add(tag) answer.save() return HttpResponseRedirect(app_reverse("ask-detail", 'ask.urls', args=id)) else: return 'ask/ask_new_post.html', { 'form_error': form.errors, 'q': post, 'nodes': post.get_descendants().select_related(), 'tags': tag_list(), 'form': form_class(), } else: form = form_class() return 'ask/ask_new_post.html', {'form': form} @login_required() def comment_post(request, id): form_class = CommentForm post = Post.objects.select_related().get(id=id) if request.method == 'POST': form = form_class(request.POST) if form.is_valid(): comment = Post.objects.create( author=request.user, content=form.cleaned_data['content'], title=post.title + '\'s comment by ' + request.user.username, parent=post, creation_date=timezone.now(), lastedit_date=timezone.now(), lastedit_user=request.user, type=3 ) tags = post.tags.all() for tag in tags: comment.tags.add(tag) comment.save() return HttpResponseRedirect(app_reverse("ask-detail", 'ask.urls')) else: return 'ask/ask_detail.html', {'form_errors': form.errors} @login_required() def ask_question(request): form_class = QuestionForm if request.method == 'POST': form = form_class(request.POST) if form.is_valid(): question = Post.objects.create( author=request.user, content=form.cleaned_data['content'], title=form.cleaned_data['title'], creation_date=timezone.now(), lastedit_date=timezone.now(), lastedit_user=request.user, type=1 ) tags = form.cleaned_data['tags'].replace(u',', ',').replace(' ', '').split(',') for tag in tags: question.tags.add(tag.replace(' ', '')) question.save() return HttpResponseRedirect(app_reverse("ask-index", 'ask.urls')) else: form = QuestionForm() return 'ask/ask_new_post.html', {'form': form} ''' def index(request): """ QA landing page views. """ user = request.user auth = user.is_authenticated() # parse the date request since = request.GET.get('since', DATE_FILTER[0]).lower() # set the last active tab sess.set_tab(tab) # get the numerical value for these posts post_type = POST_TYPE_MAP.get(tab, tab) # override the sort order if the content so requires sort_type = 'creation' if tab == 'recent' else sort_type # this here needs to be reworked TODO if tab == "best": sort_type = "votes" since = request.GET.get('since', 'this week') messages.info(request, "Most <b>upvoted</b> active posts of <b>%s!</b>" % since) elif tab == "bookmarked": sort_type = "bookmark" since = request.GET.get('since', 'this month') messages.info(request, "Most <b>bookmarked</b> active posts of <b>%s!</b>" % since) # the params object will carry layout = const.USER_PILL_BAR if auth else const.ANON_PILL_BAR # wether to show the type of the post show_type = post_type in ('all', 'recent') show_search = True if tab in VALID_PILLS: tab, pill = "posts", tab else: tab, pill = tab, "" params = html.Params( tab=tab, pill=pill, sort=sort_type, sort_choices=SORT_CHOICES, date_filter=DATE_FILTER, since=since, layout=layout, show_type=show_type, title="Bioinformatics Answers", show_search=show_search) # this will fill in the query (q) and the match (m)parameters params.parse(request) # returns the object manager that contains all or only visible posts posts = get_post_manager(request) # filter posts by type posts = filter_by_type(request=request, posts=posts, post_type=post_type) # apply date filtering posts = filter_by_date(request=request, posts=posts, since=since) # reduce SQL query count by preselecting data that will be displayed posts = posts.select_related('author', 'author__profile', 'lastedit_user', 'lastedit_user__profile') # sticky is not active on recent and all pages sticky = (tab != 'recent') and (pill not in ('all', "best", "bookmarked")) # order may change if it is invalid search posts = apply_sort(request=request, posts=posts, order=sort_type, sticky=sticky) # get the counts for the session counts = sess.get_counts(post_type) page = get_page(request, posts, per_page=const.POSTS_PER_PAGE) # save the session sess.save() # try to set a more informative title title_map = dict( questions="Bioinformatics Questions", unanswered="Unanswered Questions", tutorials="Bioinformatics Tutorials", jobs="Bioinformatics Jobs", videos="Bioinformatics Videos", news='Bioinformatics News', tools="Bioinformatics Tools", recent="Recent bioinformatics posts", planet="Bioinformatics Planet", galaxy="Galaxy on Biostar", bookmarked="Most bookmarked", ) params.title = title_map.get(pill) or title_map.get(tab, params.title) return html.template(request, name='gqanda/index.html', page=page, params=params, counts=counts) '''
indexofire/gork
src/gork/application/ask/views/main.py
Python
mit
8,076
[ "Galaxy" ]
300ab7aede24e3bce6237325b603eef2c55f0d92771fb1feeddbae6701b9496e
from operator import * import AST from Exceptions import * from Memory import * from visit import * operators = {} operators['+'] = add operators['-'] = sub operators['*'] = mul operators['/'] = div operators['%'] = mod operators['|'] = or_ operators['&'] = and_ operators['&&'] = and_ operators['||'] = or_ operators['<<'] = lshift operators['>>'] = rshift operators['=='] = eq operators['!='] = ne operators['>'] = lt operators['<'] = gt operators['<='] = le operators['>='] = ge class Interpreter(object): def __init__(self, dex): self.dex = dex self.globalMemory = MemoryStack(Memory("global")) self.functionMemories = [] @on('node') def visit(self, node): pass @when(AST.Node) def visit(self, node): pass @when(AST.Program) def visit(self, node): # print "PROGRAM" node.declarations.accept(self) node.fundefs.accept(self) node.instructions.accept(self) @when(AST.Declarations) def visit(self, node): # print "DECLARATIONS" for declaration in node.declarations: declaration.accept(self) @when(AST.Declaration) def visit(self, node): # print "DECLARATION" node.inits.accept(self) @when(AST.Inits) def visit(self, node): # print "INITS" for init in node.inits: init.accept(self) @when(AST.Init) def visit(self, node): # print "INIT" if len(self.functionMemories) == 0: self.globalMemory.put(node.id, node.expression.accept(self)) else: self.functionMemories[len(self.functionMemories) - 1].put(node.id, node.expression.accept(self)) @when(AST.Instructions) def visit(self, node): # print "INSTRUCTIONS" for instruction in node.instructions: instruction.accept(self) @when(AST.Instruction) def visit(self, node): pass @when(AST.Print) def visit(self, node): # print "PRINT" value = node.expression.accept(self) if type(node.expression) is AST.Id: value = self._get_id_value_from_memory(value) print value @when(AST.Labeled) def visit(self, node): node.instruction.accept(self) @when(AST.Assignment) def visit(self, node): # print "ASSIGNMENT" if len(self.functionMemories) == 0 or self.functionMemories[len(self.functionMemories) - 1].put_existing( node.id, node.expression.accept(self)) is False: self.globalMemory.put_existing(node.id, node.expression.accept(self)) @when(AST.Choice) def visit(self, node): # print "CHOICE" if not node._if.accept(self): node._else.accept(self) #return? @when(AST.If) def visit(self, node): # print "IF" if node.cond.accept(self): node.statement.accept(self) return True #co z returnem powyzszego, czy potrzebny? else: return False @when(AST.Else) def visit(self, node): # print "ELSE" return node.statement.accept(self) #czy tu potrzebny return? @when(AST.While) def visit(self, node): # print "WHILE" r = None while node.cond.accept(self): try: r = node.statement.accept(self) except BreakException: break except ContinueException: continue return r #co tutaj daje return? @when(AST.RepeatUntil) def visit(self, node): # print "REPEAT" r = None try: r = node.statement.accept(self) except BreakException: return r except ContinueException: pass while node.cond.accept(self): try: r = node.statement.accept(self) except BreakException: break except ContinueException: continue return r @when(AST.Return) def visit(self, node): # print "RETURN" raise ReturnValueException(node.expression.accept(self)) @when(AST.Continue) def visit(self, node): # print "CONTINUE" raise ContinueException() @when(AST.Break) def visit(self, node): # print "BREAK" raise BreakException() @when(AST.Compound) def visit(self, node): # print "COMPOUND" function = False if len(self.functionMemories) == 0: self.globalMemory.push(Memory("compound")) else: function = True self.functionMemories[len(self.functionMemories) - 1].push(Memory("compound")) node.declarations.accept(self) node.instructions.accept(self) if function is False: self.globalMemory.pop() else: self.functionMemories[len(self.functionMemories) - 1].pop() @when(AST.Condition) def visit(self, node): pass @when(AST.Expression) def visit(self, node): pass @when(AST.Const) def visit(self, node): # print "CONST" return self._value_as_proper_type(node.value) def _value_as_proper_type(self, value): for type_name in [int, float]: try: return type_name(value) except Exception: pass return value @when(AST.Id) def visit(self, node): # print "ID" return node.id @when(AST.BinExpr) def visit(self, node): # print "BINEXPR" left = node.expr1.accept(self) right = node.expr2.accept(self) if type(node.expr1) is AST.Id: left = self._get_id_value_from_memory(left) # print "CONVERTED LEFT" if type(node.expr2) is AST.Id: right = self._get_id_value_from_memory(right) # print "CONVERTED RIGHT" # print type(node.expr1) # print type(node.expr2) # print " LEFT:", left, type(left) # print " RIGHT:", right, type(right) return operators[node.operator](left, right) def _get_id_value_from_memory(self, id): value = None if self._currently_inside_a_function(): value = self.functionMemories[-1].get(id) if value == None: value = self.globalMemory.get(id) return value def _currently_inside_a_function(self): return len(self.functionMemories) > 0 @when(AST.ExpressionInParentheses) def visit(self, node): # print "EXPRESSION IN PARENTHESES" return node.expression.accept(self) @when(AST.IdWithParentheses) def visit(self, node): # print "ID WITH PARENTHESES" fundef = self.globalMemory.get(node.id) functionMemory = MemoryStack(Memory(node.id)) map(lambda name, value: functionMemory.put(name, value), fundef.arglist.accept(self), node.expression_list.accept(self)) self.functionMemories.append(functionMemory) try: fundef.accept(self) self.functionMemories.pop() except ReturnValueException as e: self.functionMemories.pop() return e.value @when(AST.ExpressionList) def visit(self, node): # print "EXPRESSION LIST" expressionResults = [] for expression in node.expressions: expressionResults.append(expression.accept(self)) return expressionResults @when(AST.FunctionDefinitions) def visit(self, node): # print "FUNCTION DEFINITIONS" for fundef in node.fundefs: self.globalMemory.put(fundef.id, fundef) @when(AST.FunctionDefinition) def visit(self, node): # print "FUNCTION DEFINITION" node.compound_instr.accept(self) @when(AST.ArgumentList) def visit(self, node): # print "ARGUMENT LIST" args = [] for arg in node.arg_list: args.append(arg.accept(self)) return args @when(AST.Argument) def visit(self, node): # print "ARGUMENT" return node.id
PrzemekBurczyk/dalvik-compiler
src/Interpreter.py
Python
mit
8,180
[ "VisIt" ]
354f2853b3eaa265314c685f5edaa67472e5e0144936807547b5843cac8bdda9
""" Set of tools to analyse IRIS spectra. """ import numpy as np import scipy.constants as const from scipy import interpolate as interp from scipy import ndimage from pytp.math.utilsmath import peakdetect_lcl from pytp.math.utilsfast import peakdetect, replace_nans # pylint: disable=E1101 def iris_get_spec_features(wave_in, spec_in, wave_ref, vrange=(-60, 60), lookahead=2, delta=2e-11, pmin=5, pfit=2, gsigma=6, gnk=3): """ Extracts the line properties (blue peak, line centre, red peak) of a Mg II line (h or k). Parameters ---------- wave - 1D array array of wavelengths/velocities spec - nD array spectral array, wavelength in last index vrange - tuple or list Doppler velocity limits around wave_ref, determing the range that will be analysed lookahead - integer Parameter for peak finding, how many points to look ahead for peaks delta - float Minimum threshold for peak in spec units pmin - integer Number of points to find around the minimum pfit - integer Number of points to fit a parabola around the minimum gsigma - integer Gaussian sigma (in pixels) to smooth velocities and find outliers gnk - integer Kernel size for replace_nans Returns ------- results - tuple with results, bp, lc, rp """ # flatten spectrum shape_in = spec_in.shape[:-1] spec = np.reshape(spec_in, (np.prod(shape_in), spec_in.shape[-1])) # Determine wavelength range to use vaxis = const.c / 1e3 * (wave_in - wave_ref) / wave_ref wvi = max(np.where(vaxis >= vrange[0])[0][0] - 1, 0) wvf = min(np.where(vaxis <= vrange[1])[0][-1] + 1, vaxis.shape[0] - 1) vel = vaxis[wvi:wvf] spec = spec[:, wvi:wvf] nspec = len(spec) lc = np.ma.masked_all((2, nspec)) # line core (central reversal, k3/h3) bp = np.ma.masked_all((2, nspec)) # blue peak rp = np.ma.masked_all((2, nspec)) # red peak # LINE CORE, main loop for i in range(nspec): guess = 5. pts_min = pmin lc[0, i], lc[1, i] = mg_single(vel, spec[i], guess, delta=delta, lookahead=lookahead, ppts=pfit, pts_min=pts_min, use_deriv=False) # two iterations for cleaning up for _nidx in range(2): # put back in initial shape lc = np.reshape(lc, (2,) + shape_in) # find outliers,distant more than 3 km/s from a smoothed Gaussian xpto = lc[0].data.copy() xpto[lc[0].mask] = 0. diff = np.abs(xpto - ndimage.gaussian_filter(xpto, gsigma, mode='wrap')) lc[:, diff > 3] = np.nan lc.data[:, lc[0].mask] = np.nan # so that replace_nans will work # perform inpainting on masked image to get next best guess lc_guess = replace_nans(lc[0].data, 10, .5, gnk, 'localmean') # put back into flat shape, redo loop with new guess lc = np.reshape(lc, (2, np.prod(shape_in))) lc_guess = np.reshape(lc_guess, (np.prod(shape_in))) for i in range(nspec): if not np.isfinite(lc[0, i]): lc[0, i], lc[1, i] = \ mg_single(vel, spec[i], lc_guess[i], ppts=pfit, lookahead=lookahead, delta=delta, pts_min=pmin, force_guess=True) print('Last run with use_deriv') for i in range(nspec): if not np.isfinite(lc[0, i]): lc[0, i], lc[1, i] = \ mg_single(vel, spec[i], guess, delta=0., ppts=pfit, lookahead=lookahead, pts_min=pts_min, use_deriv=True) lc = np.reshape(lc, (2,) + shape_in) # clean up some isolated problem pixels xpto = lc[0].data.copy() xpto[lc[0].mask] = 40. idx = np.abs(xpto - ndimage.gaussian_filter(xpto, 1., mode='wrap')) > 10 lc[:, idx] = np.nan lc[0] = replace_nans(lc[0].data, 10, .5, gnk, 'localmean') lc[1] = replace_nans(lc[1].data, 10, .5, gnk, 'localmean') # get mask for bad values bad_mask = ndimage.binary_fill_holes(np.abs(xpto - ndimage.gaussian_filter(xpto, 1.7, mode='wrap')) > 6) lc[:, bad_mask] = np.ma.masked # get better lc estimate for peak detection lc = np.reshape(lc, (2,) + shape_in) xpto = lc[0].data.copy() xpto[lc[0].mask] = 0. diff = np.abs(xpto - ndimage.gaussian_filter(xpto, 10. * gsigma / 6, mode='wrap')) xpto[(diff > 4) | lc[0].mask] = np.nan # perform inpainting on masked image to get next best guess lc_guess = replace_nans(xpto, 10, .5, 2, 'localmean') lc_guess = np.reshape(lc_guess, (np.prod(shape_in))) # PEAKS, main loop print('Peaks main loop...') for i in range(nspec): bp[:, i], rp[:, i] = mg_peaks_single(vel, spec[i], lc_guess[i], lookahead=lookahead) lc = np.reshape(lc, (2,) + shape_in) bp = np.reshape(bp, (2,) + shape_in) rp = np.reshape(rp, (2,) + shape_in) return bp, lc, rp # pylint: disable=E1101 def mg_single(vel, spec, guess, lookahead=2, pts_min=5, margin=15, ppts=2, delta=5e-12, force_guess=False, use_deriv=False): """ Calculates the properties for a single Mg II spectrum. Similar to specquant.linecentre, but also does peakdetect and everything more streamlined. For the conv spectra. """ if hasattr(spec[0], 'mask') or np.isnan(guess): return np.ma.masked, np.ma.masked deriv_flag = False pmax, pmin = peakdetect(spec, vel, delta_max=delta, delta_min=delta, lookahead_max=lookahead, lookahead_min=lookahead) # Use peak detect unless forcing the use of supplied guess if not force_guess: if np.any(pmax) and np.any(pmin): pmax = pmax[:, (pmax[0] > vel[0] + 10) & (pmax[0] < vel[-1] - 10.)] pmin = pmin[:, (pmin[0] > vel[0] + 10) & (pmin[0] < vel[-1] - 10.)] lpmax = len(pmax[0]) lpmin = len(pmin[0]) if (lpmin, lpmax) in [(1, 2), (3, 1), (3, 2), (3, 4), (5, 4), (7, 6)]: # most straightforward case: take the middle one guess = pmin[0][lpmin // 2] pts_min = pts_min // 2 elif (lpmin, lpmax) in [(2, 2), (2, 3), (3, 3), (4, 2), (4, 3), (4, 4)]: pts_min = pts_min // 2 # take the lowest minimum between the two largest maxima # locations of two largest maxima lmax = np.sort(pmax[0][np.argsort(pmax[1])[-2:]]) # minima inside the above window idx = (pmin[0] > lmax[0]) & (pmin[0] < lmax[1]) if np.any(idx): guess = pmin[0, idx][np.argmin(pmin[1, idx])] elif lpmin == 2 and lpmax == 1: # was [1, 3] if np.max(pmin[1]) / np.min(pmin[1]) > 1.3: # use lowest minimum guess = pmin[0, np.argmin(pmin[1])] pts_min = pts_min // 2 else: deriv_flag = True elif lpmax == 1: deriv_flag = True elif lpmin == 1: guess = pmin[0, 0] pts_min = pts_min // 2 elif np.any(pmax): lpmax = len(pmax[0]) if lpmax == 1: deriv_flag = True else: if np.any(pmax): pmax = pmax[:, (pmax[0] > vel[0] + 20) & (pmax[0] < vel[-1] - 20.)] if np.any(pmax): lpmax = len(pmax[0]) if lpmax == 1: deriv_flag = True if force_guess: deriv_flag = False if deriv_flag: # special case to use the derivatives if not use_deriv: return np.ma.masked, np.ma.masked dd = np.abs(np.diff(spec)) # define the boundaries to inspect for peak asymmetry and derivative incr = int(15. / (vel[1] - vel[0])) idxm = np.argmin(np.abs(vel - pmax[0, 0])) vv = [max(0, idxm - incr), min(idxm + incr, spec.shape[0] - 1)] vv2 = [idxm - incr * 1.3, idxm + incr * 1.3] vv2 = vv if spec[vv[0]] > spec[vv[1]]: # k3/h3 peak on left side try: der = dd[vv2[0] + margin:idxm - margin] pidx = vv2[0] + np.argmin(der) + margin + 1 except IndexError: return np.ma.masked, np.ma.masked else: # k3/h3 peak on right side der = dd[idxm + margin:vv2[1] - margin] pidx = idxm + np.argmin(der) + margin + 1 lc = vel[pidx] lc_int = spec[pidx] else: # Approximate index of guess and of spectral minimum around it try: idg = np.argmin(np.abs(vel - guess)) ini = np.argmin(spec[idg - pts_min:idg + pts_min]) + idg - pts_min except ValueError: return np.ma.masked, np.ma.masked # if no points, return masked if len(vel[ini - ppts:ini + ppts + 1]) == 0: return np.ma.masked, np.ma.masked # Fit parabola fit = np.polyfit(vel[ini - ppts:ini + ppts + 1], spec[ini - ppts:ini + ppts + 1], 2) # Convert poly to parabola coefficients lc = -fit[1] / (2 * fit[0]) lc_int = fit[2] - fit[0] * lc ** 2 # If fitted minimum is furthen than 4 wavelenght points, mask if np.abs(lc - vel[ini]) > 4 * (vel[1] - vel[0]): lc = np.ma.masked lc_int = np.ma.masked return lc, lc_int def mg_peaks_single(vel, spec, lc, lookahead=2): """ Calculate the intensity and velocity of the two peaks (h2v and h2r, or k2v and k2r) """ bp = np.ma.masked_all(2) rp = np.ma.masked_all(2) if hasattr(spec[0], 'mask'): return bp, rp pmax, pmin = peakdetect_lcl(spec, vel, lookahead=lookahead) if np.any(pmax): # remove peaks more than 30 km/s from line centre if np.isfinite(lc): pmax = pmax[:, np.abs(pmax[0] - lc) < 30] else: pmax = pmax[:, np.abs(pmax[0] - 0) < 30] lpmax = len(pmax[0]) lpmin = len(pmin[0]) # SELECTION OF TWO PEAKS if lpmax > 4: # too many maxima, take inner 4 pmax = pmax[:, lpmax // 2 - 2: lpmax // 2 + 2] lpmax = 4 if lpmax == 1: if pmax[0, 0] > lc: rp = pmax[:, 0] else: # by default assign single max to blue peak if no core bp = pmax[:, 0] elif lpmax == 2: bp = pmax[:, 0] rp = pmax[:, 1] elif lpmax == 3: # take the one close to the line core, and from the # remaining two chose the strongest if pmax[0, 0] < lc < pmax[0, 1]: bp = pmax[:, 0] rp = pmax[:, np.argmax(pmax[1, 1:]) + 1] elif pmax[0, 1] < lc < pmax[0, 2]: bp = pmax[:, np.argmax(pmax[1, :-1])] rp = pmax[:, -1] else: aa = pmax[:, pmax[1] != np.min(pmax[1])] bp = aa[:, 0] rp = aa[:, 1] elif lpmax == 4: # first look for special case when two close weak inner peaks # are taken as peaks. In this case take the outer peaks. sep_out = pmax[0, 3] - pmax[0, 0] sep_in = pmax[0, 2] - pmax[0, 1] rtt = (pmax[1, 0] > 1.06 * pmax[1, 1]) and \ (pmax[1, 3] > 1.06 * pmax[1, 2]) if (sep_out < 40) and (sep_in < 13) and rtt: bp = pmax[:, 0] rp = pmax[:, 3] # if line core in the middle of the four, or outside the # maxima region, take inner two maxima elif (lc > pmax[0, 1]) and (lc < pmax[0, 2]): bp = pmax[:, 1] rp = pmax[:, 2] elif (lc > pmax[0, 3]) or (lc < pmax[0, 0]): # for now, just take inner two bp = pmax[:, 1] rp = pmax[:, 2] elif lc < pmax[0, 1]: # proceed like for 3 maxima bp = pmax[:, 0] rp = pmax[:, np.argmax(pmax[1, 1:]) + 1] elif lc < pmax[0, 3]: bp = pmax[:, np.argmax(pmax[1, :3])] rp = pmax[:, 3] # interpolation for more precise peaks if bp[0]: idg = np.argmin(np.abs(vel - bp[0])) llim = max(0, idg - 2) hlim = min(idg + 2, spec.shape[0] - 1) nvel = np.linspace(vel[llim], vel[hlim], 45) llim = max(0, idg - 3) hlim = min(idg + 4, spec.shape[0]) spl = interp.splrep(vel[llim:hlim], spec[llim:hlim], k=3, s=0) nspec = interp.splev(nvel, spl, der=0) midx = np.argmax(nspec) bp[0] = nvel[midx] bp[1] = nspec[midx] if rp[0]: idg = np.argmin(np.abs(vel - rp[0])) llim = max(0, idg - 2) hlim = min(idg + 2, spec.shape[0] - 1) nvel = np.linspace(vel[llim], vel[hlim], 45) llim = max(0, idg - 3) hlim = min(idg + 4, spec.shape[0]) spl = interp.splrep(vel[llim:hlim], spec[llim:hlim], k=3, s=0) nspec = interp.splev(nvel, spl, der=0) midx = np.argmax(nspec) rp[0] = nvel[midx] rp[1] = nspec[midx] return bp, rp def getvel_centroid(wguess, wave, spec, spec_guess, pts=5): """ Calculates the centroid of the spectrum in 5 points around the line centre. No intensity is obtained (perhaps use linear interpolation?) """ iwv = np.argmin(np.abs(wave - wguess)) iii = np.arange(iwv - pts, iwv + pts + 1) iwv = spec_guess[..., iii].argmin(-1) + iwv - pts vaxis = const.c / 1e3 * (wave - wguess) / wguess vel = np.zeros(spec.shape[:-1], dtype='f') for idx, value in np.ndenumerate(iwv): nspec = spec[idx][value - pts:value + pts + 1] nvaxis = vaxis[value - pts:value + pts + 1] nspec = 1 - nspec / nspec[0] vel[idx] = np.sum(nvaxis * nspec) / np.sum(nspec) return vel
tiagopereira/pytp
pytp/spec/iris_spec.py
Python
bsd-3-clause
14,352
[ "Gaussian" ]
941447a8f228567bf55c91dfd8b9e434e96bdaf154b99548b71e945aaff93d29
"""Testing for Gaussian process regression """ # Author: Jan Hendrik Metzen <jhm@informatik.uni-bremen.de> # Licence: BSD 3 clause import numpy as np from scipy.optimize import approx_fprime from sklearn.gaussian_process import GaussianProcessRegressor from sklearn.gaussian_process.kernels \ import RBF, ConstantKernel as C, WhiteKernel from sklearn.utils.testing \ import (assert_true, assert_greater, assert_array_less, assert_almost_equal, assert_equal) def f(x): return x * np.sin(x) X = np.atleast_2d([1., 3., 5., 6., 7., 8.]).T X2 = np.atleast_2d([2., 4., 5.5, 6.5, 7.5]).T y = f(X).ravel() fixed_kernel = RBF(length_scale=1.0, length_scale_bounds="fixed") kernels = [RBF(length_scale=1.0), fixed_kernel, RBF(length_scale=1.0, length_scale_bounds=(1e-3, 1e3)), C(1.0, (1e-2, 1e2)) * RBF(length_scale=1.0, length_scale_bounds=(1e-3, 1e3)), C(1.0, (1e-2, 1e2)) * RBF(length_scale=1.0, length_scale_bounds=(1e-3, 1e3)) + C(1e-5, (1e-5, 1e2)), C(0.1, (1e-2, 1e2)) * RBF(length_scale=1.0, length_scale_bounds=(1e-3, 1e3)) + C(1e-5, (1e-5, 1e2))] def test_gpr_interpolation(): """Test the interpolating property for different kernels.""" for kernel in kernels: gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) y_pred, y_cov = gpr.predict(X, return_cov=True) assert_true(np.allclose(y_pred, y)) assert_true(np.allclose(np.diag(y_cov), 0.)) def test_lml_improving(): """ Test that hyperparameter-tuning improves log-marginal likelihood. """ for kernel in kernels: if kernel == fixed_kernel: continue gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) assert_greater(gpr.log_marginal_likelihood(gpr.kernel_.theta), gpr.log_marginal_likelihood(kernel.theta)) def test_lml_precomputed(): """ Test that lml of optimized kernel is stored correctly. """ for kernel in kernels: gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) assert_equal(gpr.log_marginal_likelihood(gpr.kernel_.theta), gpr.log_marginal_likelihood()) def test_converged_to_local_maximum(): """ Test that we are in local maximum after hyperparameter-optimization.""" for kernel in kernels: if kernel == fixed_kernel: continue gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) lml, lml_gradient = \ gpr.log_marginal_likelihood(gpr.kernel_.theta, True) assert_true(np.all((np.abs(lml_gradient) < 1e-4) | (gpr.kernel_.theta == gpr.kernel_.bounds[:, 0]) | (gpr.kernel_.theta == gpr.kernel_.bounds[:, 1]))) def test_solution_inside_bounds(): """ Test that hyperparameter-optimization remains in bounds""" for kernel in kernels: if kernel == fixed_kernel: continue gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) bounds = gpr.kernel_.bounds max_ = np.finfo(gpr.kernel_.theta.dtype).max tiny = 1e-10 bounds[~np.isfinite(bounds[:, 1]), 1] = max_ assert_array_less(bounds[:, 0], gpr.kernel_.theta + tiny) assert_array_less(gpr.kernel_.theta, bounds[:, 1] + tiny) def test_lml_gradient(): """ Compare analytic and numeric gradient of log marginal likelihood. """ for kernel in kernels: gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) lml, lml_gradient = gpr.log_marginal_likelihood(kernel.theta, True) lml_gradient_approx = \ approx_fprime(kernel.theta, lambda theta: gpr.log_marginal_likelihood(theta, False), 1e-10) assert_almost_equal(lml_gradient, lml_gradient_approx, 3) def test_prior(): """ Test that GP prior has mean 0 and identical variances.""" for kernel in kernels: gpr = GaussianProcessRegressor(kernel=kernel) y_mean, y_cov = gpr.predict(X, return_cov=True) assert_almost_equal(y_mean, 0, 5) if len(gpr.kernel.theta) > 1: # XXX: quite hacky, works only for current kernels assert_almost_equal(np.diag(y_cov), np.exp(kernel.theta[0]), 5) else: assert_almost_equal(np.diag(y_cov), 1, 5) def test_sample_statistics(): """ Test that statistics of samples drawn from GP are correct.""" for kernel in kernels: gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) y_mean, y_cov = gpr.predict(X2, return_cov=True) samples = gpr.sample_y(X2, 300000) # More digits accuracy would require many more samples assert_almost_equal(y_mean, np.mean(samples, 1), 2) assert_almost_equal(np.diag(y_cov) / np.diag(y_cov).max(), np.var(samples, 1) / np.diag(y_cov).max(), 1) def test_no_optimizer(): """ Test that kernel parameters are unmodified when optimizer is None.""" kernel = RBF(1.0) gpr = GaussianProcessRegressor(kernel=kernel, optimizer=None).fit(X, y) assert_equal(np.exp(gpr.kernel_.theta), 1.0) def test_predict_cov_vs_std(): """ Test that predicted std.-dev. is consistent with cov's diagonal.""" for kernel in kernels: gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) y_mean, y_cov = gpr.predict(X2, return_cov=True) y_mean, y_std = gpr.predict(X2, return_std=True) assert_almost_equal(np.sqrt(np.diag(y_cov)), y_std) def test_anisotropic_kernel(): """ Test that GPR can identify meaningful anisotropic length-scales. """ # We learn a function which varies in one dimension ten-times slower # than in the other. The corresponding length-scales should differ by at # least a factor 5 rng = np.random.RandomState(0) X = rng.uniform(-1, 1, (50, 2)) y = X[:, 0] + 0.1 * X[:, 1] kernel = RBF([1.0, 1.0]) gpr = GaussianProcessRegressor(kernel=kernel).fit(X, y) assert_greater(np.exp(gpr.kernel_.theta[1]), np.exp(gpr.kernel_.theta[0]) * 5) def test_random_starts(): """ Test that an increasing number of random-starts of GP fitting only increases the log marginal likelihood of the chosen theta. """ n_samples, n_features = 25, 2 np.random.seed(0) rng = np.random.RandomState(0) X = rng.randn(n_samples, n_features) * 2 - 1 y = np.sin(X).sum(axis=1) + np.sin(3 * X).sum(axis=1) \ + rng.normal(scale=0.1, size=n_samples) kernel = C(1.0, (1e-2, 1e2)) \ * RBF(length_scale=[1.0] * n_features, length_scale_bounds=[(1e-4, 1e+2)] * n_features) \ + WhiteKernel(noise_level=1e-5, noise_level_bounds=(1e-5, 1e1)) last_lml = -np.inf for n_restarts_optimizer in range(5): gp = GaussianProcessRegressor( kernel=kernel, n_restarts_optimizer=n_restarts_optimizer, random_state=0,).fit(X, y) lml = gp.log_marginal_likelihood(gp.kernel_.theta) assert_greater(lml, last_lml - np.finfo(np.float32).eps) last_lml = lml def test_y_normalization(): """ Test normalization of the target values in GP Fitting non-normalizing GP on normalized y and fitting normalizing GP on unnormalized y should yield identical results """ y_mean = y.mean(0) y_norm = y - y_mean for kernel in kernels: # Fit non-normalizing GP on normalized y gpr = GaussianProcessRegressor(kernel=kernel) gpr.fit(X, y_norm) # Fit normalizing GP on unnormalized y gpr_norm = GaussianProcessRegressor(kernel=kernel, normalize_y=True) gpr_norm.fit(X, y) # Compare predicted mean, std-devs and covariances y_pred, y_pred_std = gpr.predict(X2, return_std=True) y_pred = y_mean + y_pred y_pred_norm, y_pred_std_norm = gpr_norm.predict(X2, return_std=True) assert_almost_equal(y_pred, y_pred_norm) assert_almost_equal(y_pred_std, y_pred_std_norm) _, y_cov = gpr.predict(X2, return_cov=True) _, y_cov_norm = gpr_norm.predict(X2, return_cov=True) assert_almost_equal(y_cov, y_cov_norm) def test_y_multioutput(): """ Test that GPR can deal with multi-dimensional target values""" y_2d = np.vstack((y, y*2)).T # Test for fixed kernel that first dimension of 2d GP equals the output # of 1d GP and that second dimension is twice as large kernel = RBF(length_scale=1.0) gpr = GaussianProcessRegressor(kernel=kernel, optimizer=None, normalize_y=False) gpr.fit(X, y) gpr_2d = GaussianProcessRegressor(kernel=kernel, optimizer=None, normalize_y=False) gpr_2d.fit(X, y_2d) y_pred_1d, y_std_1d = gpr.predict(X2, return_std=True) y_pred_2d, y_std_2d = gpr_2d.predict(X2, return_std=True) _, y_cov_1d = gpr.predict(X2, return_cov=True) _, y_cov_2d = gpr_2d.predict(X2, return_cov=True) assert_almost_equal(y_pred_1d, y_pred_2d[:, 0]) assert_almost_equal(y_pred_1d, y_pred_2d[:, 1] / 2) # Standard deviation and covariance do not depend on output assert_almost_equal(y_std_1d, y_std_2d) assert_almost_equal(y_cov_1d, y_cov_2d) y_sample_1d = gpr.sample_y(X2, n_samples=10) y_sample_2d = gpr_2d.sample_y(X2, n_samples=10) assert_almost_equal(y_sample_1d, y_sample_2d[:, 0]) # Test hyperparameter optimization for kernel in kernels: gpr = GaussianProcessRegressor(kernel=kernel, normalize_y=True) gpr.fit(X, y) gpr_2d = GaussianProcessRegressor(kernel=kernel, normalize_y=True) gpr_2d.fit(X, np.vstack((y, y)).T) assert_almost_equal(gpr.kernel_.theta, gpr_2d.kernel_.theta, 4) def test_custom_optimizer(): """ Test that GPR can use externally defined optimizers. """ # Define a dummy optimizer that simply tests 50 random hyperparameters def optimizer(obj_func, initial_theta, bounds): rng = np.random.RandomState(0) theta_opt, func_min = \ initial_theta, obj_func(initial_theta, eval_gradient=False) for _ in range(50): theta = np.atleast_1d(rng.uniform(np.maximum(-2, bounds[:, 0]), np.minimum(1, bounds[:, 1]))) f = obj_func(theta, eval_gradient=False) if f < func_min: theta_opt, func_min = theta, f return theta_opt, func_min for kernel in kernels: if kernel == fixed_kernel: continue gpr = GaussianProcessRegressor(kernel=kernel, optimizer=optimizer) gpr.fit(X, y) # Checks that optimizer improved marginal likelihood assert_greater(gpr.log_marginal_likelihood(gpr.kernel_.theta), gpr.log_marginal_likelihood(gpr.kernel.theta)) def test_duplicate_input(): """ Test GPR can handle two different output-values for the same input. """ for kernel in kernels: gpr_equal_inputs = \ GaussianProcessRegressor(kernel=kernel, alpha=1e-2) gpr_similar_inputs = \ GaussianProcessRegressor(kernel=kernel, alpha=1e-2) X_ = np.vstack((X, X[0])) y_ = np.hstack((y, y[0] + 1)) gpr_equal_inputs.fit(X_, y_) X_ = np.vstack((X, X[0] + 1e-15)) y_ = np.hstack((y, y[0] + 1)) gpr_similar_inputs.fit(X_, y_) X_test = np.linspace(0, 10, 100)[:, None] y_pred_equal, y_std_equal = \ gpr_equal_inputs.predict(X_test, return_std=True) y_pred_similar, y_std_similar = \ gpr_similar_inputs.predict(X_test, return_std=True) assert_almost_equal(y_pred_equal, y_pred_similar) assert_almost_equal(y_std_equal, y_std_similar)
kjung/scikit-learn
sklearn/gaussian_process/tests/test_gpr.py
Python
bsd-3-clause
11,913
[ "Gaussian" ]
6e2683ca4cd9aaeac738037d737e76ce18d694de13c521466143f88fba932f6f
# -*- coding: utf-8 -*- # Form implementation generated from reading ui file 'settings_layout.ui' # # Created: Tue Mar 26 12:40:37 2013 # by: PyQt4 UI code generator 4.7.2 # # WARNING! All changes made in this file will be lost! from PyQt4 import QtCore, QtGui class Ui_Dialog(object): def setupUi(self, Dialog): Dialog.setObjectName("Dialog") Dialog.resize(445, 664) self.gridLayout = QtGui.QGridLayout(Dialog) self.gridLayout.setObjectName("gridLayout") self.grid_delay_properties = QtGui.QGridLayout() self.grid_delay_properties.setObjectName("grid_delay_properties") self.box_word_select = QtGui.QDoubleSpinBox(Dialog) self.box_word_select.setFocusPolicy(QtCore.Qt.ClickFocus) self.box_word_select.setMaximum(1.0) self.box_word_select.setSingleStep(0.05) self.box_word_select.setProperty("value", 0.9) self.box_word_select.setObjectName("box_word_select") self.grid_delay_properties.addWidget(self.box_word_select, 16, 1, 1, 1) self.label_seconds_delay = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setWeight(50) font.setUnderline(False) font.setBold(False) self.label_seconds_delay.setFont(font) self.label_seconds_delay.setObjectName("label_seconds_delay") self.grid_delay_properties.addWidget(self.label_seconds_delay, 2, 0, 1, 1) self.box_seconds_delay = QtGui.QDoubleSpinBox(Dialog) self.box_seconds_delay.setDecimals(3) self.box_seconds_delay.setMinimum(-60.0) self.box_seconds_delay.setMaximum(60.0) self.box_seconds_delay.setSingleStep(0.05) self.box_seconds_delay.setProperty("value", 0.2) self.box_seconds_delay.setObjectName("box_seconds_delay") self.grid_delay_properties.addWidget(self.box_seconds_delay, 2, 1, 1, 1) self.label_deviation = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setWeight(50) font.setUnderline(False) font.setBold(False) self.label_deviation.setFont(font) self.label_deviation.setObjectName("label_deviation") self.grid_delay_properties.addWidget(self.label_deviation, 3, 0, 1, 1) self.box_click_dev = QtGui.QDoubleSpinBox(Dialog) self.box_click_dev.setFocusPolicy(QtCore.Qt.ClickFocus) self.box_click_dev.setDecimals(3) self.box_click_dev.setMinimum(0.01) self.box_click_dev.setMaximum(1000.0) self.box_click_dev.setSingleStep(0.01) self.box_click_dev.setProperty("value", 0.05) self.box_click_dev.setObjectName("box_click_dev") self.grid_delay_properties.addWidget(self.box_click_dev, 3, 1, 1, 1) self.box_enable_learning = QtGui.QCheckBox(Dialog) self.box_enable_learning.setFocusPolicy(QtCore.Qt.ClickFocus) self.box_enable_learning.setChecked(True) self.box_enable_learning.setObjectName("box_enable_learning") self.grid_delay_properties.addWidget(self.box_enable_learning, 4, 0, 1, 1) self.box_learning_rate = QtGui.QDoubleSpinBox(Dialog) self.box_learning_rate.setFocusPolicy(QtCore.Qt.ClickFocus) self.box_learning_rate.setMaximum(1.0) self.box_learning_rate.setSingleStep(0.05) self.box_learning_rate.setProperty("value", 0.3) self.box_learning_rate.setObjectName("box_learning_rate") self.grid_delay_properties.addWidget(self.box_learning_rate, 4, 1, 1, 1) self.label_delay = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setFamily("Serif") font.setWeight(75) font.setUnderline(True) font.setBold(True) self.label_delay.setFont(font) self.label_delay.setStatusTip("") self.label_delay.setObjectName("label_delay") self.grid_delay_properties.addWidget(self.label_delay, 1, 0, 1, 1) self.label_fp_rate = QtGui.QLabel(Dialog) self.label_fp_rate.setObjectName("label_fp_rate") self.grid_delay_properties.addWidget(self.label_fp_rate, 8, 0, 1, 1) self.box_fp_rate = QtGui.QDoubleSpinBox(Dialog) self.box_fp_rate.setDecimals(4) self.box_fp_rate.setMinimum(0.0) self.box_fp_rate.setMaximum(3.0) self.box_fp_rate.setSingleStep(0.01) self.box_fp_rate.setProperty("value", 0.25) self.box_fp_rate.setObjectName("box_fp_rate") self.grid_delay_properties.addWidget(self.box_fp_rate, 8, 1, 1, 1) self.label_fr = QtGui.QLabel(Dialog) self.label_fr.setObjectName("label_fr") self.grid_delay_properties.addWidget(self.label_fr, 9, 0, 1, 1) self.label_switch_noise = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setFamily("Serif") font.setWeight(75) font.setUnderline(True) font.setBold(True) self.label_switch_noise.setFont(font) self.label_switch_noise.setObjectName("label_switch_noise") self.grid_delay_properties.addWidget(self.label_switch_noise, 6, 0, 1, 1) self.label_word_select_thresh = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setFamily("Serif") font.setWeight(50) font.setBold(False) self.label_word_select_thresh.setFont(font) self.label_word_select_thresh.setObjectName("label_word_select_thresh") self.grid_delay_properties.addWidget(self.label_word_select_thresh, 16, 0, 1, 1) self.label_word_select = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setFamily("Serif") font.setWeight(75) font.setUnderline(True) font.setBold(True) self.label_word_select.setFont(font) self.label_word_select.setObjectName("label_word_select") self.grid_delay_properties.addWidget(self.label_word_select, 15, 0, 1, 1) self.label_error_correct = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setWeight(75) font.setUnderline(True) font.setBold(True) self.label_error_correct.setFont(font) self.label_error_correct.setObjectName("label_error_correct") self.grid_delay_properties.addWidget(self.label_error_correct, 10, 0, 1, 1) self.label_undo_last = QtGui.QLabel(Dialog) self.label_undo_last.setObjectName("label_undo_last") self.grid_delay_properties.addWidget(self.label_undo_last, 11, 0, 1, 1) self.box_undo = QtGui.QSpinBox(Dialog) self.box_undo.setMinimum(3) self.box_undo.setMaximum(100) self.box_undo.setSingleStep(1) self.box_undo.setProperty("value", 4) self.box_undo.setObjectName("box_undo") self.grid_delay_properties.addWidget(self.box_undo, 11, 1, 1, 1) self.label_program_status = QtGui.QLabel(Dialog) self.label_program_status.setObjectName("label_program_status") self.grid_delay_properties.addWidget(self.label_program_status, 12, 0, 1, 1) self.box_prog_status = QtGui.QSpinBox(Dialog) self.box_prog_status.setMinimum(1) self.box_prog_status.setMaximum(10) self.box_prog_status.setProperty("value", 2) self.box_prog_status.setObjectName("box_prog_status") self.grid_delay_properties.addWidget(self.box_prog_status, 12, 1, 1, 1) self.label_restart_word = QtGui.QLabel(Dialog) self.label_restart_word.setObjectName("label_restart_word") self.grid_delay_properties.addWidget(self.label_restart_word, 13, 0, 1, 1) self.box_restart_word = QtGui.QSpinBox(Dialog) self.box_restart_word.setMinimum(2) self.box_restart_word.setMaximum(2000) self.box_restart_word.setProperty("value", 6) self.box_restart_word.setObjectName("box_restart_word") self.grid_delay_properties.addWidget(self.box_restart_word, 13, 1, 1, 1) self.label_switch_off = QtGui.QLabel(Dialog) self.label_switch_off.setObjectName("label_switch_off") self.grid_delay_properties.addWidget(self.label_switch_off, 14, 0, 1, 1) self.box_shut_down = QtGui.QSpinBox(Dialog) self.box_shut_down.setMinimum(4) self.box_shut_down.setMaximum(2000) self.box_shut_down.setProperty("value", 2000) self.box_shut_down.setObjectName("box_shut_down") self.grid_delay_properties.addWidget(self.box_shut_down, 14, 1, 1, 1) self.label_config_settings = QtGui.QLabel(Dialog) font = QtGui.QFont() font.setFamily("Serif") font.setWeight(75) font.setUnderline(True) font.setBold(True) self.label_config_settings.setFont(font) self.label_config_settings.setObjectName("label_config_settings") self.grid_delay_properties.addWidget(self.label_config_settings, 17, 0, 1, 1) self.label_file_length = QtGui.QLabel(Dialog) self.label_file_length.setObjectName("label_file_length") self.grid_delay_properties.addWidget(self.label_file_length, 21, 0, 1, 1) self.box_file_length = QtGui.QDoubleSpinBox(Dialog) self.box_file_length.setSingleStep(0.05) self.box_file_length.setProperty("value", 0.21) self.box_file_length.setObjectName("box_file_length") self.grid_delay_properties.addWidget(self.box_file_length, 21, 1, 1, 1) self.box_learn_delay = QtGui.QCheckBox(Dialog) self.box_learn_delay.setChecked(True) self.box_learn_delay.setObjectName("box_learn_delay") self.grid_delay_properties.addWidget(self.box_learn_delay, 2, 2, 1, 1) self.box_learn_std = QtGui.QCheckBox(Dialog) self.box_learn_std.setChecked(True) self.box_learn_std.setObjectName("box_learn_std") self.grid_delay_properties.addWidget(self.box_learn_std, 3, 2, 1, 1) self.box_learn_fp = QtGui.QCheckBox(Dialog) self.box_learn_fp.setChecked(False) self.box_learn_fp.setObjectName("box_learn_fp") self.grid_delay_properties.addWidget(self.box_learn_fp, 8, 2, 1, 1) self.box_learn_fr = QtGui.QCheckBox(Dialog) self.box_learn_fr.setChecked(False) self.box_learn_fr.setObjectName("box_learn_fr") self.grid_delay_properties.addWidget(self.box_learn_fr, 9, 2, 1, 1) self.label_channels = QtGui.QLabel(Dialog) self.label_channels.setObjectName("label_channels") self.grid_delay_properties.addWidget(self.label_channels, 18, 0, 1, 1) self.box_channels = QtGui.QComboBox(Dialog) self.box_channels.setMaxVisibleItems(14) self.box_channels.setSizeAdjustPolicy(QtGui.QComboBox.AdjustToContentsOnFirstShow) self.box_channels.setObjectName("box_channels") self.box_channels.addItem("") self.box_channels.addItem("") self.box_channels.addItem("") self.box_channels.addItem("") self.box_channels.addItem("") self.grid_delay_properties.addWidget(self.box_channels, 18, 1, 1, 1) self.button_default = QtGui.QPushButton(Dialog) self.button_default.setObjectName("button_default") self.grid_delay_properties.addWidget(self.button_default, 0, 0, 1, 1) self.box_fr = QtGui.QDoubleSpinBox(Dialog) self.box_fr.setProperty("value", 5.0) self.box_fr.setObjectName("box_fr") self.grid_delay_properties.addWidget(self.box_fr, 9, 1, 1, 1) self.button_gauss = QtGui.QPushButton(Dialog) self.button_gauss.setObjectName("button_gauss") self.grid_delay_properties.addWidget(self.button_gauss, 5, 0, 1, 1) self.label_end_delay = QtGui.QLabel(Dialog) self.label_end_delay.setObjectName("label_end_delay") self.grid_delay_properties.addWidget(self.label_end_delay, 22, 0, 1, 1) self.box_end_delay = QtGui.QDoubleSpinBox(Dialog) self.box_end_delay.setSingleStep(0.1) self.box_end_delay.setProperty("value", 0.3) self.box_end_delay.setObjectName("box_end_delay") self.grid_delay_properties.addWidget(self.box_end_delay, 22, 1, 1, 1) self.gridLayout.addLayout(self.grid_delay_properties, 0, 0, 1, 1) self.retranslateUi(Dialog) self.box_channels.setCurrentIndex(4) QtCore.QMetaObject.connectSlotsByName(Dialog) def retranslateUi(self, Dialog): Dialog.setWindowTitle(QtGui.QApplication.translate("Dialog", "Settings Editor", None, QtGui.QApplication.UnicodeUTF8)) self.label_seconds_delay.setToolTip(QtGui.QApplication.translate("Dialog", "The average click delay, measured in seconds", None, QtGui.QApplication.UnicodeUTF8)) self.label_seconds_delay.setText(QtGui.QApplication.translate("Dialog", "Average (seconds)", None, QtGui.QApplication.UnicodeUTF8)) self.label_deviation.setToolTip(QtGui.QApplication.translate("Dialog", "The standard deviation of click delay measured in seconds", None, QtGui.QApplication.UnicodeUTF8)) self.label_deviation.setText(QtGui.QApplication.translate("Dialog", "Deviation (seconds)", None, QtGui.QApplication.UnicodeUTF8)) self.box_enable_learning.setToolTip(QtGui.QApplication.translate("Dialog", "Adapt the click distribution according to previous word selections", None, QtGui.QApplication.UnicodeUTF8)) self.box_enable_learning.setText(QtGui.QApplication.translate("Dialog", "Learning rate (0.0 to 1.0)", None, QtGui.QApplication.UnicodeUTF8)) self.label_delay.setToolTip(QtGui.QApplication.translate("Dialog", "Click visualisation settings.", None, QtGui.QApplication.UnicodeUTF8)) self.label_delay.setText(QtGui.QApplication.translate("Dialog", "Click-time delay:", None, QtGui.QApplication.UnicodeUTF8)) self.label_fp_rate.setText(QtGui.QApplication.translate("Dialog", "Average number of false \n" "positives per minute", None, QtGui.QApplication.UnicodeUTF8)) self.label_fr.setText(QtGui.QApplication.translate("Dialog", "Average percentage \n" "false negatives (1-100)", None, QtGui.QApplication.UnicodeUTF8)) self.label_switch_noise.setText(QtGui.QApplication.translate("Dialog", "Switch Noise:", None, QtGui.QApplication.UnicodeUTF8)) self.label_word_select_thresh.setToolTip(QtGui.QApplication.translate("Dialog", "A word will be selected if its probability is above this value.", None, QtGui.QApplication.UnicodeUTF8)) self.label_word_select_thresh.setText(QtGui.QApplication.translate("Dialog", "Threshold", None, QtGui.QApplication.UnicodeUTF8)) self.label_word_select.setToolTip(QtGui.QApplication.translate("Dialog", "The speed at which the next letter will be displayed/pronounced.", None, QtGui.QApplication.UnicodeUTF8)) self.label_word_select.setText(QtGui.QApplication.translate("Dialog", "Word selection:", None, QtGui.QApplication.UnicodeUTF8)) self.label_error_correct.setText(QtGui.QApplication.translate("Dialog", "Error Correction:", None, QtGui.QApplication.UnicodeUTF8)) self.label_undo_last.setToolTip(QtGui.QApplication.translate("Dialog", "The number of clicks that will immediately result in an undo", None, QtGui.QApplication.UnicodeUTF8)) self.label_undo_last.setText(QtGui.QApplication.translate("Dialog", "Undo last letter \n" "(number of clicks)", None, QtGui.QApplication.UnicodeUTF8)) self.label_program_status.setText(QtGui.QApplication.translate("Dialog", "Read program status \n" "(number of alphabet repetions)", None, QtGui.QApplication.UnicodeUTF8)) self.label_restart_word.setText(QtGui.QApplication.translate("Dialog", "New word \n" "(number of alphabet repetitions)", None, QtGui.QApplication.UnicodeUTF8)) self.label_switch_off.setText(QtGui.QApplication.translate("Dialog", "Shut down \n" "(number of alphabet repetions)", None, QtGui.QApplication.UnicodeUTF8)) self.label_config_settings.setText(QtGui.QApplication.translate("Dialog", "Speed & Channel Settings:", None, QtGui.QApplication.UnicodeUTF8)) self.label_file_length.setText(QtGui.QApplication.translate("Dialog", "File length (seconds)", None, QtGui.QApplication.UnicodeUTF8)) self.box_learn_delay.setText(QtGui.QApplication.translate("Dialog", "Learn", None, QtGui.QApplication.UnicodeUTF8)) self.box_learn_std.setText(QtGui.QApplication.translate("Dialog", "Learn", None, QtGui.QApplication.UnicodeUTF8)) self.box_learn_fp.setText(QtGui.QApplication.translate("Dialog", "Learn", None, QtGui.QApplication.UnicodeUTF8)) self.box_learn_fr.setText(QtGui.QApplication.translate("Dialog", "Learn", None, QtGui.QApplication.UnicodeUTF8)) self.label_channels.setText(QtGui.QApplication.translate("Dialog", "Channels", None, QtGui.QApplication.UnicodeUTF8)) self.box_channels.setItemText(0, QtGui.QApplication.translate("Dialog", "1", None, QtGui.QApplication.UnicodeUTF8)) self.box_channels.setItemText(1, QtGui.QApplication.translate("Dialog", "2", None, QtGui.QApplication.UnicodeUTF8)) self.box_channels.setItemText(2, QtGui.QApplication.translate("Dialog", "3", None, QtGui.QApplication.UnicodeUTF8)) self.box_channels.setItemText(3, QtGui.QApplication.translate("Dialog", "4", None, QtGui.QApplication.UnicodeUTF8)) self.box_channels.setItemText(4, QtGui.QApplication.translate("Dialog", "5", None, QtGui.QApplication.UnicodeUTF8)) self.button_default.setText(QtGui.QApplication.translate("Dialog", "Load Default Settings", None, QtGui.QApplication.UnicodeUTF8)) self.button_gauss.setText(QtGui.QApplication.translate("Dialog", "Set Distribution to Gaussian", None, QtGui.QApplication.UnicodeUTF8)) self.label_end_delay.setText(QtGui.QApplication.translate("Dialog", "End delay (seconds)", None, QtGui.QApplication.UnicodeUTF8))
singleswitch/ticker
settings_layout.py
Python
mit
17,669
[ "Gaussian" ]
eb2db13ebb4447ba262fc260043b7fe3e870ff571649be720a4516271397986f
''' * Created by Zhenia Syryanyy (Yevgen Syryanyy) * e-mail: yuginboy@gmail.com * License: this code is under GPL license * Last modified: 2017-08-24 ''' from feff.libs.class_Spectrum import Spectrum, GraphElement, TableData, BaseData from feff.libs.class_for_parallel_comparison import Model_for_spectra, FTR_gulp_to_feff_A_model_base from feff.libs.dir_and_file_operations import delete_all_subdirs_in_directory import os import datetime from timeit import default_timer as timer import copy from shutil import copyfile import numpy as np # from joblib import Parallel, delayed import pathos.multiprocessing as mp def chunks(l, n): """Yield successive n-sized chunks from l.""" for i in range(0, len(l), n): yield l[i:i + n] def slice_list(input, size, whole_num=2): # divide list into N equal parts which rounds to whole_num # if input = [123456] but size=2, whole_num=2 we expect [1234], [56] input_size = len(input) slice_size = int(input_size / size) while slice_size % whole_num: slice_size = slice_size + 1 result = list(chunks (input, slice_size)) return result def check_if_lengths_are_equal(input): isEqual = True L = len(input) tmp = np.zeros(L) for i in range(L): tmp[i] = len(input[i]) for i in range(L-1): if tmp[i] != tmp[i+1]: isEqual = False break return isEqual def slice_list_extend(input, size, whole_num=2): lst_tmp = slice_list(input, size, whole_num=whole_num) out = lst_tmp if not check_if_lengths_are_equal(lst_tmp): tmp_input = input reduce_num = 0 N = len(input) while not check_if_lengths_are_equal(lst_tmp): reduce_num = reduce_num + whole_num lst_tmp = slice_list(input[0:N - reduce_num], size, whole_num=whole_num) out = lst_tmp out.append(input[N - reduce_num: N]) return out def one_thread_calculation(model_A_projectWorkingFEFFoutDirectory, model_A_listOfSnapshotFiles, model_B_projectWorkingFEFFoutDirectory, model_B_listOfSnapshotFiles, model_C_projectWorkingFEFFoutDirectory, model_C_listOfSnapshotFiles, outDirectoryFor_3_type_ModelsFitResults, weight_R_factor_FTR=1.0, weight_R_factor_chi=0.0, scale_theory_factor_FTR=0.81, scale_experiment_factor_FTR=1.0, model_A_numberOfSerialEquivalentAtoms=2, model_B_numberOfSerialEquivalentAtoms=2, model_C_numberOfSerialEquivalentAtoms=2, user='ID', sample_preparation_mode='AG', saveDataToDisk=True): # create one thread of calculation by creating the object which will get to the input # sliced list of files of model_A a = FTR_gulp_to_feff_A_model_base() a.weight_R_factor_FTR = weight_R_factor_FTR a.weight_R_factor_chi = weight_R_factor_chi a.scale_theory_factor_FTR = scale_theory_factor_FTR a.scale_experiment_factor_FTR = scale_experiment_factor_FTR a.model_A.numberOfSerialEquivalentAtoms = model_A_numberOfSerialEquivalentAtoms a.model_B.numberOfSerialEquivalentAtoms = model_B_numberOfSerialEquivalentAtoms a.model_C.numberOfSerialEquivalentAtoms = model_C_numberOfSerialEquivalentAtoms # change the user name, which parameters for xftf transformation you want to use: a.user = user # change tha sample preparation method: a.sample_preparation_mode = sample_preparation_mode # for debug and profiling: a.saveDataToDisk = saveDataToDisk # if you want to find the minimum from the all snapshots do this: a.calcAllSnapshotFilesFor_3_type_Models_parallel( model_A_projectWorkingFEFFoutDirectory, model_A_listOfSnapshotFiles, model_B_projectWorkingFEFFoutDirectory, model_B_listOfSnapshotFiles, model_C_projectWorkingFEFFoutDirectory, model_C_listOfSnapshotFiles, outDirectoryFor_3_type_ModelsFitResults) return a.minimum class FTR_gulp_to_feff_A_model(FTR_gulp_to_feff_A_model_base): ''' Class to search optimal snapshot coordinates by compare chi(k) nad FTR(r) spectra between the snapshots and average spectrum from all snapshots ''' def findBestSnapshotsCombinationFrom_3_type_Models_parallel(self): ''' searching procedure of 3 type Models (A - first, B - second, C - third) linear model: a/n(A1 + A2 + .. + An) + b/m(B1 + B2 + .. + Bm) + c/l(C1 + C2 + .. + Cl) a/n + b/m + c/l = 1 :return: a/n, b/m, c/l - coefficient which corresponds to concentration A,B,C phases in A-B-C compound Parallel realization ''' model_A_projectWorkingFEFFoutDirectory, model_A_listOfSnapshotFiles, \ model_B_projectWorkingFEFFoutDirectory, model_B_listOfSnapshotFiles, \ model_C_projectWorkingFEFFoutDirectory, model_C_listOfSnapshotFiles, \ outDirectoryForModelsFitResults = self.loadListOfFilesFor_3_type_Models() def func(list_of_files): return one_thread_calculation(model_A_projectWorkingFEFFoutDirectory, list_of_files, model_B_projectWorkingFEFFoutDirectory, model_B_listOfSnapshotFiles, model_C_projectWorkingFEFFoutDirectory, model_C_listOfSnapshotFiles, outDirectoryForModelsFitResults, weight_R_factor_FTR=self.weight_R_factor_FTR, weight_R_factor_chi=self.weight_R_factor_chi, scale_theory_factor_FTR=self.scale_theory_factor_FTR, scale_experiment_factor_FTR=self.scale_experiment_factor_FTR, model_A_numberOfSerialEquivalentAtoms=self.model_A.numberOfSerialEquivalentAtoms, model_B_numberOfSerialEquivalentAtoms=self.model_B.numberOfSerialEquivalentAtoms, model_C_numberOfSerialEquivalentAtoms=self.model_C.numberOfSerialEquivalentAtoms, user=self.user, sample_preparation_mode=self.sample_preparation_mode, saveDataToDisk=self.saveDataToDisk) start = timer() number = self.model_A.numberOfSerialEquivalentAtoms listOfIndexes = slice_list(model_A_listOfSnapshotFiles, size=self.parallel_job_numbers, whole_num=number) print('*----'*10) print('User calls {} number of threads'.format(self.parallel_job_numbers)) print('program define {} number of threads'.format(len(listOfIndexes))) for idx, elem in enumerate(listOfIndexes): print('Thread # {0} will be calculate {1} elements'.format(idx, len(elem))) print('*----' * 10) # # for debug # for lst in listOfIndexes: # result = func(lst) # p = mp.Pool(self.parallel_job_numbers) p = mp.Pool(len(listOfIndexes)) result = p.map(func, listOfIndexes) # bar.update(i) # bar.finish() vec_Rtot = list((i.Rtot for i in result)) minIdx, = np.where(vec_Rtot == np.min(vec_Rtot)) Rtot = result[minIdx[0]].Rtot snapshotName = result[minIdx[0]].snapshotName obj = result[minIdx[0]] # save ASCII column data: if self.saveDataToDisk: self.outMinValsDir = outDirectoryForModelsFitResults if obj.indicator_minimum_from_FTRlinear_chi: # if minimum have been found in FTRlinear_chi procedure: obj.setOfSnapshotSpectra.saveSpectra_LinearComposition_FTR_from_linear_Chi_k( output_dir=self.outMinValsDir) # store model-A snapshots for this minimum case: obj.model_A.saveSpectra_SimpleComposition(output_dir=self.outMinValsDir) # store model-B snapshots for this minimum case: obj.model_B.saveSpectra_SimpleComposition(output_dir=self.outMinValsDir) # store model-C snapshots for this minimum case: obj.model_C.saveSpectra_SimpleComposition(output_dir=self.outMinValsDir) dst = os.path.join(self.outMinValsDir, os.path.basename(obj.pathToImage)) copyfile(obj.pathToImage, dst) print('======'*10) print('======'*10) print('======'*10) print('global minimum Rtot = {0}'.format(Rtot)) print('{0}'.format(snapshotName)) runtime = timer() - start print('======'*10) print("total runtime is {0:f} seconds".format(runtime)) txt = '======'*10 txt += '\n' txt += 'global minimum Rtot = {0}'.format(Rtot) txt += '\n' txt += '{0}'.format(snapshotName) txt += '\n' txt += '======'*10 txt += '\n' txt += "total runtime is {0:f} seconds".format(runtime) txt += '\n' txt_file_name = os.path.join(outDirectoryForModelsFitResults, 'result_info.txt') f = open(txt_file_name, 'x') f.write(txt) print('Resulting information have been saved in: ', txt_file_name) delete_all_subdirs_in_directory(outDirectoryForTowModelsFitResults) if __name__ == '__main__': print('-> you run ', __file__, ' file in a main mode') # start global search of 3 type Models combination in Parallel mode: a = FTR_gulp_to_feff_A_model() a.weight_R_factor_FTR = 1.0 a.weight_R_factor_chi = 0.0 a.scale_theory_factor_FTR = 0.81 a.scale_experiment_factor_FTR = 1.0 a.model_A.numberOfSerialEquivalentAtoms = 1 a.model_B.numberOfSerialEquivalentAtoms = 2 a.model_C.numberOfSerialEquivalentAtoms = 3 # change the user name, which parameters for xftf transformation you want to use: a.user = 'ID' # change tha sample preparation method: a.sample_preparation_mode = '450' # if you want compare with the theoretical average, do this: # a.calcAllSnapshotFiles() # for debug and profiling: a.saveDataToDisk = True a.parallel_job_numbers = 10 # if you want to find the minimum from the all snapshots do this: a.findBestSnapshotsCombinationFrom_3_type_Models_parallel()
yuginboy/from_GULP_to_FEFF
feff/libs/class_FTR_Spectrum_Compare_3_type_Models.py
Python
gpl-3.0
10,188
[ "FEFF" ]
9bd4ac75f4c3c04c1c211661e4373cc274e0a0a79fec369c48ae0d5711ce9dff
import os from uuid import uuid4 from datetime import datetime from ..helpers import UniqueCourseTest from ...fixtures.course import CourseFixture, XBlockFixtureDesc from ...pages.lms.auto_auth import AutoAuthPage from ...pages.lms.course_nav import CourseNavPage from ...pages.lms.courseware import CoursewarePage from ...pages.lms.edxnotes import EdxNotesUnitPage, EdxNotesPage, EdxNotesPageNoContent from ...fixtures.edxnotes import EdxNotesFixture, Note, Range class EdxNotesTestMixin(UniqueCourseTest): """ Creates a course with initial data and contains useful helper methods. """ def setUp(self): """ Initialize pages and install a course fixture. """ super(EdxNotesTestMixin, self).setUp() self.courseware_page = CoursewarePage(self.browser, self.course_id) self.course_nav = CourseNavPage(self.browser) self.note_unit_page = EdxNotesUnitPage(self.browser, self.course_id) self.notes_page = EdxNotesPage(self.browser, self.course_id) self.username = str(uuid4().hex)[:5] self.email = "{}@email.com".format(self.username) self.selector = "annotate-id" self.edxnotes_fixture = EdxNotesFixture() self.course_fixture = CourseFixture( self.course_info["org"], self.course_info["number"], self.course_info["run"], self.course_info["display_name"] ) self.course_fixture.add_advanced_settings({ u"edxnotes": {u"value": True} }) self.course_fixture.add_children( XBlockFixtureDesc("chapter", "Test Section 1").add_children( XBlockFixtureDesc("sequential", "Test Subsection 1").add_children( XBlockFixtureDesc("vertical", "Test Unit 1").add_children( XBlockFixtureDesc( "html", "Test HTML 1", data=""" <p><span class="{}">Annotate this text!</span></p> <p>Annotate this text</p> """.format(self.selector) ), XBlockFixtureDesc( "html", "Test HTML 2", data="""<p><span class="{}">Annotate this text!</span></p>""".format(self.selector) ), ), XBlockFixtureDesc("vertical", "Test Unit 2").add_children( XBlockFixtureDesc( "html", "Test HTML 3", data="""<p><span class="{}">Annotate this text!</span></p>""".format(self.selector) ), ), ), XBlockFixtureDesc("sequential", "Test Subsection 2").add_children( XBlockFixtureDesc("vertical", "Test Unit 3").add_children( XBlockFixtureDesc( "html", "Test HTML 4", data=""" <p><span class="{}">Annotate this text!</span></p> """.format(self.selector) ), ), ), ), XBlockFixtureDesc("chapter", "Test Section 2").add_children( XBlockFixtureDesc("sequential", "Test Subsection 3").add_children( XBlockFixtureDesc("vertical", "Test Unit 4").add_children( XBlockFixtureDesc( "html", "Test HTML 5", data=""" <p><span class="{}">Annotate this text!</span></p> """.format(self.selector) ), XBlockFixtureDesc( "html", "Test HTML 6", data="""<p><span class="{}">Annotate this text!</span></p>""".format(self.selector) ), ), ), )).install() self.addCleanup(self.edxnotes_fixture.cleanup) AutoAuthPage(self.browser, username=self.username, email=self.email, course_id=self.course_id).visit() def _add_notes(self): xblocks = self.course_fixture.get_nested_xblocks(category="html") notes_list = [] for index, xblock in enumerate(xblocks): notes_list.append( Note( user=self.username, usage_id=xblock.locator, course_id=self.course_fixture._course_key, ranges=[Range(startOffset=index, endOffset=index + 5)] ) ) self.edxnotes_fixture.create_notes(notes_list) self.edxnotes_fixture.install() class EdxNotesDefaultInteractionsTest(EdxNotesTestMixin): """ Tests for creation, editing, deleting annotations inside annotatable components in LMS. """ def create_notes(self, components, offset=0): self.assertGreater(len(components), 0) index = offset for component in components: for note in component.create_note(".{}".format(self.selector)): note.text = "TEST TEXT {}".format(index) index += 1 def edit_notes(self, components, offset=0): self.assertGreater(len(components), 0) index = offset for component in components: self.assertGreater(len(component.notes), 0) for note in component.edit_note(): note.text = "TEST TEXT {}".format(index) index += 1 def edit_tags_in_notes(self, components, tags): self.assertGreater(len(components), 0) index = 0 for component in components: self.assertGreater(len(component.notes), 0) for note in component.edit_note(): note.tags = tags[index] index += 1 self.assertEqual(index, len(tags), "Number of supplied tags did not match components") def remove_notes(self, components): self.assertGreater(len(components), 0) for component in components: self.assertGreater(len(component.notes), 0) component.remove_note() def assert_notes_are_removed(self, components): for component in components: self.assertEqual(0, len(component.notes)) def assert_text_in_notes(self, notes): actual = [note.text for note in notes] expected = ["TEST TEXT {}".format(i) for i in xrange(len(notes))] self.assertEqual(expected, actual) def assert_tags_in_notes(self, notes, expected_tags): actual = [note.tags for note in notes] expected = [expected_tags[i] for i in xrange(len(notes))] self.assertEqual(expected, actual) def test_can_create_notes(self): """ Scenario: User can create notes. Given I have a course with 3 annotatable components And I open the unit with 2 annotatable components When I add 2 notes for the first component and 1 note for the second Then I see that notes were correctly created When I change sequential position to "2" And I add note for the annotatable component on the page Then I see that note was correctly created When I refresh the page Then I see that note was correctly stored When I change sequential position to "1" Then I see that notes were correctly stored on the page """ self.note_unit_page.visit() components = self.note_unit_page.components self.create_notes(components) self.assert_text_in_notes(self.note_unit_page.notes) self.course_nav.go_to_sequential_position(2) components = self.note_unit_page.components self.create_notes(components) components = self.note_unit_page.refresh() self.assert_text_in_notes(self.note_unit_page.notes) self.course_nav.go_to_sequential_position(1) components = self.note_unit_page.components self.assert_text_in_notes(self.note_unit_page.notes) def test_can_edit_notes(self): """ Scenario: User can edit notes. Given I have a course with 3 components with notes And I open the unit with 2 annotatable components When I change text in the notes Then I see that notes were correctly changed When I change sequential position to "2" And I change the note on the page Then I see that note was correctly changed When I refresh the page Then I see that edited note was correctly stored When I change sequential position to "1" Then I see that edited notes were correctly stored on the page """ self._add_notes() self.note_unit_page.visit() components = self.note_unit_page.components self.edit_notes(components) self.assert_text_in_notes(self.note_unit_page.notes) self.course_nav.go_to_sequential_position(2) components = self.note_unit_page.components self.edit_notes(components) self.assert_text_in_notes(self.note_unit_page.notes) components = self.note_unit_page.refresh() self.assert_text_in_notes(self.note_unit_page.notes) self.course_nav.go_to_sequential_position(1) components = self.note_unit_page.components self.assert_text_in_notes(self.note_unit_page.notes) def test_can_delete_notes(self): """ Scenario: User can delete notes. Given I have a course with 3 components with notes And I open the unit with 2 annotatable components When I remove all notes on the page Then I do not see any notes on the page When I change sequential position to "2" And I remove all notes on the page Then I do not see any notes on the page When I refresh the page Then I do not see any notes on the page When I change sequential position to "1" Then I do not see any notes on the page """ self._add_notes() self.note_unit_page.visit() components = self.note_unit_page.components self.remove_notes(components) self.assert_notes_are_removed(components) self.course_nav.go_to_sequential_position(2) components = self.note_unit_page.components self.remove_notes(components) self.assert_notes_are_removed(components) components = self.note_unit_page.refresh() self.assert_notes_are_removed(components) self.course_nav.go_to_sequential_position(1) components = self.note_unit_page.components self.assert_notes_are_removed(components) def test_can_create_note_with_tags(self): """ Scenario: a user of notes can define one with tags Given I have a course with 3 annotatable components And I open the unit with 2 annotatable components When I add a note with tags for the first component And I refresh the page Then I see that note was correctly stored with its tags """ self.note_unit_page.visit() components = self.note_unit_page.components for note in components[0].create_note(".{}".format(self.selector)): note.tags = ["fruit", "tasty"] self.note_unit_page.refresh() self.assertEqual(["fruit", "tasty"], self.note_unit_page.notes[0].tags) def test_can_change_tags(self): """ Scenario: a user of notes can edit tags on notes Given I have a course with 3 components with notes When I open the unit with 2 annotatable components And I edit tags on the notes for the 2 annotatable components Then I see that the tags were correctly changed And I again edit tags on the notes for the 2 annotatable components And I refresh the page Then I see that the tags were correctly changed """ self._add_notes() self.note_unit_page.visit() components = self.note_unit_page.components self.edit_tags_in_notes(components, [["hard"], ["apple", "pear"]]) self.assert_tags_in_notes(self.note_unit_page.notes, [["hard"], ["apple", "pear"]]) self.edit_tags_in_notes(components, [[], ["avocado"]]) self.assert_tags_in_notes(self.note_unit_page.notes, [[], ["avocado"]]) self.note_unit_page.refresh() self.assert_tags_in_notes(self.note_unit_page.notes, [[], ["avocado"]]) def test_sr_labels(self): """ Scenario: screen reader labels exist for text and tags fields Given I have a course with 3 components with notes When I open the unit with 2 annotatable components And I open the editor for each note Then the text and tags fields both have screen reader labels """ self._add_notes() self.note_unit_page.visit() # First note is in the first annotatable component, will have field indexes 0 and 1. for note in self.note_unit_page.components[0].edit_note(): self.assertTrue(note.has_sr_label(0, 0, "Note")) self.assertTrue(note.has_sr_label(1, 1, "Tags (space-separated)")) # Second note is in the second annotatable component, will have field indexes 2 and 3. for note in self.note_unit_page.components[1].edit_note(): self.assertTrue(note.has_sr_label(0, 2, "Note")) self.assertTrue(note.has_sr_label(1, 3, "Tags (space-separated)")) class EdxNotesPageTest(EdxNotesTestMixin): """ Tests for Notes page. """ def _add_notes(self, notes_list): self.edxnotes_fixture.create_notes(notes_list) self.edxnotes_fixture.install() def _add_default_notes(self, tags=None): """ Creates 5 test notes. If tags are not specified, will populate the notes with some test tag data. If tags are specified, they will be used for each of the 3 notes that have tags. """ xblocks = self.course_fixture.get_nested_xblocks(category="html") self._add_notes([ Note( usage_id=xblocks[4].locator, user=self.username, course_id=self.course_fixture._course_key, text="First note", quote="Annotate this text", updated=datetime(2011, 1, 1, 1, 1, 1, 1).isoformat(), ), Note( usage_id=xblocks[2].locator, user=self.username, course_id=self.course_fixture._course_key, text="", quote=u"Annotate this text", updated=datetime(2012, 1, 1, 1, 1, 1, 1).isoformat(), tags=["Review", "cool"] if tags is None else tags ), Note( usage_id=xblocks[0].locator, user=self.username, course_id=self.course_fixture._course_key, text="Third note", quote="Annotate this text", updated=datetime(2013, 1, 1, 1, 1, 1, 1).isoformat(), ranges=[Range(startOffset=0, endOffset=18)], tags=["Cool", "TODO"] if tags is None else tags ), Note( usage_id=xblocks[3].locator, user=self.username, course_id=self.course_fixture._course_key, text="Fourth note", quote="", updated=datetime(2014, 1, 1, 1, 1, 1, 1).isoformat(), tags=["review"] if tags is None else tags ), Note( usage_id=xblocks[1].locator, user=self.username, course_id=self.course_fixture._course_key, text="Fifth note", quote="Annotate this text", updated=datetime(2015, 1, 1, 1, 1, 1, 1).isoformat(), ), ]) def assertNoteContent(self, item, text=None, quote=None, unit_name=None, time_updated=None, tags=None): """ Verifies the expected properties of the note. """ self.assertEqual(text, item.text) if item.quote is not None: self.assertIn(quote, item.quote) else: self.assertIsNone(quote) self.assertEqual(unit_name, item.unit_name) self.assertEqual(time_updated, item.time_updated) self.assertEqual(tags, item.tags) def assertChapterContent(self, item, title=None, subtitles=None): """ Verifies the expected title and subsection titles (subtitles) for the given chapter. """ self.assertEqual(item.title, title) self.assertEqual(item.subtitles, subtitles) def assertGroupContent(self, item, title=None, notes=None): """ Verifies the expected title and child notes for the given group. """ self.assertEqual(item.title, title) self.assertEqual(item.notes, notes) def test_no_content(self): """ Scenario: User can see `No content` message. Given I have a course without notes When I open Notes page Then I see only "You do not have any notes within the course." message """ notes_page_empty = EdxNotesPageNoContent(self.browser, self.course_id) notes_page_empty.visit() self.assertIn( "You have not made any notes in this course yet. Other students in this course are using notes to:", notes_page_empty.no_content_text) def test_recent_activity_view(self): """ Scenario: User can view all notes by recent activity. Given I have a course with 5 notes When I open Notes page Then I see 5 notes sorted by the updated date And I see correct content in the notes """ self._add_default_notes() self.notes_page.visit() notes = self.notes_page.notes self.assertEqual(len(notes), 5) self.assertNoteContent( notes[0], quote=u"Annotate this text", text=u"Fifth note", unit_name="Test Unit 1", time_updated="Jan 01, 2015 at 01:01 UTC" ) self.assertNoteContent( notes[1], text=u"Fourth note", unit_name="Test Unit 3", time_updated="Jan 01, 2014 at 01:01 UTC", tags=["review"] ) self.assertNoteContent( notes[2], quote="Annotate this text", text=u"Third note", unit_name="Test Unit 1", time_updated="Jan 01, 2013 at 01:01 UTC", tags=["Cool", "TODO"] ) self.assertNoteContent( notes[3], quote=u"Annotate this text", unit_name="Test Unit 2", time_updated="Jan 01, 2012 at 01:01 UTC", tags=["Review", "cool"] ) self.assertNoteContent( notes[4], quote=u"Annotate this text", text=u"First note", unit_name="Test Unit 4", time_updated="Jan 01, 2011 at 01:01 UTC" ) def test_course_structure_view(self): """ Scenario: User can view all notes by location in Course. Given I have a course with 5 notes When I open Notes page And I switch to "Location in Course" view Then I see 2 groups, 3 sections and 5 notes And I see correct content in the notes and groups """ self._add_default_notes() self.notes_page.visit().switch_to_tab("structure") notes = self.notes_page.notes groups = self.notes_page.chapter_groups sections = self.notes_page.subsection_groups self.assertEqual(len(notes), 5) self.assertEqual(len(groups), 2) self.assertEqual(len(sections), 3) self.assertChapterContent( groups[0], title=u"Test Section 1", subtitles=[u"Test Subsection 1", u"Test Subsection 2"] ) self.assertGroupContent( sections[0], title=u"Test Subsection 1", notes=[u"Fifth note", u"Third note", None] ) self.assertNoteContent( notes[0], quote=u"Annotate this text", text=u"Fifth note", unit_name="Test Unit 1", time_updated="Jan 01, 2015 at 01:01 UTC" ) self.assertNoteContent( notes[1], quote=u"Annotate this text", text=u"Third note", unit_name="Test Unit 1", time_updated="Jan 01, 2013 at 01:01 UTC", tags=["Cool", "TODO"] ) self.assertNoteContent( notes[2], quote=u"Annotate this text", unit_name="Test Unit 2", time_updated="Jan 01, 2012 at 01:01 UTC", tags=["Review", "cool"] ) self.assertGroupContent( sections[1], title=u"Test Subsection 2", notes=[u"Fourth note"] ) self.assertNoteContent( notes[3], text=u"Fourth note", unit_name="Test Unit 3", time_updated="Jan 01, 2014 at 01:01 UTC", tags=["review"] ) self.assertChapterContent( groups[1], title=u"Test Section 2", subtitles=[u"Test Subsection 3"], ) self.assertGroupContent( sections[2], title=u"Test Subsection 3", notes=[u"First note"] ) self.assertNoteContent( notes[4], quote=u"Annotate this text", text=u"First note", unit_name="Test Unit 4", time_updated="Jan 01, 2011 at 01:01 UTC" ) def test_tags_view(self): """ Scenario: User can view all notes by associated tags. Given I have a course with 5 notes and I am viewing the Notes page When I switch to the "Tags" view Then I see 4 tag groups And I see correct content in the notes and groups """ self._add_default_notes() self.notes_page.visit().switch_to_tab("tags") notes = self.notes_page.notes groups = self.notes_page.tag_groups self.assertEqual(len(notes), 7) self.assertEqual(len(groups), 4) # Tag group "cool" self.assertGroupContent( groups[0], title=u"cool (2)", notes=[u"Third note", None] ) self.assertNoteContent( notes[0], quote=u"Annotate this text", text=u"Third note", unit_name="Test Unit 1", time_updated="Jan 01, 2013 at 01:01 UTC", tags=["Cool", "TODO"] ) self.assertNoteContent( notes[1], quote=u"Annotate this text", unit_name="Test Unit 2", time_updated="Jan 01, 2012 at 01:01 UTC", tags=["Review", "cool"] ) # Tag group "review" self.assertGroupContent( groups[1], title=u"review (2)", notes=[u"Fourth note", None] ) self.assertNoteContent( notes[2], text=u"Fourth note", unit_name="Test Unit 3", time_updated="Jan 01, 2014 at 01:01 UTC", tags=["review"] ) self.assertNoteContent( notes[3], quote=u"Annotate this text", unit_name="Test Unit 2", time_updated="Jan 01, 2012 at 01:01 UTC", tags=["Review", "cool"] ) # Tag group "todo" self.assertGroupContent( groups[2], title=u"todo (1)", notes=["Third note"] ) self.assertNoteContent( notes[4], quote=u"Annotate this text", text=u"Third note", unit_name="Test Unit 1", time_updated="Jan 01, 2013 at 01:01 UTC", tags=["Cool", "TODO"] ) # Notes with no tags self.assertGroupContent( groups[3], title=u"[no tags] (2)", notes=["Fifth note", "First note"] ) self.assertNoteContent( notes[5], quote=u"Annotate this text", text=u"Fifth note", unit_name="Test Unit 1", time_updated="Jan 01, 2015 at 01:01 UTC" ) self.assertNoteContent( notes[6], quote=u"Annotate this text", text=u"First note", unit_name="Test Unit 4", time_updated="Jan 01, 2011 at 01:01 UTC" ) def test_easy_access_from_notes_page(self): """ Scenario: Ensure that the link to the Unit works correctly. Given I have a course with 5 notes When I open Notes page And I click on the first unit link Then I see correct text on the unit page When go back to the Notes page And I switch to "Location in Course" view And I click on the second unit link Then I see correct text on the unit page When go back to the Notes page And I run the search with "Fifth" query And I click on the first unit link Then I see correct text on the unit page """ def assert_page(note): quote = note.quote note.go_to_unit() self.courseware_page.wait_for_page() self.assertIn(quote, self.courseware_page.xblock_component_html_content()) self._add_default_notes() self.notes_page.visit() note = self.notes_page.notes[0] assert_page(note) self.notes_page.visit().switch_to_tab("structure") note = self.notes_page.notes[1] assert_page(note) self.notes_page.visit().search("Fifth") note = self.notes_page.notes[0] assert_page(note) def test_search_behaves_correctly(self): """ Scenario: Searching behaves correctly. Given I have a course with 5 notes When I open Notes page When I run the search with " " query Then I see the following error message "Please enter a term in the search field." And I do not see "Search Results" tab When I run the search with "note" query Then I see that error message disappears And I see that "Search Results" tab appears with 4 notes found """ self._add_default_notes() self.notes_page.visit() # Run the search with whitespaces only self.notes_page.search(" ") # Displays error message self.assertTrue(self.notes_page.is_error_visible) self.assertEqual(self.notes_page.error_text, u"Please enter a term in the search field.") # Search results tab does not appear self.assertNotIn(u"Search Results", self.notes_page.tabs) # Run the search with correct query self.notes_page.search("note") # Error message disappears self.assertFalse(self.notes_page.is_error_visible) self.assertIn(u"Search Results", self.notes_page.tabs) notes = self.notes_page.notes self.assertEqual(len(notes), 4) self.assertNoteContent( notes[0], quote=u"Annotate this text", text=u"Fifth note", unit_name="Test Unit 1", time_updated="Jan 01, 2015 at 01:01 UTC" ) self.assertNoteContent( notes[1], text=u"Fourth note", unit_name="Test Unit 3", time_updated="Jan 01, 2014 at 01:01 UTC", tags=["review"] ) self.assertNoteContent( notes[2], quote="Annotate this text", text=u"Third note", unit_name="Test Unit 1", time_updated="Jan 01, 2013 at 01:01 UTC", tags=["Cool", "TODO"] ) self.assertNoteContent( notes[3], quote=u"Annotate this text", text=u"First note", unit_name="Test Unit 4", time_updated="Jan 01, 2011 at 01:01 UTC" ) def test_scroll_to_tag_recent_activity(self): """ Scenario: Can scroll to a tag group from the Recent Activity view (default view) Given I have a course with 5 notes and I open the Notes page When I click on a tag associated with a note Then the Tags view tab gets focus and I scroll to the section of notes associated with that tag """ self._add_default_notes(["apple", "banana", "kiwi", "pear", "pumpkin", "squash", "zucchini"]) self.notes_page.visit() self._scroll_to_tag_and_verify("pear", 3) def test_scroll_to_tag_course_structure(self): """ Scenario: Can scroll to a tag group from the Course Structure view Given I have a course with 5 notes and I open the Notes page and select the Course Structure view When I click on a tag associated with a note Then the Tags view tab gets focus and I scroll to the section of notes associated with that tag """ self._add_default_notes(["apple", "banana", "kiwi", "pear", "pumpkin", "squash", "zucchini"]) self.notes_page.visit().switch_to_tab("structure") self._scroll_to_tag_and_verify("squash", 5) def test_scroll_to_tag_search(self): """ Scenario: Can scroll to a tag group from the Search Results view Given I have a course with 5 notes and I open the Notes page and perform a search Then the Search view tab opens and gets focus And when I click on a tag associated with a note Then the Tags view tab gets focus and I scroll to the section of notes associated with that tag """ self._add_default_notes(["apple", "banana", "kiwi", "pear", "pumpkin", "squash", "zucchini"]) self.notes_page.visit().search("note") self._scroll_to_tag_and_verify("pumpkin", 4) def test_scroll_to_tag_from_tag_view(self): """ Scenario: Can scroll to a tag group from the Tags view Given I have a course with 5 notes and I open the Notes page and select the Tag view When I click on a tag associated with a note Then I scroll to the section of notes associated with that tag """ self._add_default_notes(["apple", "banana", "kiwi", "pear", "pumpkin", "squash", "zucchini"]) self.notes_page.visit().switch_to_tab("tags") self._scroll_to_tag_and_verify("kiwi", 2) def _scroll_to_tag_and_verify(self, tag_name, group_index): """ Helper method for all scroll to tag tests """ self.notes_page.notes[1].go_to_tag(tag_name) # Because all the notes (with tags) have the same tags, they will end up ordered alphabetically. pear_group = self.notes_page.tag_groups[group_index] self.assertEqual(tag_name + " (3)", pear_group.title) self.assertTrue(pear_group.scrolled_to_top(group_index)) def test_tabs_behaves_correctly(self): """ Scenario: Tabs behaves correctly. Given I have a course with 5 notes When I open Notes page Then I see only "Recent Activity", "Location in Course", and "Tags" tabs When I run the search with "note" query And I see that "Search Results" tab appears with 4 notes found Then I switch to "Recent Activity" tab And I see all 5 notes Then I switch to "Location in Course" tab And I see all 2 groups and 5 notes When I switch back to "Search Results" tab Then I can still see 4 notes found When I close "Search Results" tab Then I see that "Recent Activity" tab becomes active And "Search Results" tab disappears And I see all 5 notes """ self._add_default_notes() self.notes_page.visit() # We're on Recent Activity tab. self.assertEqual(len(self.notes_page.tabs), 3) self.assertEqual([u"Recent Activity", u"Location in Course", u"Tags"], self.notes_page.tabs) self.notes_page.search("note") # We're on Search Results tab self.assertEqual(len(self.notes_page.tabs), 4) self.assertIn(u"Search Results", self.notes_page.tabs) self.assertEqual(len(self.notes_page.notes), 4) # We can switch on Recent Activity tab and back. self.notes_page.switch_to_tab("recent") self.assertEqual(len(self.notes_page.notes), 5) self.notes_page.switch_to_tab("structure") self.assertEqual(len(self.notes_page.chapter_groups), 2) self.assertEqual(len(self.notes_page.notes), 5) self.notes_page.switch_to_tab("search") self.assertEqual(len(self.notes_page.notes), 4) # Can close search results page self.notes_page.close_tab() self.assertEqual(len(self.notes_page.tabs), 3) self.assertNotIn(u"Search Results", self.notes_page.tabs) self.assertEqual(len(self.notes_page.notes), 5) def test_open_note_when_accessed_from_notes_page(self): """ Scenario: Ensure that the link to the Unit opens a note only once. Given I have a course with 2 sequentials that contain respectively one note and two notes When I open Notes page And I click on the first unit link Then I see the note opened on the unit page When I switch to the second sequential I do not see any note opened When I switch back to first sequential I do not see any note opened """ xblocks = self.course_fixture.get_nested_xblocks(category="html") self._add_notes([ Note( usage_id=xblocks[1].locator, user=self.username, course_id=self.course_fixture._course_key, text="Third note", quote="Annotate this text", updated=datetime(2012, 1, 1, 1, 1, 1, 1).isoformat(), ranges=[Range(startOffset=0, endOffset=19)], ), Note( usage_id=xblocks[2].locator, user=self.username, course_id=self.course_fixture._course_key, text="Second note", quote="Annotate this text", updated=datetime(2013, 1, 1, 1, 1, 1, 1).isoformat(), ranges=[Range(startOffset=0, endOffset=19)], ), Note( usage_id=xblocks[0].locator, user=self.username, course_id=self.course_fixture._course_key, text="First note", quote="Annotate this text", updated=datetime(2014, 1, 1, 1, 1, 1, 1).isoformat(), ranges=[Range(startOffset=0, endOffset=19)], ), ]) self.notes_page.visit() item = self.notes_page.notes[0] item.go_to_unit() self.courseware_page.wait_for_page() note = self.note_unit_page.notes[0] self.assertTrue(note.is_visible) note = self.note_unit_page.notes[1] self.assertFalse(note.is_visible) self.course_nav.go_to_sequential_position(2) note = self.note_unit_page.notes[0] self.assertFalse(note.is_visible) self.course_nav.go_to_sequential_position(1) note = self.note_unit_page.notes[0] self.assertFalse(note.is_visible) class EdxNotesToggleSingleNoteTest(EdxNotesTestMixin): """ Tests for toggling single annotation. """ def setUp(self): super(EdxNotesToggleSingleNoteTest, self).setUp() self._add_notes() self.note_unit_page.visit() def test_can_toggle_by_clicking_on_highlighted_text(self): """ Scenario: User can toggle a single note by clicking on highlighted text. Given I have a course with components with notes When I click on highlighted text And I move mouse out of the note Then I see that the note is still shown When I click outside the note Then I see the the note is closed """ note = self.note_unit_page.notes[0] note.click_on_highlight() self.note_unit_page.move_mouse_to("body") self.assertTrue(note.is_visible) self.note_unit_page.click("body") self.assertFalse(note.is_visible) def test_can_toggle_by_clicking_on_the_note(self): """ Scenario: User can toggle a single note by clicking on the note. Given I have a course with components with notes When I click on the note And I move mouse out of the note Then I see that the note is still shown When I click outside the note Then I see the the note is closed """ note = self.note_unit_page.notes[0] note.show().click_on_viewer() self.note_unit_page.move_mouse_to("body") self.assertTrue(note.is_visible) self.note_unit_page.click("body") self.assertFalse(note.is_visible) def test_interaction_between_notes(self): """ Scenario: Interactions between notes works well. Given I have a course with components with notes When I click on highlighted text in the first component And I move mouse out of the note Then I see that the note is still shown When I click on highlighted text in the second component Then I see that the new note is shown """ note_1 = self.note_unit_page.notes[0] note_2 = self.note_unit_page.notes[1] note_1.click_on_highlight() self.note_unit_page.move_mouse_to("body") self.assertTrue(note_1.is_visible) note_2.click_on_highlight() self.assertFalse(note_1.is_visible) self.assertTrue(note_2.is_visible) class EdxNotesToggleNotesTest(EdxNotesTestMixin): """ Tests for toggling visibility of all notes. """ def setUp(self): super(EdxNotesToggleNotesTest, self).setUp() self._add_notes() self.note_unit_page.visit() def test_can_disable_all_notes(self): """ Scenario: User can disable all notes. Given I have a course with components with notes And I open the unit with annotatable components When I click on "Show notes" checkbox Then I do not see any notes on the sequential position When I change sequential position to "2" Then I still do not see any notes on the sequential position When I go to "Test Subsection 2" subsection Then I do not see any notes on the subsection """ # Disable all notes self.note_unit_page.toggle_visibility() self.assertEqual(len(self.note_unit_page.notes), 0) self.course_nav.go_to_sequential_position(2) self.assertEqual(len(self.note_unit_page.notes), 0) self.course_nav.go_to_section(u"Test Section 1", u"Test Subsection 2") self.assertEqual(len(self.note_unit_page.notes), 0) def test_can_reenable_all_notes(self): """ Scenario: User can toggle notes visibility. Given I have a course with components with notes And I open the unit with annotatable components When I click on "Show notes" checkbox Then I do not see any notes on the sequential position When I click on "Show notes" checkbox again Then I see that all notes appear When I change sequential position to "2" Then I still can see all notes on the sequential position When I go to "Test Subsection 2" subsection Then I can see all notes on the subsection """ # Disable notes self.note_unit_page.toggle_visibility() self.assertEqual(len(self.note_unit_page.notes), 0) # Enable notes to make sure that I can enable notes without refreshing # the page. self.note_unit_page.toggle_visibility() self.assertGreater(len(self.note_unit_page.notes), 0) self.course_nav.go_to_sequential_position(2) self.assertGreater(len(self.note_unit_page.notes), 0) self.course_nav.go_to_section(u"Test Section 1", u"Test Subsection 2") self.assertGreater(len(self.note_unit_page.notes), 0)
antonve/s4-project-mooc
common/test/acceptance/tests/lms/test_lms_edxnotes.py
Python
agpl-3.0
40,727
[ "VisIt" ]
c75a6b5cce2e109b453418bb75fa36c1760a92927d4e61b50b5ceacccb7f0b5a
# Copyright 2016 CERN. This software is distributed under the # terms of the GNU General Public Licence version 3 (GPL Version 3), # copied verbatim in the file LICENCE.md. # In applying this licence, CERN does not waive the privileges and immunities # granted to it by virtue of its status as an Intergovernmental Organization or # submit itself to any jurisdiction. # Project website: http://blond.web.cern.ch/ ''' **Class to choose plots and customize plot layout** :Authors: **Helga Timko** ''' from builtins import object import os import matplotlib.pyplot as plt import h5py as hp from ..plots.plot_beams import * from ..plots.plot_slices import * from ..plots.plot_llrf import * def fig_folder(dirname): ''' Create folder where plots will be stored. ''' # Try to create directory try: os.makedirs(dirname) # Check whether already exists/creation failed except OSError: if os.path.exists(dirname): pass else: raise class Plot(object): def __init__(self, Ring, RFStation, Beam, dt_plot, dt_bckp, xmin, xmax, ymin, ymax, xunit = 's', sampling = 1, separatrix_plot = False, histograms_plot = True, Profile = None, h5file = None, output_frequency = 1, PhaseLoop = None, LHCNoiseFB = None, format_options = None): ''' Define what plots should be plotted during the simulation. Passing only basic objects, only phase space plot will be produced. Passing optional objects, plots related to those objects will be produced as well. For plots at a certain turn: use 'dt_plot' to set the plotting frequency in units of time steps. For plots as a function of time: use 'dt_bckp' to set plotting frequency in units of time steps. ''' #: | *Import Ring* self.general_params = Ring #: | *Import RFStation* self.rf_params = RFStation #: | *Import actual time step RFStation* self.tstep = RFStation.counter #: | *Import Beam* self.beam = Beam #: | *Plotting frequency in units of time steps* self.dt_plot = dt_plot self.dt_bckp = dt_bckp #: | *Plot limit (where applicable) minimum on x-axis [xunit]* self.xmin = xmin #: | *Plot limit (where applicable) maximum on x-axis [xunit]* self.xmax = xmax #: | *Choice of x-axis unit (where applicable) 's' or 'rad'* self.xunit = xunit #: | *Plot limit (where applicable) minimum on y-axis [eV]* self.ymin = ymin #: | *Plot limit (where applicable) maximum on y-axis [eV]* self.ymax = ymax #: | *Sampling of large arrays (where applicable)* self.sampling = sampling #: | *Separatrix in phase space plot 'True' or 'False'* self.separatix = separatrix_plot #: | *Histogram in phase space plot 'True' or 'False'* self.histogram = histograms_plot #: | *Optional import of Profile* self.profile = Profile #: | *Optional import of Monitor file* self.h5file = h5file #: | *Optional sampling of monitored quantities* self.dt_mon = output_frequency #: | *Optional import of PhaseLoop* self.PL = PhaseLoop #: | *Optional import of LHCNoiseFB* self.noiseFB = LHCNoiseFB # Set plotting format self.set_format(format_options) # Track at initialisation self.track() def set_format(self, format_options): ''' Initialize plot folder and custom plot formatting. For more options, see http://matplotlib.org/1.3.1/users/customizing.html ''' if format_options == None: format_options = {'dummy': 0} if 'dirname' not in format_options: self.dirname = 'fig' else: self.dirname = format_options['dirname'] if 'linewidth' not in format_options: self.lwidth = 2 else: self.lwidth = format_options['linewidth'] if 'linestyle' not in format_options: self.lstyle = '-' else: self.lstyle = format_options['linestyle'] if 'markersize' not in format_options: self.msize = 6 else: self.msize = format_options['markersize'] if 'alpha' not in format_options: self.alpha = 0.05 else: self.alpha = format_options['alpha'] if 'labelsize' not in format_options: self.lsize = 18 else: self.lsize = format_options['labelsize'] if 'fontfamily' not in format_options: self.ffamily = 'sans-serif' else: self.ffamily = format_options['fontfamily'] if 'fontweight' not in format_options: self.fweight = 'normal' else: self.fweight = format_options['fontweight'] if 'dpi' not in format_options: self.dpi = 100 else: self.dpi = format_options['dpi'] # Directory where longitudinal_plots will be stored fig_folder(self.dirname) # Ticksize self.tsize = self.lsize - 2 # Set size of x- and y-grid numbers plt.rc('xtick', labelsize=self.tsize) plt.rc('ytick', labelsize=self.tsize) # Set x- and y-grid labelsize and weight plt.rc('axes', labelsize=self.lsize) plt.rc('axes', labelweight=self.fweight) # Set linewidth for continuous, markersize for discrete plotting plt.rc('lines', linewidth=self.lwidth, markersize=self.msize) # Set figure resolution, font plt.rc('figure', dpi=self.dpi) plt.rc('savefig', dpi=self.dpi) plt.rc('font', family=self.ffamily) def track(self): ''' Plot in certain time steps and depending on imported objects ''' # Snapshot-type plots if (self.tstep[0] % self.dt_plot) == 0: plot_long_phase_space(self.general_params, self.rf_params, self.beam, self.xmin, self.xmax, self.ymin, self.ymax, self.xunit, sampling = self.sampling, separatrix_plot = self.separatix, histograms_plot = self.histogram, dirname = self.dirname, alpha = self.alpha) if self.profile: plot_beam_profile(self.profile, self.tstep[0], style = self.lstyle, dirname = self.dirname) self.profile.beam_spectrum_freq_generation(self.profile.n_slices) self.profile.beam_spectrum_generation(self.profile.n_slices) plot_beam_spectrum(self.profile, self.tstep[0], style = self.lstyle, dirname = self.dirname) # Plots as a function of time if (self.tstep[0] % self.dt_bckp) == 0 and self.h5file: h5data = hp.File(self.h5file + '.h5', 'r') plot_bunch_length_evol(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) if self.profile and self.profile.fit_option == 'gaussian': plot_bunch_length_evol_gaussian(self.rf_params, self.profile, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_position_evol(self.rf_params, h5data, output_freq = self.dt_mon, style = self.lstyle, dirname = self.dirname) plot_energy_evol(self.rf_params, h5data, output_freq = self.dt_mon, style = self.lstyle, dirname = self.dirname) plot_COM_motion(self.general_params, self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_transmitted_particles(self.rf_params, h5data, output_freq = self.dt_mon, style = self.lstyle, dirname = self.dirname) if self.PL: plot_PL_RF_freq(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_PL_RF_phase(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_PL_bunch_phase(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_PL_phase_corr(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_PL_freq_corr(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_RF_phase_error(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_RL_radial_error(self.rf_params, h5data, output_freq = self.dt_mon, dirname = self.dirname) if self.noiseFB: plot_LHCNoiseFB(self.rf_params, self.noiseFB, h5data, output_freq = self.dt_mon, dirname = self.dirname) plot_LHCNoiseFB_FWHM(self.rf_params, self.noiseFB, h5data, output_freq = self.dt_mon, dirname = self.dirname) if self.noiseFB.bl_meas_bbb != None: plot_LHCNoiseFB_FWHM_bbb(self.rf_params, self.noiseFB, h5data, output_freq = self.dt_mon, dirname = self.dirname) h5data.close() def reset_frame(self, xmin, xmax, ymin, ymax): self.xmin = xmin self.xmax = xmax self.ymin = ymin self.ymax = ymax
dquartul/BLonD
blond/plots/plot.py
Python
gpl-3.0
11,025
[ "Gaussian" ]
400fc717ac5d793d46be28d96ebb3d57b6618bce5d8b6a9a65d9ae6eca506d93
# Copyright (C) 2002, Thomas Hamelryck (thamelry@binf.ku.dk) # This code is part of the Biopython distribution and governed by its # license. Please see the LICENSE file that should have been included # as part of this package. """mmCIF parsers""" from __future__ import print_function from string import ascii_letters import numpy import warnings from Bio.File import as_handle from Bio._py3k import range from Bio.PDB.MMCIF2Dict import MMCIF2Dict from Bio.PDB.StructureBuilder import StructureBuilder from Bio.PDB.PDBExceptions import PDBConstructionException from Bio.PDB.PDBExceptions import PDBConstructionWarning class MMCIFParser(object): """Parse a mmCIF file and return a Structure object.""" def __init__(self, structure_builder=None, QUIET=False): """Create a PDBParser object. The mmCIF parser calls a number of standard methods in an aggregated StructureBuilder object. Normally this object is instanciated by the MMCIParser object itself, but if the user provides his/her own StructureBuilder object, the latter is used instead. Arguments: - structure_builder - an optional user implemented StructureBuilder class. - QUIET - Evaluated as a Boolean. If true, warnings issued in constructing the SMCRA data will be suppressed. If false (DEFAULT), they will be shown. These warnings might be indicative of problems in the mmCIF file! """ if structure_builder is not None: self._structure_builder = structure_builder else: self._structure_builder = StructureBuilder() # self.header = None # self.trailer = None self.line_counter = 0 self.build_structure = None self.QUIET = bool(QUIET) # Public methods def get_structure(self, structure_id, filename): """Return the structure. Arguments: - structure_id - string, the id that will be used for the structure - filename - name of the mmCIF file OR an open filehandle """ with warnings.catch_warnings(): if self.QUIET: warnings.filterwarnings("ignore", category=PDBConstructionWarning) self._mmcif_dict = MMCIF2Dict(filename) self._build_structure(structure_id) return self._structure_builder.get_structure() # Private methods def _build_structure(self, structure_id): mmcif_dict = self._mmcif_dict atom_id_list = mmcif_dict["_atom_site.label_atom_id"] residue_id_list = mmcif_dict["_atom_site.label_comp_id"] try: element_list = mmcif_dict["_atom_site.type_symbol"] except KeyError: element_list = None seq_id_list = mmcif_dict["_atom_site.label_seq_id"] chain_id_list = mmcif_dict["_atom_site.auth_asym_id"] x_list = [float(x) for x in mmcif_dict["_atom_site.Cartn_x"]] y_list = [float(x) for x in mmcif_dict["_atom_site.Cartn_y"]] z_list = [float(x) for x in mmcif_dict["_atom_site.Cartn_z"]] alt_list = mmcif_dict["_atom_site.label_alt_id"] icode_list = mmcif_dict["_atom_site.pdbx_PDB_ins_code"] b_factor_list = mmcif_dict["_atom_site.B_iso_or_equiv"] occupancy_list = mmcif_dict["_atom_site.occupancy"] fieldname_list = mmcif_dict["_atom_site.group_PDB"] try: serial_list = [int(n) for n in mmcif_dict["_atom_site.pdbx_PDB_model_num"]] except KeyError: # No model number column serial_list = None except ValueError: # Invalid model number (malformed file) raise PDBConstructionException("Invalid model number") try: aniso_u11 = mmcif_dict["_atom_site.aniso_U[1][1]"] aniso_u12 = mmcif_dict["_atom_site.aniso_U[1][2]"] aniso_u13 = mmcif_dict["_atom_site.aniso_U[1][3]"] aniso_u22 = mmcif_dict["_atom_site.aniso_U[2][2]"] aniso_u23 = mmcif_dict["_atom_site.aniso_U[2][3]"] aniso_u33 = mmcif_dict["_atom_site.aniso_U[3][3]"] aniso_flag = 1 except KeyError: # no anisotropic B factors aniso_flag = 0 # if auth_seq_id is present, we use this. # Otherwise label_seq_id is used. if "_atom_site.auth_seq_id" in mmcif_dict: seq_id_list = mmcif_dict["_atom_site.auth_seq_id"] else: seq_id_list = mmcif_dict["_atom_site.label_seq_id"] # Now loop over atoms and build the structure current_chain_id = None current_residue_id = None structure_builder = self._structure_builder structure_builder.init_structure(structure_id) structure_builder.init_seg(" ") # Historically, Biopython PDB parser uses model_id to mean array index # so serial_id means the Model ID specified in the file current_model_id = -1 current_serial_id = -1 for i in range(0, len(atom_id_list)): # set the line_counter for 'ATOM' lines only and not # as a global line counter found in the PDBParser() # this number should match the '_atom_site.id' index in the MMCIF structure_builder.set_line_counter(i) x = x_list[i] y = y_list[i] z = z_list[i] resname = residue_id_list[i] chainid = chain_id_list[i] altloc = alt_list[i] if altloc == ".": altloc = " " int_resseq = int(seq_id_list[i]) icode = icode_list[i] if icode == "?": icode = " " name = atom_id_list[i] # occupancy & B factor try: tempfactor = float(b_factor_list[i]) except ValueError: raise PDBConstructionException("Invalid or missing B factor") try: occupancy = float(occupancy_list[i]) except ValueError: raise PDBConstructionException("Invalid or missing occupancy") fieldname = fieldname_list[i] if fieldname == "HETATM": hetatm_flag = "H" else: hetatm_flag = " " resseq = (hetatm_flag, int_resseq, icode) if serial_list is not None: # model column exists; use it serial_id = serial_list[i] if current_serial_id != serial_id: # if serial changes, update it and start new model current_serial_id = serial_id current_model_id += 1 structure_builder.init_model(current_model_id, current_serial_id) current_chain_id = None current_residue_id = None else: # no explicit model column; initialize single model structure_builder.init_model(current_model_id) if current_chain_id != chainid: current_chain_id = chainid structure_builder.init_chain(current_chain_id) current_residue_id = None if current_residue_id != resseq: current_residue_id = resseq structure_builder.init_residue(resname, hetatm_flag, int_resseq, icode) coord = numpy.array((x, y, z), 'f') element = element_list[i] if element_list else None structure_builder.init_atom(name, coord, tempfactor, occupancy, altloc, name, element=element) if aniso_flag == 1: u = (aniso_u11[i], aniso_u12[i], aniso_u13[i], aniso_u22[i], aniso_u23[i], aniso_u33[i]) mapped_anisou = [float(x) for x in u] anisou_array = numpy.array(mapped_anisou, 'f') structure_builder.set_anisou(anisou_array) # Now try to set the cell try: a = float(mmcif_dict["_cell.length_a"]) b = float(mmcif_dict["_cell.length_b"]) c = float(mmcif_dict["_cell.length_c"]) alpha = float(mmcif_dict["_cell.angle_alpha"]) beta = float(mmcif_dict["_cell.angle_beta"]) gamma = float(mmcif_dict["_cell.angle_gamma"]) cell = numpy.array((a, b, c, alpha, beta, gamma), 'f') spacegroup = mmcif_dict["_symmetry.space_group_name_H-M"] spacegroup = spacegroup[1:-1] # get rid of quotes!! if spacegroup is None: raise Exception structure_builder.set_symmetry(spacegroup, cell) except Exception: pass # no cell found, so just ignore class FastMMCIFParser(object): """Parse an MMCIF file and return a Structure object.""" def __init__(self, structure_builder=None, QUIET=False): """Create a FastMMCIFParser object. The mmCIF parser calls a number of standard methods in an aggregated StructureBuilder object. Normally this object is instanciated by the parser object itself, but if the user provides his/her own StructureBuilder object, the latter is used instead. The main difference between this class and the regular MMCIFParser is that only 'ATOM' and 'HETATM' lines are parsed here. Use if you are interested only in coordinate information. Arguments: - structure_builder - an optional user implemented StructureBuilder class. - QUIET - Evaluated as a Boolean. If true, warnings issued in constructing the SMCRA data will be suppressed. If false (DEFAULT), they will be shown. These warnings might be indicative of problems in the mmCIF file! """ if structure_builder is not None: self._structure_builder = structure_builder else: self._structure_builder = StructureBuilder() self.line_counter = 0 self.build_structure = None self.QUIET = bool(QUIET) # Public methods def get_structure(self, structure_id, filename): """Return the structure. Arguments: - structure_id - string, the id that will be used for the structure - filename - name of the mmCIF file OR an open filehandle """ with warnings.catch_warnings(): if self.QUIET: warnings.filterwarnings("ignore", category=PDBConstructionWarning) with as_handle(filename) as handle: self._build_structure(structure_id, handle) return self._structure_builder.get_structure() # Private methods def _build_structure(self, structure_id, filehandle): # Read only _atom_site. and atom_site_anisotrop entries read_atom, read_aniso = False, False _fields, _records = [], [] _anisof, _anisors = [], [] for line in filehandle: if line.startswith('_atom_site.'): read_atom = True _fields.append(line.strip()) elif line.startswith('_atom_site_anisotrop.'): read_aniso = True _anisof.append(line.strip()) elif read_atom and line.startswith('#'): read_atom = False elif read_aniso and line.startswith('#'): read_aniso = False elif read_atom: _records.append(line.strip()) elif read_aniso: _anisors.append(line.strip()) # Dumping the shlex module here since this particular # category should be rather straightforward. # Quite a performance boost.. _record_tbl = zip(*map(str.split, _records)) _anisob_tbl = zip(*map(str.split, _anisors)) mmcif_dict = dict(zip(_fields, _record_tbl)) mmcif_dict.update(dict(zip(_anisof, _anisob_tbl))) # Build structure object atom_id_list = mmcif_dict["_atom_site.label_atom_id"] residue_id_list = mmcif_dict["_atom_site.label_comp_id"] try: element_list = mmcif_dict["_atom_site.type_symbol"] except KeyError: element_list = None seq_id_list = mmcif_dict["_atom_site.label_seq_id"] chain_id_list = mmcif_dict["_atom_site.auth_asym_id"] x_list = [float(x) for x in mmcif_dict["_atom_site.Cartn_x"]] y_list = [float(x) for x in mmcif_dict["_atom_site.Cartn_y"]] z_list = [float(x) for x in mmcif_dict["_atom_site.Cartn_z"]] alt_list = mmcif_dict["_atom_site.label_alt_id"] icode_list = mmcif_dict["_atom_site.pdbx_PDB_ins_code"] b_factor_list = mmcif_dict["_atom_site.B_iso_or_equiv"] occupancy_list = mmcif_dict["_atom_site.occupancy"] fieldname_list = mmcif_dict["_atom_site.group_PDB"] try: serial_list = [int(n) for n in mmcif_dict["_atom_site.pdbx_PDB_model_num"]] except KeyError: # No model number column serial_list = None except ValueError: # Invalid model number (malformed file) raise PDBConstructionException("Invalid model number") try: aniso_u11 = mmcif_dict["_atom_site.aniso_U[1][1]"] aniso_u12 = mmcif_dict["_atom_site.aniso_U[1][2]"] aniso_u13 = mmcif_dict["_atom_site.aniso_U[1][3]"] aniso_u22 = mmcif_dict["_atom_site.aniso_U[2][2]"] aniso_u23 = mmcif_dict["_atom_site.aniso_U[2][3]"] aniso_u33 = mmcif_dict["_atom_site.aniso_U[3][3]"] aniso_flag = 1 except KeyError: # no anisotropic B factors aniso_flag = 0 # if auth_seq_id is present, we use this. # Otherwise label_seq_id is used. if "_atom_site.auth_seq_id" in mmcif_dict: seq_id_list = mmcif_dict["_atom_site.auth_seq_id"] else: seq_id_list = mmcif_dict["_atom_site.label_seq_id"] # Now loop over atoms and build the structure current_chain_id = None current_residue_id = None structure_builder = self._structure_builder structure_builder.init_structure(structure_id) structure_builder.init_seg(" ") # Historically, Biopython PDB parser uses model_id to mean array index # so serial_id means the Model ID specified in the file current_model_id = -1 current_serial_id = -1 for i in range(0, len(atom_id_list)): # set the line_counter for 'ATOM' lines only and not # as a global line counter found in the PDBParser() # this number should match the '_atom_site.id' index in the MMCIF structure_builder.set_line_counter(i) x = x_list[i] y = y_list[i] z = z_list[i] resname = residue_id_list[i] chainid = chain_id_list[i] altloc = alt_list[i] if altloc == ".": altloc = " " int_resseq = int(seq_id_list[i]) icode = icode_list[i] if icode == "?": icode = " " name = atom_id_list[i].strip('"') # Remove occasional " from quoted atom names (e.g. xNA) # occupancy & B factor try: tempfactor = float(b_factor_list[i]) except ValueError: raise PDBConstructionException("Invalid or missing B factor") try: occupancy = float(occupancy_list[i]) except ValueError: raise PDBConstructionException("Invalid or missing occupancy") fieldname = fieldname_list[i] if fieldname == "HETATM": hetatm_flag = "H" else: hetatm_flag = " " resseq = (hetatm_flag, int_resseq, icode) if serial_list is not None: # model column exists; use it serial_id = serial_list[i] if current_serial_id != serial_id: # if serial changes, update it and start new model current_serial_id = serial_id current_model_id += 1 structure_builder.init_model(current_model_id, current_serial_id) current_chain_id = None current_residue_id = None else: # no explicit model column; initialize single model structure_builder.init_model(current_model_id) if current_chain_id != chainid: current_chain_id = chainid structure_builder.init_chain(current_chain_id) current_residue_id = None if current_residue_id != resseq: current_residue_id = resseq structure_builder.init_residue(resname, hetatm_flag, int_resseq, icode) coord = numpy.array((x, y, z), 'f') element = element_list[i] if element_list else None structure_builder.init_atom(name, coord, tempfactor, occupancy, altloc, name, element=element) if aniso_flag == 1: u = (aniso_u11[i], aniso_u12[i], aniso_u13[i], aniso_u22[i], aniso_u23[i], aniso_u33[i]) mapped_anisou = [float(x) for x in u] anisou_array = numpy.array(mapped_anisou, 'f') structure_builder.set_anisou(anisou_array) if __name__ == "__main__": import sys if len(sys.argv) != 2: print("Usage: python MMCIFparser.py filename") raise SystemExit filename = sys.argv[1] p = MMCIFParser() structure = p.get_structure("test", filename) for model in structure.get_list(): print(model) for chain in model.get_list(): print(chain) print("Found %d residues." % len(chain.get_list()))
zjuchenyuan/BioWeb
Lib/Bio/PDB/MMCIFParser.py
Python
mit
17,902
[ "Biopython" ]
a76b937f6c862ce1456ba1eeca1b358ce983829b85b3c711c5036291385e6ea1
""" API operations on annotations. """ import logging from galaxy import web from galaxy.web.base.controller import BaseAPIController, UsesHistoryMixin, UsesLibraryMixinItems, UsesHistoryDatasetAssociationMixin, UsesStoredWorkflowMixin, UsesExtendedMetadataMixin, HTTPNotImplemented log = logging.getLogger( __name__ ) class BaseExtendedMetadataController( BaseAPIController, UsesExtendedMetadataMixin, UsesHistoryMixin, UsesLibraryMixinItems, UsesHistoryDatasetAssociationMixin, UsesStoredWorkflowMixin ): @web.expose_api def index( self, trans, **kwd ): idnum = kwd[self.exmeta_item_id] item = self._get_item_from_id(trans, idnum, check_writable=False) if item is not None: ex_meta = self.get_item_extended_metadata_obj( trans, item ) if ex_meta is not None: return ex_meta.data @web.expose_api def create( self, trans, payload, **kwd ): idnum = kwd[self.exmeta_item_id] item = self._get_item_from_id(trans, idnum, check_writable=True) if item is not None: ex_obj = self.get_item_extended_metadata_obj(trans, item) if ex_obj is not None: self.unset_item_extended_metadata_obj(trans, item) self.delete_extended_metadata(trans, ex_obj) ex_obj = self.create_extended_metadata(trans, payload) self.set_item_extended_metadata_obj(trans, item, ex_obj) @web.expose_api def delete( self, trans, **kwd ): idnum = kwd[self.tagged_item_id] item = self._get_item_from_id(trans, idnum, check_writable=True) if item is not None: ex_obj = self.get_item_extended_metadata_obj(trans, item) if ex_obj is not None: self.unset_item_extended_metadata_obj(trans, item) self.delete_extended_metadata(trans, ex_obj) @web.expose_api def undelete( self, trans, **kwd ): raise HTTPNotImplemented() class LibraryDatasetExtendMetadataController(BaseExtendedMetadataController): controller_name = "library_dataset_extended_metadata" exmeta_item_id = "library_content_id" def _get_item_from_id(self, trans, idstr, check_writable=True): if check_writable: item = self.get_library_dataset_dataset_association( trans, idstr) if trans.app.security_agent.can_modify_library_item( trans.get_current_user_roles(), item ): return item else: item = self.get_library_dataset_dataset_association( trans, idstr) if trans.app.security_agent.can_access_library_item( trans.get_current_user_roles(), item, trans.user ): return item return None class HistoryDatasetExtendMetadataController(BaseExtendedMetadataController): controller_name = "history_dataset_extended_metadata" exmeta_item_id = "history_content_id" def _get_item_from_id(self, trans, idstr, check_writable=True): if check_writable: return self.get_dataset( trans, idstr, check_ownership=True, check_accessible=True, check_state=True ) else: return self.get_dataset( trans, idstr, check_ownership=False, check_accessible=True, check_state=True )
mikel-egana-aranguren/SADI-Galaxy-Docker
galaxy-dist/lib/galaxy/webapps/galaxy/api/extended_metadata.py
Python
gpl-3.0
3,233
[ "Galaxy" ]
c373dd034fe55b9b79c0e36a80133279cb02e4283d3c3dcdd34b49562a7bc3bf
""" Created on Mon Dec 02 2019 @author: Pedram Tavadze """ #import pychemia import xml.etree.ElementTree as ET from numpy import array def text_to_bool(text): """boolians in vaspxml are stores as T or F in str format, this function coverts them to python boolians """ text = text.strip(' ') if text == 'T' or text == '.True.' or text == '.TRUE.': return True else: return False def conv(ele, _type): """This function converts the xml text to the type specified in the attrib of xml tree """ if _type == 'string': return ele.strip() elif _type == 'int': return int(ele) elif _type == 'logical': return text_to_bool(ele) elif _type == 'float': if "*" in ele: return None return float(ele) def get_varray(xml_tree): """Returns an array for each varray tag in vaspxml """ ret = [] for ielement in xml_tree: ret.append([conv(x, 'float') for x in ielement.text.split()]) return ret def get_params(xml_tree, dest): """dest should be a dictionary This function is recurcive #check spelling""" for ielement in xml_tree: if ielement.tag == 'separator': dest[ielement.attrib['name'].strip()] = {} dest[ielement.attrib['name'].strip()] = get_params(ielement, dest[ielement.attrib['name']]) else : if 'type' in ielement.attrib: _type = ielement.attrib['type'] else : _type = 'float' if ielement.text is None: dest[ielement.attrib['name'].strip()] = None elif len(ielement.text.split()) > 1: dest[ielement.attrib['name'].strip()] = [conv(x, _type) for x in ielement.text.split()] else : dest[ielement.attrib['name'].strip()] = conv(ielement.text, _type) return dest def get_structure(xml_tree): """Returns a dictionary of the structure """ ret = {} for ielement in xml_tree: if ielement.tag == 'crystal': for isub in ielement: if isub.attrib['name'] == 'basis': ret['cell'] = get_varray(isub) elif isub.attrib['name'] == 'volume': ret['volume'] = float(isub.text) elif isub.attrib['name'] == 'rec_basis': ret['rec_cell'] = get_varray(isub) elif ielement.tag == 'varray': if ielement.attrib['name'] == 'positions': ret['reduced'] = get_varray(ielement) return ret def get_scstep(xml_tree): """This function extracts the self-consistent step information """ scstep = {'time': {}, 'energy': {}} for isub in xml_tree: if isub.tag=='time': scstep['time'][isub.attrib['name']] = [conv(x, 'float') for x in isub.text.split()] elif isub.tag == 'energy': for ienergy in isub: scstep['energy'][ienergy.attrib['name']] = conv(ienergy.text, 'float') return scstep def get_set(xml_tree, ret): """ This function will extract any element taged set recurcively""" if xml_tree[0].tag == 'r': ret[xml_tree.attrib['comment']] = get_varray(xml_tree) return ret else: ret[xml_tree.attrib['comment']] = {} for ielement in xml_tree: if ielement.tag == 'set' : ret[xml_tree.attrib['comment']][ielement.attrib['comment']] = {} ret[xml_tree.attrib['comment']][ielement.attrib['comment']] = get_set(ielement, ret[xml_tree.attrib['comment']][ielement.attrib['comment']]) return ret def get_general(xml_tree, ret): """ This function will parse any element in calculatio other than the structures, scsteps""" if 'dimension' in [x.tag for x in xml_tree]: ret['info'] = [] ret['data'] = {} for ielement in xml_tree: if ielement.tag == 'field': ret['info'].append(ielement.text.strip(' ')) elif ielement.tag == 'set': for iset in ielement: ret['data'] = get_set(iset, ret['data']) return ret else : for ielement in xml_tree: if ielement.tag == 'i': if 'name' in ielement.attrib: if ielement.attrib['name'] == 'efermi': ret['efermi'] = float(ielement.text) continue ret[ielement.tag] = {} ret[ielement.tag] = get_general(ielement, ret[ielement.tag]) return ret def parse_vasprun(vasprun): tree = ET.parse(vasprun) root = tree.getroot() calculation = [] structures = [] forces = [] stresses = [] orbital_magnetization = {} run_info = {} incar = {} general = {} kpoints_info = {} vasp_params = {} kpoints_list = [] k_weights = [] atom_info = {} for ichild in root: if ichild.tag == 'generator': for ielement in ichild: run_info[ielement.attrib['name']] = ielement.text elif ichild.tag == 'incar': incar = get_params(ichild, incar) ## Skipping 1st structure which is primitive cell elif ichild.tag == 'kpoints': for ielement in ichild: if ielement.items()[0][0] == 'param': kpoints_info['mode'] = ielement.items()[0][1] if kpoints_info['mode'] == 'listgenerated': kpoints_info['kpoint_vertices'] = [] for isub in ielement: if isub.attrib == 'divisions': kpoints_info['ndivision'] = int(isub.text) else: if len(isub.text.split()) !=3: continue kpoints_info['kpoint_vertices'].append([float(x) for x in isub.text.split()]) else : for isub in ielement: if isub.attrib['name'] == 'divisions': kpoints_info['kgrid'] = [int(x) for x in isub.text.split()] elif isub.attrib['name'] == 'usershift': kpoints_info['user_shift'] = [float(x) for x in isub.text.split()] elif isub.attrib['name'] == 'genvec1': kpoints_info['genvec1'] = [float(x) for x in isub.text.split()] elif isub.attrib['name'] == 'genvec2': kpoints_info['genvec2'] = [float(x) for x in isub.text.split()] elif isub.attrib['name'] == 'genvec3': kpoints_info['genvec3'] = [float(x) for x in isub.text.split()] elif isub.attrib['name'] == 'shift': kpoints_info['shift'] = [float(x) for x in isub.text.split()] elif ielement.items()[0][1] == 'kpointlist': for ik in ielement: kpoints_list.append([float(x) for x in ik.text.split()]) kpoints_list = array(kpoints_list) elif ielement.items()[0][1] == 'weights': for ik in ielement: k_weights.append(float(ik.text)) k_weights = array(k_weights) ## Vasp Parameters elif ichild.tag == 'parameters': vasp_params = get_params(ichild,vasp_params) ## Atom info elif ichild.tag == 'atominfo': for ielement in ichild: if ielement.tag == 'atoms': atom_info['natom'] = int(ielement.text) elif ielement.tag == 'types': atom_info['nspecies'] = int(ielement.text) elif ielement.tag == 'array': if ielement.attrib['name'] == 'atoms': for isub in ielement: if isub.tag == 'set': atom_info['symbols'] = [] for isym in isub : atom_info['symbols'].append(isym[0].text) elif ielement.attrib['name'] == 'atomtypes': atom_info['atom_types'] = {} for isub in ielement: if isub.tag == 'set': for iatom in isub: atom_info['atom_types'][iatom[1].text] = {} atom_info['atom_types'][iatom[1].text]['natom_per_specie'] = int(iatom[0].text) atom_info['atom_types'][iatom[1].text]['mass'] = float(iatom[2].text) atom_info['atom_types'][iatom[1].text]['valance'] = float(iatom[3].text) atom_info['atom_types'][iatom[1].text]['pseudopotential'] = iatom[4].text.strip() elif ichild.tag == 'structure': if ichild.attrib['name'] == 'initialpos': initial_pos = get_structure(ichild) elif ichild.attrib['name'] == 'finalpos': final_pos = get_structure(ichild) elif ichild.tag == 'calculation': for ielement in ichild: if ielement.tag == 'scstep': calculation.append(get_scstep(ielement)) elif ielement.tag == 'structure': structures.append(get_structure(ielement)) elif ielement.tag == 'varray': if ielement.attrib['name'] == 'forces': forces.append(get_varray(ielement)) elif ielement.attrib['name'] == 'stress': stresses.append(get_varray(ielement)) # elif ielement.tag == 'eigenvalues': # for isub in ielement[0] : # if isub.tag == 'set': # for iset in isub : # eigen_values[iset.attrib['comment']] = {} # for ikpt in iset : # eigen_values[iset.attrib['comment']][ikpt.attrib['comment']] = get_varray(ikpt) elif ielement.tag == 'separator': if ielement.attrib['name'] == "orbital magnetization": for isub in ielement: orbital_magnetization[isub.attrib['name']] = [float(x) for x in isub.text.split()] # elif ielement.tag == 'dos': # for isub in ielement : # if 'name' in isub.attrib: # if isub.attrib['name'] == 'efermi' : # dos['efermi'] = float(isub.text) # else : # dos[isub.tag] = {} # dos[isub.tag]['info'] = [] # for iset in isub[0] : # if iset.tag == 'set' : # for isub_set in iset: # dos[isub.tag] = get_set(isub_set,dos[isub.tag]) # elif iset.tag == 'field' : # dos[isub.tag]['info'].append(iset.text.strip(' ')) else: general[ielement.tag] = {} general[ielement.tag] = get_general(ielement, general[ielement.tag]) # NEED TO ADD ORBITAL MAGNETIZATION return {'calculation': calculation, 'structures': structures, 'forces': forces, 'run_info': run_info, 'incar': incar, 'general': general, 'kpoints_info': kpoints_info, 'vasp_params': vasp_params, 'kpoints': {'kpoints_list': kpoints_list, 'k_weights': k_weights}, 'atom_info': atom_info}
MaterialsDiscovery/PyChemia
pychemia/code/vasp/xml_output.py
Python
mit
12,302
[ "CRYSTAL", "VASP" ]
32bd72a3063cafe51d1fb40c1b6fbf453ae88d6a9aec434a566b7f88afaf5949
# -*- coding: utf-8 -*- # vim: autoindent shiftwidth=4 expandtab textwidth=120 tabstop=4 softtabstop=4 ############################################################################### # OpenLP - Open Source Lyrics Projection # # --------------------------------------------------------------------------- # # Copyright (c) 2008-2013 Raoul Snyman # # Portions copyright (c) 2008-2013 Tim Bentley, Gerald Britton, Jonathan # # Corwin, Samuel Findlay, Michael Gorven, Scott Guerrieri, Matthias Hub, # # Meinert Jordan, Armin Köhler, Erik Lundin, Edwin Lunando, Brian T. Meyer. # # Joshua Miller, Stevan Pettit, Andreas Preikschat, Mattias Põldaru, # # Christian Richter, Philip Ridout, Simon Scudder, Jeffrey Smith, # # Maikel Stuivenberg, Martin Thompson, Jon Tibble, Dave Warnock, # # Frode Woldsund, Martin Zibricky, Patrick Zimmermann # # --------------------------------------------------------------------------- # # This program is free software; you can redistribute it and/or modify it # # under the terms of the GNU General Public License as published by the Free # # Software Foundation; version 2 of the License. # # # # This program is distributed in the hope that it will be useful, but WITHOUT # # ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or # # FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for # # more details. # # # # You should have received a copy of the GNU General Public License along # # with this program; if not, write to the Free Software Foundation, Inc., 59 # # Temple Place, Suite 330, Boston, MA 02111-1307 USA # ############################################################################### hiddenimports = ['openlp.plugins.presentations.lib.impresscontroller', 'openlp.plugins.presentations.lib.powerpointcontroller', 'openlp.plugins.presentations.lib.pptviewcontroller']
marmyshev/item_title
resources/pyinstaller/hook-openlp.plugins.presentations.presentationplugin.py
Python
gpl-2.0
2,323
[ "Brian" ]
b59c3b7b9e19365caa2e6d4c4329a526f86ab6b6a42e993095acf61fedb5a43e
# class generated by DeVIDE::createDeVIDEModuleFromVTKObject from module_kits.vtk_kit.mixins import SimpleVTKClassModuleBase import vtk class vtkExtractSelectedLocations(SimpleVTKClassModuleBase): def __init__(self, module_manager): SimpleVTKClassModuleBase.__init__( self, module_manager, vtk.vtkExtractSelectedLocations(), 'Processing.', ('vtkDataSet', 'vtkSelection'), ('vtkDataSet',), replaceDoc=True, inputFunctions=None, outputFunctions=None)
nagyistoce/devide
modules/vtk_basic/vtkExtractSelectedLocations.py
Python
bsd-3-clause
522
[ "VTK" ]
54f0acfe8f227c79306ef5270c6b40ddc205f0b86110a4e53b92641aa128edc8
r""" The transient advection-diffusion equation with a given divergence-free advection velocity. Find :math:`u` such that: .. math:: \int_{\Omega} s \pdiff{u}{t} + \int_{\Omega} s \nabla \cdot \left(\ul{v} u \right) + \int_{\Omega} D \nabla s \cdot \nabla u = 0 \;, \quad \forall s \;. View the results using:: python postproc.py square_tri2.*.vtk -b --wireframe """ from __future__ import absolute_import from sfepy import data_dir filename_mesh = data_dir + '/meshes/2d/square_tri2.mesh' regions = { 'Omega' : 'all', # or 'cells of group 6' 'Gamma_Left' : ('vertices in (x < -0.99999)', 'facet'), 'Gamma_Right' : ('vertices in (x > 0.99999)', 'facet'), } fields = { 'concentration' : ('real', 1, 'Omega', 1), } variables = { 'u' : ('unknown field', 'concentration', 0, 1), 's' : ('test field', 'concentration', 'u'), } ebcs = { 'u1' : ('Gamma_Left', {'u.0' : 2.0}), 'u2' : ('Gamma_Right', {'u.0' : 0.0}), } # Units: D: 0.0001 m^2 / day, v: [0.1, 0] m / day -> time in days. materials = { 'm' : ({'D' : 0.0001, 'v' : [[0.1], [0.0]]},), } integrals = { 'i' : 2, } equations = { 'advection-diffusion' : """ dw_dot.i.Omega(s, du/dt) + dw_advect_div_free.i.Omega(m.v, s, u) + dw_laplace.i.Omega(m.D, s, u) = 0 """ } solvers = { 'ts' : ('ts.simple', { 't0' : 0.0, 't1' : 10.0, 'dt' : None, 'n_step' : 11, # Has precedence over dt. 'verbose' : 1, }), 'newton' : ('nls.newton', { 'i_max' : 1, 'eps_a' : 1e-10, }), 'ls' : ('ls.scipy_direct', {}), } options = { 'ts' : 'ts', 'nls' : 'newton', 'ls' : 'ls', 'save_times' : 'all', }
vlukes/sfepy
examples/diffusion/time_advection_diffusion.py
Python
bsd-3-clause
1,739
[ "VTK" ]
a8d82a42cf1404fe43963ab216337898f3784d9445ef3e2973eb58672dc0a722
# Copyright 2012-2014 Brian May # # This file is part of python-tldap. # # python-tldap is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 3 of the License, or # (at your option) any later version. # # python-tldap is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with python-tldap If not, see <http://www.gnu.org/licenses/>. from __future__ import absolute_import import django.conf from tldap import setup from tldap.utils import DEFAULT_LDAP_ALIAS # For backwards compatibility - Port any old database settings over to # the new values. if not hasattr(django.conf.settings, 'LDAP'): django.conf.settings.LDAP = {} # ok to use django settings if not django.conf.settings.LDAP and hasattr(django.conf.settings, 'LDAP_URL'): django.conf.settings.LDAP[DEFAULT_LDAP_ALIAS] = { 'ENGINE': 'tldap.backend.fake_transactions', 'URI': django.conf.settings.LDAP_URL, 'USER': django.conf.settings.LDAP_ADMIN_USER, 'PASSWORD': django.conf.settings.LDAP_ADMIN_PASSWORD, 'START_TLS': False, 'TLS_CA': None, 'LDAP_ACCOUNT_BASE': django.conf.settings.LDAP_USER_BASE, 'LDAP_GROUP_BASE': django.conf.settings.LDAP_GROUP_BASE, } if hasattr(django.conf.settings, 'LDAP_USE_TLS'): django.conf.settings.LDAP[DEFAULT_LDAP_ALIAS]["START_TLS"] = ( django.conf.settings.LDAP_USE_TLS) django.conf.settings.LDAP[DEFAULT_LDAP_ALIAS]["TLS_CA"] = ( django.conf.settings.LDAP_TLS_CA) setup(django.conf.settings.LDAP)
brianmay/python-tldap-debian
tldap/django.py
Python
gpl-3.0
1,882
[ "Brian" ]
40513e6f35b75487d223367a4d70cd78c86c83f32995375ad9abdfc5056d4ebe
# coding=utf-8 # Copyright 2022 The Google Research Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # Lint as: python2, python3 """Tests for research.biology.chemgraph.py.molecules.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function from absl.testing import parameterized from rdkit import Chem import tensorflow.compat.v1 as tf from mol_dqn.chemgraph.dqn.py import molecules class MoleculesTest(parameterized.TestCase, tf.test.TestCase): def setUp(self): super(MoleculesTest, self).setUp() self.atom_types = ['H', 'C', 'N', 'O', 'F'] def test_atom_valences(self): self.assertEqual([1, 4, 3, 2, 1], molecules.atom_valences(self.atom_types)) def test_get_scaffold(self): self.assertEqual('', molecules.get_scaffold(Chem.MolFromSmiles('CCO'))) self.assertEqual('c1ccccc1', molecules.get_scaffold(Chem.MolFromSmiles('CC1=CC=CC=C1'))) # Note that the carbonyl is included in the scaffold... self.assertEqual( 'O=C(c1ccccc1)c1ccccc1', molecules.get_scaffold( Chem.MolFromSmiles('C1=CC=C(C=C1C(C2=CC(=CC=C2)C(C)C)=O)C(C)C'))) # ...but the hydroxyl is not. self.assertEqual( 'c1ccc(Cc2ccccc2)cc1', molecules.get_scaffold( Chem.MolFromSmiles('C1=CC=C(C=C1C(C2=CC(=CC=C2)C(C)C)O[H])C(C)C'))) @parameterized.parameters( ('c1ccccc1', 'c1ccccc1', True), ('c1ccccc1CC', 'c1ccccc1', True), ('C1=CC=C2C=CC=CC2=C1', 'c1ccccc1', True), ('C1=CC=CC=C1CCC2=CC=CC=C2', 'c1ccccc1', True), ('C1CCCCC1', 'c1ccccc1', False), ('C1CCCC1', 'c1ccccc1', False), ) def test_contains_scaffold(self, smiles, scaffold, expected): self.assertEqual( expected, molecules.contains_scaffold(Chem.MolFromSmiles(smiles), scaffold)) @parameterized.parameters(('C1CCC1', 4), ('C1CCCCC1', 6), ('C1CCCCCC1', 7), ('c2ccc1ccccc1c2', 6), ('C2CCC1CCCC1CC2', 7), ('CC1CC2CCCCCC3CC(C1)C23', 8)) def test_get_ring_size(self, mol, size): mol = Chem.MolFromSmiles(mol) self.assertEqual(molecules.get_largest_ring_size(mol), size) @parameterized.parameters( ('C1CCC1', 0.5604), ('C1CCCCC1', 1.3406), ('C1CCCCCC1', 0.7307), # Make sure they are consistent with reported values. # https://github.com/wengong-jin/icml18-jtnn/blob/master/data/opt.test.logP-SA ('COc1cc2c(cc1OC)CC([NH3+])C2', -2.50504567445), ('OC[C@@H](Br)C(F)(F)Br', -2.45357941743), ('NC(=O)C1(N2CCCC2)CC[NH2+]CC1', -5.375513278)) def test_penalized_logp(self, mol, score): mol = Chem.MolFromSmiles(mol) self.assertAlmostEqual(molecules.penalized_logp(mol), score) if __name__ == '__main__': tf.test.main()
google-research/google-research
mol_dqn/chemgraph/dqn/py/molecules_test.py
Python
apache-2.0
3,310
[ "RDKit" ]
21ad5963c7cebee1abd41a02fbd965051d797e0a2326c9622fdee61a9a935fdf
#!/usr/bin/env python __author__ = 'Danelle Cline' __copyright__ = '2016' __license__ = 'GPL v3' __contact__ = 'dcline at mbari.org' __doc__ = ''' Utility class to convert netCDF4 to netCDFs in a format compatible with STOQs loading. This basically captures the independently sampled variables captured in the LRAUV and (that have their own time base) and interpolates them onto a common lat/lon/depth/time trajectory. @var __date__: Date of last svn commit @undocumented: __doc__ parser @status: production @license: GPL ''' import matplotlib as mpl mpl.use('Agg') # Force matplotlib to not use any Xwindows backend import matplotlib.pyplot as plt import sys import os import errno # Add grandparent dir to pythonpath so that we can see the CANON and toNetCDF modules sys.path.insert(0, os.path.join(os.path.dirname(__file__), "../../") ) import pdb import netCDF4 import numpy as np import pandas as pd import time import datetime as dt from time import mktime from CANON.toNetCDF import BaseWriter from netCDF4 import Dataset import pydap.client import numpy import DAPloaders import logging import socket import json # Map common LRAUV variable names to CF standard names: http://cfconventions.org/standard-names.html sn_lookup = { 'bin_mean_temperature': 'sea_water_temperature', 'bin_mean_salinity': 'sea_water_salinity', 'bin_mean_chlorophyll': 'mass_concentration_of_chlorophyll_in_sea_water', } class InterpolatorWriter(BaseWriter): logger = logging.getLogger('lrauvNc4ToNetcdf') fh = logging.StreamHandler() f = logging.Formatter("%(levelname)s %(asctime)sZ %(filename)s %(funcName)s():%(lineno)d %(message)s") fh.setFormatter(f) logger.addHandler(fh) logger.setLevel(logging.DEBUG) df = [] all_sub_ts = {} all_coord = {} all_attrib = {} def reset(self): self.df = [] self.all_sub_ts = {} self.all_coord = {} self.all_attrib = {} def write_netcdf(self, out_file, in_url): # Check parent directory and create if needed dirName = os.path.dirname(out_file) try: os.makedirs(dirName) except OSError as e: if e.errno != errno.EEXIST: raise # Create the NetCDF file self.logger.debug("Creating netCDF file %s", out_file) self.ncFile = Dataset(out_file, 'w') # If specified on command line override the default generic title with what is specified self.ncFile.title = 'LRAUV interpolated data' # Combine any summary text specified on command line with the generic summary stating the original source file self.ncFile.summary = 'Observational oceanographic data translated with modification from original data file %s' % in_url # add in time dimensions first ts_key = [] for key in list(self.all_sub_ts.keys()): if key.find('time') != -1: ts = self.all_sub_ts[key] if not ts.empty: self.logger.debug("Adding in record variable %s", key) v = self.initRecordVariable(key) v[:] = self.all_sub_ts[key].values else: ts_key.append(key) # add in other remaining time series for key in ts_key: ts = self.all_sub_ts[key] if not ts.empty: try: logging.debug("Adding in record variable %s", key) v = self.initRecordVariable(key) v[:] = self.all_sub_ts[key].values except Exception as e: self.logger.error(e) continue self.logger.debug("Adding in global metadata") self.add_global_metadata() self.ncFile.close() # End write_netcdf() def interpolate(self, data, times): x = np.asarray(times,dtype=np.float64) xp = np.asarray(data.index,dtype=np.float64) fp = np.asarray(data) ts = pd.Series(index=times) # interpolate to get data onto spacing of datetimes in times variable # this can be irregularly spaced ts[:] = np.interp(x,xp,fp) return ts # End interpolate def createSeriesPydap(self, name, tname): v = self.df[name] v_t = self.df[tname] data = np.asarray(v_t) data[data/1e10 < -1.] = 'NaN' data[data/1e10 > 1.] ='NaN' v_time_epoch = data v_time = pd.to_datetime(v_time_epoch[:],unit='s') v_time_series = pd.Series(v[:],index=v_time) return v_time_series # End createSeriesPydap def createSeries(self, subgroup, name, tname): v = subgroup[name] v_t = subgroup[tname] v_time_epoch = v_t v_time = pd.to_datetime(v_time_epoch[:],unit='s') v_time_series = pd.Series(v[:],index=v_time) return v_time_series # End createSeries def initRecordVariable(self, key, units=None): # Create record variable to store in nc file v = self.all_sub_ts[key] if key.find('time') != -1: # convert time to epoch seconds esec_list = v.index.values.astype(dt.datetime)/1E9 # trajectory dataset, time is the only netCDF dimension self.ncFile.createDimension(key, len(esec_list)) rc = self.ncFile.createVariable(key, 'float64', (key,), fill_value='NaN') rc.standard_name = 'time' rc.units = 'seconds since 1970-01-01 00:00:00' # Used in global metadata if key == 'time': self.time = rc return rc elif key.find('latitude') != -1: # Record Variables - coordinates for trajectory - save in the instance and use for metadata generation c = self.all_coord[key] rc = self.ncFile.createVariable(key, 'float64', (c['time'],), fill_value='NaN') rc.long_name = 'LATITUDE' rc.standard_name = 'latitude' rc.units = 'degree_north' rc[:] = self.all_sub_ts[key].values # Used in global metadata if key == 'latitude': self.latitude = rc return rc elif key.find('longitude') != -1: c = self.all_coord[key] rc = self.ncFile.createVariable(key, 'float64', (c['time'],), fill_value='NaN') rc.long_name = 'LONGITUDE' rc.standard_name = 'longitude' rc.units = 'degree_east' rc[:] = self.all_sub_ts[key].values # Used in global metadata if key == 'longitude': self.longitude = rc return rc elif key.find('depth') != -1: c = self.all_coord[key] rc = self.ncFile.createVariable(key, 'float64', (c['time'],), fill_value='NaN') rc.long_name = 'DEPTH' rc.standard_name = 'depth' rc.units = 'm' rc[:] = self.all_sub_ts[key].values # Used in global metadata if key == 'depth': self.depth = rc return rc else: a = self.all_attrib[key] c = self.all_coord[key] rc = self.ncFile.createVariable(key, 'float64', (c['time'],), fill_value='NaN') if 'long_name' in a: rc.long_name = a['long_name'] if 'standard_name' in a: rc.standard_name = a['standard_name'] elif key in sn_lookup.keys(): rc.standard_name = sn_lookup[key] rc.standard_name = key rc.coordinates = ' '.join(list(c.values())) if units is None: if 'units' in a: rc.units = a['units'] else: rc.units = '' else: rc.units = units if key.find('pitch') != -1 or key.find('roll') != -1 or key.find('yaw') != -1 or key.find('angle') != -1 or key.find('rate') != -1: if 'rad/s' in rc.units: rc.units = 'degree/s' else: rc.units = 'degree' return rc # End initRecordVariable def getValidTimeRange(self, ts): start = ts.index[0] end = ts.index[-1] if pd.isnull(start) or pd.isnull(end): self.logger.info('Invalid starting or ending time found. Searching for valid time range') selector = np.where(~pd.isnull(ts.index)) if len(selector) > 2: start = ts[selector[0]] end = ts[selector[-1]] # If still can't find a valid time, then raise exception here if pd.isnull(start) or pd.isnull(end): raise Exception('Cannot find a valid time range') return (start, end) return(start, end) # End getValidTimeRange def process(self, url, out_file, parm, interp_key): self.df = [] self.all_sub_ts = {} self.all_coord = {} self.all_attrib = {} coord = ['latitude','longitude','depth'] all_ts = {} parm_valid = [] try: self.df = pydap.client.open_url(url) except socket.error as e: self.logger.error('Failed in attempt to open_url(%s)', url) raise e # Create pandas time series for each parameter and store attributes for key in parm: try: ts = self.createSeriesPydap(key, key + '_time') if ts.size == 0: continue self.all_attrib[key] = self.df[key].attributes self.all_attrib[key + '_i'] = self.df[key].attributes self.all_coord[key] = {'time':'time','depth':'depth','latitude':'latitude','longitude':'longitude'} parm_valid.append(key) all_ts[key] = ts self.logger.info('Found parameter ' + key) except KeyError as e: self.logger.info('Key error on parameter ' + key) continue # Create another pandas time series for each coordinate for key in coord: try: ts = self.createSeriesPydap(key, key + '_time') all_ts[key] = ts except KeyError as e: self.logger.info('Key error on coordinate ' + key) raise e # create independent lat/lon/depth profiles for each parameter for key in parm_valid: # TODO: add try catch block on this # Get independent parameter to interpolate on t = pd.Series(index = all_ts[key].index) # Store the parameter as-is - this is the raw data self.all_sub_ts[key] = pd.Series(all_ts[key]) self.all_coord[key] = { 'time': key+'_time', 'depth': key+'_depth', 'latitude': key+'_latitude', 'longitude':key+'_longitude'} # interpolate each coordinate to the time of the parameter # key looks like sea_water_temperature_depth, sea_water_temperature_lat, sea_water_temperature_lon, etc. for c in coord: # get coordinate ts = all_ts[c] # and interpolate using parameter time if not ts.empty: i = self.interpolate(ts, t.index) self.all_sub_ts[key + '_' + c] = i self.all_coord[key + '_' + c] = { 'time': key+'_time', 'depth': key+' _depth', 'latitude': key+'_latitude', 'longitude':key+'_longitude'} # add in time coordinate separately v_time = all_ts[key].index esec_list = v_time.values.astype(dt.datetime)/1E9 self.all_sub_ts[key + '_time'] = pd.Series(esec_list,index=v_time) # TODO: add try catch block on this # Get independent parameter to interpolate on t = pd.Series(index = all_ts[interp_key].index) # store time using interpolation parameter v_time = all_ts[interp_key].index esec_list = v_time.values.astype(dt.datetime)/1E9 self.all_sub_ts['time'] = pd.Series(esec_list,index=v_time) # interpolate all parameters and coordinates for key in parm_valid: value = all_ts[key] if not value.empty : i = self.interpolate(value, t.index) self.all_sub_ts[key + '_i'] = i else: self.all_sub_ts[key + '_i'] = value self.all_coord[key + '_i'] = { 'time': 'time', 'depth': 'depth', 'latitude':'latitude', 'longitude':'longitude'} for key in coord: value = all_ts[key] self.all_sub_ts[key] = value if not value.empty : i = self.interpolate(value, t.index) self.all_sub_ts[key] = i else: self.all_sub_ts[key] = value self.all_coord[key] = { 'time': 'time', 'depth': 'depth', 'latitude':'latitude', 'longitude':'longitude'} self.logger.info("%s", list(self.all_sub_ts.keys())) # Write data to the file self.write_netcdf(out_file, url) self.logger.info('Wrote ' + out_file) # End processSingleParm def createCoord(self, coord): all_ts = {} for v in self.df.variables: g = None if any(v in s for s in coord): # Create pandas time series for each coordinate and store attributes for c in coord: try: ts = self.createSeries(self.df.variables, c, c+'_'+'time') all_ts[c] = ts except Exception as e: self.logger.error(e) continue return all_ts # End createCoord def processNc4FileDecimated(self, url, in_file, out_file, parms, group_parms, interp_key): self.reset() parm_valid = [] coord = ['latitude','longitude','depth'] self.df = netCDF4.Dataset(in_file, mode='r') coord_ts = self.createCoord(coord) # Create pandas time series for each parameter and store attributes for key in parms: try: ts = self.createSeriesPydap(key, key + '_time') if ts.size == 0: self.logger.info('Variable ' + key + ' empty so skipping') continue attr = {} for name in self.df[key].ncattrs(): attr[name]=getattr(self.df[key],name) self.all_attrib[key] = attr self.all_coord[key] = {'time': 'time', 'depth': 'depth', 'latitude': 'latitude', 'longitude': 'longitude'} parm_valid.append(key) self.all_sub_ts[key] = ts self.logger.info('Found parameter ' + key) except Exception as e: self.logger.error(e) continue # Create pandas time series for each parameter in each group and store attributes for group in self.df.groups: g = None variables = None if group in group_parms.keys(): g = group else: continue times = [] subgroup = None pkeys = None try: subgroup = self.df.groups[g] pkeys = group_parms[g] except Exception as e: self.logger.error(e) continue # Create pandas time series for each parameter and store attributes if subgroup is not None and pkeys is not None: for p in pkeys: try: key = p["rename"] var = p["name"] ts = self.createSeries(subgroup.variables, var, var+'_'+'time') attr = {} # don't store or try to interpolate empty time series if ts.size == 0: self.logger.info('Variable ' + var + ' empty so skipping') continue for name in subgroup.variables[var].ncattrs(): attr[name] = getattr(subgroup.variables[var],name) # Potential override of attributes from json data for name in ('units', 'standard_name'): try: attr[name] = p[name] except KeyError: continue self.all_attrib[key] = attr if key.find('pitch') != -1 or key.find('roll') != -1 or key.find('yaw') != -1 or key.find('angle') != -1 or key.find('rate') != -1: ts = ts * 180.0 / numpy.pi # store for later processing into the netCDF self.all_sub_ts[key] = ts self.all_coord[key] = { 'time':'time', 'depth':'depth', 'latitude':'latitude', 'longitude':'longitude'} self.logger.info('Found in group ' + group + ' parameter ' + var + ' renaming to ' + key) parm_valid.append(key) except KeyError as e: self.logger.error(e) continue except Exception as e: self.logger.error(e) continue # create independent lat/lon/depth profiles for each parameter for key in parm_valid: # Get independent parameter to interpolate on t = pd.Series(index = self.all_sub_ts[key].index) self.all_coord[key] = { 'time': key+'_time', 'depth': key+'_depth', 'latitude': key+'_latitude', 'longitude':key+'_longitude'} # interpolate each coordinate to the time of the parameter # key looks like sea_water_temperature_depth, sea_water_temperature_lat, sea_water_temperature_lon, etc. for c in coord: # get coordinate ts = coord_ts[c] # and interpolate using parameter time if not ts.empty: i = self.interpolate(ts, t.index) self.all_sub_ts[key + '_' + c] = i self.all_coord[key + '_' + c] = { 'time': key+'_time', 'depth': key+' _depth', 'latitude': key+'_latitude', 'longitude':key+'_longitude'} # add in time coordinate separately v_time = self.all_sub_ts[key].index esec_list = v_time.values.astype(dt.datetime)/1E9 self.all_sub_ts[key + '_time'] = pd.Series(esec_list,index=v_time) # Get independent parameter to interpolate on t = pd.Series(index = self.all_sub_ts[interp_key].index) # store time using interpolation parameter v_time = self.all_sub_ts[interp_key].index esec_list = v_time.values.astype(dt.datetime)/1E9 self.all_sub_ts['time'] = pd.Series(esec_list,index=v_time) for key in coord: value = coord_ts[key] self.all_sub_ts[key] = value if not value.empty : i = self.interpolate(value, t.index) self.all_sub_ts[key] = i else: self.all_sub_ts[key] = value self.all_coord[key] = { 'time': 'time', 'depth': 'depth', 'latitude':'latitude', 'longitude':'longitude'} self.logger.info("%s", self.all_sub_ts.keys()) # Write data to the file self.write_netcdf(out_file, url) self.logger.info('Wrote ' + out_file) # End processSingleParm def processNc4File(self, in_file, out_file, parm, resampleFreq): self.reset() all_ts = {} start_times = [] end_times = [] coord = ["latitude", "longitude", "depth", "time"] self.df = netCDF4.Dataset(in_file, mode='r') all_ts = self.createCoord(coord) for group in self.df.groups: g = None variables = None if any(group in s for s in list(parm.keys())): g = group else: continue times = [] subgroup = None pkeys = None # either a subgroup or a list of variables try: for key in subgroup: subgroup = self.df.groups[g].group[key] pkeys = list(parm[g][key].keys()) break except Exception as e: self.logger.error(e) self.logger.warn('falling back to main group %s' % group) subgroup = self.df.groups[g] pkeys = parm[g] if subgroup is not None and pkeys is not None: # Create pandas time series for each parameter and store attributes for v in pkeys: try: key = group + '_' + v # prepend the group name to the variable name to make it unique ts = self.createSeries(subgroup.variables, v, v+'_'+'time') # don't store or try to interpolate empty time series if ts.size == 0: self.logger.info('Variable ' + v + ' empty so skipping') continue attr = {} for name in subgroup.variables[v].ncattrs(): attr[name]=getattr(subgroup.variables[v],name) self.all_attrib[key] = attr # resample using the mean ts_resample = ts.resample(resampleFreq).mean()[:] self.all_sub_ts[key] = ts_resample self.all_coord[key] = { 'time': key+'_time', 'depth': key+' _depth', 'latitude': key+'_latitude', 'longitude':key+'_longitude'} # create independent lat/lon/depth profiles for each parameter # interpolate each coordinate to the time of the param # key looks like sea_water_temperature_depth, sea_water_temperature_lat, sea_water_temperature_lon, etc. for c in coord: i = self.interpolate(ts, ts_resample.index) self.all_sub_ts[key + '_' + c] = i self.all_coord[key + '_' + c] = { 'time': key+'_time', 'depth': key+' _depth', 'latitude': key+ '_latitude', 'longitude':key+'_longitude'} self.logger.info('Found parameter ' + key) except KeyError as e: self.logger.error(e) continue except Exception as e: self.logger.error(e) continue # Get time parameter and align other coordinates to this t = pd.Series(index = all_ts['time'].index) # resample t_resample = t.resample(resampleFreq)[:] # add in coordinates for key in coord: value = all_ts[key] i = self.interpolate(value, t_resample.index) self.all_sub_ts[key] = i self.all_coord[key] = { 'time': 'time', 'depth': 'depth', 'latitude':'latitude', 'longitude':'longitude'} self.logger.info("%s", list(self.all_sub_ts.keys())) # Write data to the file self.write_netcdf(out_file, in_file) self.logger.info('Wrote ' + out_file) # End processNc4 def processResampleNc4File(self, in_file, out_file, parm, resampleFreq, rad_to_deg): self.reset() coord_ts = {} start_times = [] end_times = [] coord = ["latitude", "longitude", "depth", "time"] self.logger.info('Reading %s file...' % in_file) self.df = netCDF4.Dataset(in_file, mode='r') coord_ts = self.createCoord(coord) # Get time parameter and align everything to this t = pd.Series(index = coord_ts['time'].index) # resample t_resample = t.resample(resampleFreq).asfreq()[:] for group in self.df.groups: g = None variables = None if group in list(parm.keys()): g = group else: continue times = [] subgroup = None pkeys = None try: subgroup = self.df.groups[g] pkeys = parm[g] except Exception as e: self.logger.error(e) raise e if subgroup is not None and pkeys is not None: # Create pandas time series for each parameter and store attributes for p in pkeys: try: key = p["rename"] var = p["name"] ts = self.createSeries(subgroup.variables, var, var+'_'+'time') attr = {} # don't store or try to interpolate empty time series if ts.size == 0: self.logger.info('Variable ' + var + ' empty so skipping') continue for name in subgroup.variables[var].ncattrs(): attr[name] = getattr(subgroup.variables[var],name) # Potential override of attributes from json data for name in ('units', 'standard_name'): try: attr[name] = p[name] except KeyError: continue self.all_attrib[key] = attr # resample using the mean then interpolate on to the time dimension ts_resample = ts.resample(resampleFreq).mean()[:] i = self.interpolate(ts_resample, t_resample.index) if key.find('pitch') != -1 or key.find('roll') != -1 or key.find('yaw') != -1 or key.find('angle') != -1 or key.find('rate') != -1: i = i * 180.0 / numpy.pi # store for later processing into the netCDF self.all_sub_ts[key] = i self.all_coord[key] = { 'time':'time', 'depth':'depth', 'latitude':'latitude', 'longitude':'longitude'} # plotting for debugging '''fig, axes = plt.subplots(3) plt.legend(loc='best') axes[0].set_title('raw ' + var + ' data') ts.plot(ax=axes[0],color='r') axes[1].set_title('resampled') ts_resample.plot(ax=axes[1],color='g') axes[2].set_title('interpolated') i.plot(ax=axes[2],color='b') plt.show()''' self.logger.info('Found in group ' + group + ' parameter ' + var + ' renaming to ' + key) except KeyError as e: self.logger.error(e) continue except Exception as e: self.logger.error(e) continue # add in coordinates for key in coord: try: value = coord_ts[key] if rad_to_deg: if key.find('latitude') != -1 or key.find('longitude') != -1: value = value * 180.0/ numpy.pi i = self.interpolate(value, t_resample.index) self.all_sub_ts[key] = i self.all_coord[key] = { 'time': 'time', 'depth': 'depth', 'latitude':'latitude', 'longitude':'longitude'} except Exception as e: self.logger.error(e) raise e self.logger.info("%s", list(self.all_sub_ts.keys())) self.write_netcdf(out_file, in_file) self.logger.info('Wrote ' + out_file) # End processResampleNc4File def processResample(self, url, out_file, parm, interpFreq, resampleFreq): self.reset() esec_list = [] self.parm = ['latitude','longitude','depth'] + parm all_ts = {} start_times = [] end_times = [] try: self.df = pydap.client.open_url(url) except socket.error as e: self.logger.error('Failed in attempt to open_url(%s)', url) raise e except ValueError as e: self.logger.error('Value error when opening open_url(%s)', url) raise e # Create pandas time series and get sampling metric for each for key, value in list(parm.items()): try: p_ts = self.createSeriesPydap(key) except KeyError as e: p_ts = pd.Series() self.logger.info('Key error on ' + key) raise e all_ts[key] = p_ts try: (start,end) = self.getValidTimeRange(p_ts) start_times.append(start) end_times.append(end) except Exception: self.logger.info('Start/end ' + parm + ' time range invalid') # the full range should span all the time series data to store start_time = min(start_times) end_time = max(end_times) full_range = pd.date_range(start_time,end_time,freq=interpFreq) t = pd.Series(index = full_range) ts = t.index.values # convert time to epoch seconds esec_list = t.resample(resampleFreq).index.values.astype(dt.datetime)/1E9 for key, value in list(all_ts.items()): if not value.empty : # swap byte order and create a new series values = value newvalues = values.byteswap().newbyteorder() pr = pd.Series(newvalues, index=value.index) # reindex to the full range that covers all data # forward fill pr.reindex(index = full_range, method='ffill') # interpolate onto regular time scale i = self.interpolate(pr, ts) try: isub = i.resample(resampleFreq)[:] # plotting for debugging '''fig, axes = plt.subplots(4) plt.legend(loc='best') axes[0].set_title('raw ' + self.parm[j] + ' data') p.plot(ax=axes[0],color='r') axes[1].set_title('reindexed') pr.plot(ax=axes[1],color='g') axes[2].set_title('interpolated') i.plot(ax=axes[2],color='b') axes[3].set_title('resampled') isub.plot(ax=axes[3],color='y') plt.show()''' except IndexError as e: self.logger.error(e) raise e self.all_sub_ts[key] = isub else: self.all_sub_ts[key] = pd.Series() # Write data to the file self.write_netcdf(out_file, url) self.logger.info('Wrote ' + out_file) # End processResample if __name__ == '__main__': pw = InterpolatorWriter() pw.process_command_line() nc4_file='/home/vagrant/LRAUV/daphne/missionlogs/2015/20150930_20151008/20151006T201728/201510062017_201510062027.nc4' nc4_file='/mbari/LRAUV/opah/missionlogs/2017/20170502_20170508/20170508T185643/201705081856_201705090002.nc4' nc4_file='/mbari/LRAUV/makai/missionlogs/2018/20180603_20180611/20180604T235249/201806042353_201806050437.nc4' outDir = '/tmp/' resample_freq='10S' rad_to_deg = True parm = '{' \ '"CTD_NeilBrown": [ ' \ '{ "name":"sea_water_salinity" , "rename":"salinity" }, ' \ '{ "name":"sea_water_temperature" , "rename":"temperature" } ' \ '],' \ '"WetLabsBB2FL": [ ' \ '{ "name":"mass_concentration_of_chlorophyll_in_sea_water", "rename":"chlorophyll" }, ' \ '{ "name":"Output470", "rename":"bbp470" }, ' \ '{ "name":"Output650", "rename":"bbp650" } ' \ '],' \ '"PAR_Licor": [ ' \ '{ "name":"downwelling_photosynthetic_photon_flux_in_sea_water", "rename":"PAR" } ' \ '],' \ '"ISUS" : [ ' \ '{ "name":"mole_concentration_of_nitrate_in_sea_water", "rename":"nitrate" } ' \ '],' \ '"Aanderaa_O2": [ ' \ '{ "name":"mass_concentration_of_oxygen_in_sea_water", "rename":"oxygen" } ' \ '] }' # Formulate new filename from the url. Should be the same name as the .nc4 specified in the url # with resample appended to indicate it has resampled data and is now in .nc format f = nc4_file.rsplit('/',1)[1] out_file = outDir + '.'.join(f.split('.')[:-1]) + '_' + resample_freq + '.nc' pw.processResampleNc4File(nc4_file, out_file, json.loads(parm),resample_freq, rad_to_deg) print('Done.')
danellecline/stoqs
stoqs/loaders/CANON/toNetCDF/lrauvNc4ToNetcdf.py
Python
gpl-3.0
33,496
[ "NetCDF" ]
d9ecb3a9184d916a13bd751a47fbde9dd9a12ffc965d90d8145df743d10727d0
#!/usr/bin/env python """droplet.py: Routines for working with the CO2-IL droplet XYZ files.""" from __future__ import print_function import os from glob import glob from itertools import count from itertools import cycle from math import sqrt import numpy as np from sympy import S import periodictable import mbe from mbe.utils import pad_left_zeros # These are the total charges for the each of the ionic liquid # components. MAP_CHARGES = { 'C8H15N2': +1, 'F6P': -1, 'CO2': 0, } def rename_old_droplet_files(): """Rename all the original droplet files from 'XXX_drop.xyz' to 'drop_XXX.xyz', where the number is left-padded with zeros. """ filenames = glob('*_drop.xyz') print(filenames) # Store the maximum length of the internal number. maxlen = 0 # Unfortunately, two full traversals need to be performed. # 1. Find the maximum length of the internal number and store it. for oldfilename in filenames: newlen = len(oldfilename.split('_')[0]) if newlen > maxlen: maxlen = newlen newfilenames = [] # 2. Go through each file again and rename. for oldfilename in filenames: splitname = oldfilename.split('_') filenumlen = len(splitname[0]) if filenumlen < maxlen: splitname[0] = pad_left_zeros(splitname[0], maxlen) newfilename = 'drop_{}.xyz'.format(splitname[0]) os.rename(oldfilename, newfilename) print(oldfilename + ' -> ' + newfilename) newfilenames.append(newfilename) return newfilenames def rename_new_droplet_files(): """Rename all the original droplet files from 'clusterXXX.xyz' to 'drop_XXX.xyz', where the number is left-padded with zeros. """ filenames = glob('cluster*.xyz') print(filenames) # Store the maximum length of the internal number. maxlen = 0 # Unfortunately, two full traversals need to be performed. # 1. Find the maximum length of the internal number and store it. for oldfilename in filenames: numstr = oldfilename[7:-4] newlen = len(numstr) if newlen > maxlen: maxlen = newlen newfilenames = [] # 2. Go through each file again and rename. for oldfilename in filenames: numstr = oldfilename[7:-4] filenumlen = len(numstr) if filenumlen < maxlen: numstr = pad_left_zeros(numstr, maxlen) newfilename = 'drop_{}.xyz'.format(numstr) os.rename(oldfilename, newfilename) print(oldfilename + ' -> ' + newfilename) newfilenames.append(newfilename) return newfilenames # def get_bond_graph(obmol): # """Test a few possible ways for getting the bond_connectivities using # Open Babel. Not used for the droplets. # """ # bond_pair_indices1 = [] # bond_pair_indices2 = [] # for obbond in ob.OBMolBondIter(obmol): # bond_pair_indices1.append((obbond.GetBeginAtomIdx(), # obbond.GetEndAtomIdx(), # obbond.GetBondOrder())) # for obbond in ob.OBMolBondIter(obmol): # bond_pair_indices2.append((obbond.GetBeginAtom().GetIndex(), # obbond.GetEndAtom().GetIndex(), # obbond.GetBondOrder())) # bonds = [{'atoms': [bond.GetBeginAtom().GetIndex(), # bond.GetEndAtom().GetIndex()], # 'order': bond.GetBondOrder(), # 'symbols': [pt.Element[bond.GetBeginAtom().GetAtomicNum()], # pt.Element[bond.GetEndAtom().GetAtomicNum()]]} # for bond in ob.OBMolBondIter(obmol)] # print('bond pair indices (1)') # print(bond_pair_indices1) # print('bond pair indices (2)') # print(bond_pair_indices2) # print('bond pair indices (3)') # for bond in bonds: # print(bond) # def make_obmol_from_file(filename, obconv): # """Make an Open Babel molecule from a file, using an OBConv instance # with the correct conversion type already set. # """ # print(filename) # obmol = ob.OBMol() # obconv.ReadFile(obmol, filename) # obmol.ConnectTheDots() # obmol.PerceiveBondOrders() # return obmol # def make_ob_fragments_from_obmol(obmol): # """Make a list of Open Babel molecules (fragments) from an OBMol # containing multiple (non-bonded) molecules. # """ # return obmol.Separate() def determine_fragment_grouping(atoms): """From the main list of atoms (probably right from an input file), return a list of lists, where each list contains the indices for atoms on distinct molecules. """ grouping_anions = [] grouping_cations = [] grouping_CO2 = [] # We have some a priori knowledge of the ordering of atoms in each # of the molecules that can be used to our advantage. ordering_anion = ['F', 'F', 'F', 'F', 'F', 'F', 'P'] ordering_cation = ['N', 'C', 'N', 'C', 'C', 'H', 'H', 'H', 'C', 'H', 'H', 'H', 'C', 'H', 'H', 'C', 'H', 'H', 'C', 'H', 'H', 'C', 'H', 'H', 'H'] ordering_CO2 = ['C', 'O', 'O'] # An iterator over each ordering that will never run out. possible_orderings = cycle((ordering_anion, ordering_cation, ordering_CO2)) start = 0 while start < len(atoms): # For each possible ordering (representing a single molecule), # make a "window" over the atom ordering from the total input, # seeing if they match. for possible_ordering in possible_orderings: # The end of the window always needs to be updated. end = start + len(possible_ordering) if atoms[start:end] == []: break # If we have a match, add its indices to a list as a # "group" representing a molecule. Only update the start # of the window when we have a match. if possible_ordering == atoms[start:end]: grouping = list(range(start, end)) if possible_ordering == ordering_anion: grouping_anions.append(grouping) elif possible_ordering == ordering_cation: grouping_cations.append(grouping) elif possible_ordering == ordering_CO2: grouping_CO2.append(grouping) else: raise Exception start = end # A list of lists, where each list contains the indices for atoms # on distinct molecules. return grouping_anions, grouping_cations, grouping_CO2 def make_fragments_from_grouping(atoms, coords, grouping, start=1, pc=None, pc_addition='every'): """Given a set of atoms (list of atomic symbols), coordinates (list of length 3 lists), and a grouping of atoms into molecules, make a list of Fragment objects corresponding to the grouping. Optionally, deal with point charge business. """ fragments = [] for i, group in zip(count(start=start), grouping): start, end = group[0], group[-1] + 1 fragment = mbe.fragment.Fragment() fragment.atoms = atoms[start:end] fragment.formula_string = fragment._make_canonical_formula_string() fragment.coords = coords[start:end] fragment.charge = MAP_CHARGES[fragment.formula_string] fragment.nfragments = 1 fragment.comment = ' '.join([fragment.formula_string, '({})'.format(i)]) fragment.name = 'f{}'.format(i) fragment.symbol_repr = {S(fragment.name)} if pc is not None: if pc_addition == 'every': fragment.pointcharges = pc elif pc_addition == 'unique': fragment.pointcharges = pc[start:end] else: pass fragments.append(fragment) return fragments def combine_fragments_for_covp(fragments): """COVP analysis with Q-Chem can only be performed with two fragments. Given a list of N fragments, combine the first N-1 into one, leaving the last one uncombined. """ return [mbe.fragment.combine_fragment_sequence(fragments[:-1]), fragments[-1]] def get_point_charges_qmout(pc_file_path, pc_type): """Use cclib to parse a QM output file for point charges (Mulliken, Lowdin, CHELPG, ...). """ from cclib.parser import ccopen job = ccopen(pc_file_path) data = job.parse() # pylint: disable=E1101 return data.atomcharges[pc_type] def get_point_charges_txt(pc_file_path): """Extract point charges from a plain text file, where the charges themselves are in a column (assumed to be the last). """ pointcharges = [] with open(pc_file_path) as pc_file: for line in pc_file: pointcharges.append(float(line.split()[-1])) return pointcharges def distance_twopoint(l1, l2): """Return the distance between two Cartesian points (given as lists). """ return sqrt(((l1[0] - l2[0])**2) + ((l1[1] - l2[1])**2) + ((l1[2] - l2[2])**2)) def distance_atomic(fragment1, fragment2): """Return the distance between the atom in fragment 1 and the atom in fragment 2 that are closest to each other. """ shortest_distance = 1.0e20 for c1 in fragment1.coords: for c2 in fragment2.coords: current_distance = distance_twopoint(c1, c2) if current_distance < shortest_distance: shortest_distance = current_distance return shortest_distance distance_atomic_shortest = distance_atomic def distance_atomic_longest(fragment1, fragment2): """Return the distance between the atom in fragment 1 and the atom in fragment 2 that are furthest from each other. """ longest_distance = -1.0e20 for c1 in fragment1.coords: for c2 in fragment2.coords: current_distance = distance_twopoint(c1, c2) if current_distance > longest_distance: longest_distance = current_distance return longest_distance def distance_centerofmass(fragment1, fragment2): """Return the distance between the center of mass of fragment 1 and the center of mass of fragment 2.""" COM_fragment1 = fragment_centerofmass(fragment1) COM_fragment2 = fragment_centerofmass(fragment2) return distance_twopoint(COM_fragment1, COM_fragment2) def fragment_centerofmass(fragment): """Calculate the center of mass (COM) of a fragment.""" masses = np.array([pt.Mass[element] for element in fragment.atoms]) mass_sum = np.sum(masses) coords = np.array(fragment.coords) COMx = np.sum(coords[:, 0] * masses) / mass_sum COMy = np.sum(coords[:, 1] * masses) / mass_sum COMz = np.sum(coords[:, 2] * masses) / mass_sum return np.array([COMx, COMy, COMz]) def get_n_closest_fragments(n, target_fragment, other_fragments, method='atomic'): """Return the n closest fragments to the target fragment, based on distance between centers of mass or pairwise between atoms. """ closest_fragments = [] distances = [] if method == 'centerofmass': COM_target = fragment_centerofmass(target_fragment) # Calculate the distance between the target fragment and the other # fragments. for fragidx, other_fragment in enumerate(other_fragments): if method == 'atomic': distance = distance_atomic(target_fragment, other_fragment) elif method == 'centerofmass': COM_other = fragment_centerofmass(other_fragment) distance = distance_twopoint(COM_target, COM_other) else: raise NotImplementedError distances.append((fragidx, distance)) # Now that all the distances are calculated, sort them in # increasing order. distances = sorted(distances, key=lambda x: x[1]) # Return the n closest fragments by: # 1. Get the index of the ith fragment. # 2. Look into all other fragments for it. # 3. Append the Fragment object to the list. for i in range(n): closest_fragments.append(other_fragments[distances[i][0]]) return closest_fragments def get_n_closest_pairs(n, fragments_anions, fragments_cations, fragment_CO2, method='atomic'): """Return the n closest ionic liquid pairs to the CO2, given lists of Fragment objects of each. """ closest_fragments_anions = get_n_closest_fragments(n, fragment_CO2, fragments_anions, method) closest_fragments_cations = get_n_closest_fragments(n, fragment_CO2, fragments_cations, method) return closest_fragments_anions, closest_fragments_cations if __name__ == '__main__': import argparse import sys # import logging parser = argparse.ArgumentParser() parser.add_argument('--verbose', action='store_true', help="""Print more information to stdout.""") parser.add_argument('--debug', action='store_true', help="""Print debug-level information to stdout.""") parser.add_argument('--rename-old', action='store_true', help="""whether or not to run the rename method on the \ old set of droplet XYZ files (only for the original files!)""") parser.add_argument('--rename-new', action='store_true', help="""whether or not to run the rename method on the \ new set of droplet XYZ files (only for the original files!)""") parser.add_argument('--single', help="""pass a single droplet XYZ file to only \ operate on that file""") parser.add_argument('--path', default='.', help="""the path all of the droplet coordinate files \ are contained (can be relative or absolute)""") parser.add_argument('--write-fragment-input-qchem', action='store_true', help="""Write the new fragments from each droplet to \ disk as a single fragment input file (Q-Chem style).""") parser.add_argument('--print-fragment-input-qchem', action='store_true', help="""Print the fragment input (Q-Chem style).""") parser.add_argument('--write-fragment-input-psi', action='store_true', help="""Write the new fragments from each droplet to \ disk as a single fragment input file (Psi style).""") parser.add_argument('--print-fragment-input-psi', action='store_true', help="""Print the fragment input (Psi style).""") parser.add_argument('--write-input-sections-qchem', action='store_true', help="""Same as --write-fragment-input-xxx, but with \ possible point charges (Q-Chem style).""") parser.add_argument('--print-input-sections-qchem', action='store_true', help="""Same as --print-fragment-input-xxx, but with \ possible point charges (Q-Chem style).""") parser.add_argument('--mbe-order', type=int, default=0, help="""Order of the many-body expansion to go up to.""") parser.add_argument('--point-charge-type', choices=('mulliken', 'lowdin', 'chelpg', 'hirshfeld'), default='mulliken', help="""The type of point charges to extract from \ an output file.""") parser.add_argument('--point-charge-file-type', choices=('qmout', 'txt'), default='txt', help="""If 'qmout', the files containing point charges \ are QM outputs to be parsed by cclib. If 'txt', they \ are two columns, the first containing atomic symbols, \ the second containing the charge; --point-charge-type \ doesn't matter.""") parser.add_argument('--point-charge-output-cation', help="""An output file containing point charges \ that will be applied to every cation.""") parser.add_argument('--point-charge-output-anion', help="""An output file containing point charges \ that will be applied to every anion.""") parser.add_argument('--point-charge-output-unique', help="""An output file containing unique point charges \ for every atom.""") parser.add_argument('--num-closest-pairs-qm', type=int, default=0, help="""The number of closest ionic liquid pairs to the \ CO2 that will be treated quantum mechanically.""") parser.add_argument('--num-closest-pairs-mm', type=int, default=0, help="""The number of closest ionic liquid pairs to the \ CO2 that will be treated as point charges. If any pairs \ are treated using QM, these are the closest outside the \ QM region.""") parser.add_argument('--distance-metric', choices=('centerofmass', 'atomic'), default='atomic', help="""The metric for calculating distances between \ fragments. 'atomic' is ...""") parser.add_argument('--all-pairs-qm', action='store_true', help="""Treat all ionic liquid pairs quantum mechanically.""") parser.add_argument('--all-other-pairs-mm', action='store_true', help="""Treat all possible ionic liquid pairs as point \ charges. If any pairs are treated using QM, treat all \ others as point charges.""") parser.add_argument('--make-supersystem', action='store_true', help="""When writing or printing fragment inputs, \ combine all fragments into a single block, making a \ 'traditional' molecule input. For Q-Chem, this is \ required when only working with a single fragment.""") parser.add_argument('--qchem-covp', action='store_true', help="""If writing a fragment (non-supersystem) input for Q-Chem, combine all the fragments except the last, so COVP analysis can be performed.""") args = parser.parse_args() if args.debug: args.verbose = True # if args.verbose: # level = logging.INFO # if args.debug: # level = logging.DEBUG # else: # level = logging.WARNING # logging.basicConfig(level=level) # If we want to rename all the files, be safe and don't try any # other operations. if args.rename_old: rename_old_droplet_files() sys.exit(0) if args.rename_new: rename_new_droplet_files() sys.exit(0) if args.single: filenames = [args.single] else: filenames = [name for name in glob(os.path.join(args.path, 'drop_*.xyz'))] if args.debug: print(filenames) # obconv = ob.OBConversion() # obconv.SetInAndOutFormats('xyz', 'xyz') for filename in filenames: # Here is how it might be done with Open Babel as a more general case.. # obmol_droplet = make_obmol_from_file(filename, obconv) # obmol_fragments = make_ob_fragments_from_obmol(obmol_droplet) # fragments = [] # for i, obmol_fragment in zip(count(start=1), obmol_fragments): # pbmol_fragment = pb.Molecule(obmol_fragment) # atoms = [pt.Element[atom.atomicnum] for atom in pbmol_fragment.atoms] # coords = [atom.coords for atom in pbmol_fragment.atoms] # formula = pbmol_fragment.formula # if formula not in MAP_CHARGES.keys(): # print(formula) # if formula in MAP_CHARGES.keys(): # charge = MAP_CHARGES[formula] # else: # charge = -999 # fragment = mbe.fragment.Fragment() # fragment.atoms = atoms # fragment.coords = coords # fragment.charge = charge # fragment.nfragments = 1 # fragment.comment = ' '.join([formula, '({})'.format(i)]) # fragment.name = fragment.comment # print(fragment) # fragments.append(fragment) basename = os.path.splitext(os.path.basename(filename))[0] # Read in the entire XYZ file before breaking it apart into fragments. natoms, comment, atoms, coords = mbe.xyz_operations.read_xyz(filename) if args.verbose: print(basename, natoms) fragments = [] # Determine which atoms from the XYZ file belong to individual # anions, cations, and the CO2, returning a list of lists, # each containing the indices of an atom. grouping_anions, grouping_cations, grouping_CO2 = determine_fragment_grouping(atoms) grouping = grouping_anions + grouping_cations + grouping_CO2 if args.debug: print('grouping of anions:') print(grouping_anions) print('grouping of cations:') print(grouping_cations) print('grouping of CO2:') print(grouping_CO2) print('all groupings:') print(grouping) # Figure out whether or not we need to add point charges to # fragments based on if certain command-line arguments were # passed. if args.point_charge_file_type == 'qmout': if args.point_charge_output_unique: # There is a unique point charge for every atom in the # input XYZ file. pointcharges_unique = get_point_charges_qmout(args.point_charge_output_unique, args.point_charge_type) elif args.point_charge_output_anion and args.point_charge_output_cation: # There are common point charges for each anion and cation # in the XYZ file. pointcharges_anion = get_point_charges_qmout(args.point_charge_output_anion, args.point_charge_type) pointcharges_cation = get_point_charges_qmout(args.point_charge_output_cation, args.point_charge_type) else: # Don't worry about adding point charges. pass else: # Must be the simple format. if args.point_charge_output_unique: pointcharges_unique = get_point_charges_txt(args.point_charge_output_unique) elif args.point_charge_output_anion and args.point_charge_output_cation: pointcharges_anion = get_point_charges_txt(args.point_charge_output_anion) pointcharges_cation = get_point_charges_txt(args.point_charge_output_cation) # From the indices, ... if args.point_charge_output_unique: start = 1 fragments_anions = make_fragments_from_grouping(atoms, coords, grouping_anions, start=start, pc=pointcharges_unique, pc_addition='unique') start = len(fragments_anions) fragments_cations = make_fragments_from_grouping(atoms, coords, grouping_cations, start=start, pc=pointcharges_unique, pc_addition='unique') start = len(fragments_anions) + len(fragments_cations) fragment_CO2 = make_fragments_from_grouping(atoms, coords, grouping_CO2, start=start)[0] elif args.point_charge_output_anion and args.point_charge_output_cation: start = 1 fragments_anions = make_fragments_from_grouping(atoms, coords, grouping_anions, start=start, pc=pointcharges_anion, pc_addition='every') start = len(fragments_anions) fragments_cations = make_fragments_from_grouping(atoms, coords, grouping_cations, start=start, pc=pointcharges_cation, pc_addition='every') start = len(fragments_anions) + len(fragments_cations) fragment_CO2 = make_fragments_from_grouping(atoms, coords, grouping_CO2, start=start)[0] else: start = 1 fragments_anions = make_fragments_from_grouping(atoms, coords, grouping_anions, start=start) start = len(fragments_anions) fragments_cations = make_fragments_from_grouping(atoms, coords, grouping_cations, start=start) start = len(fragments_anions) + len(fragments_cations) fragment_CO2 = make_fragments_from_grouping(atoms, coords, grouping_CO2, start=start)[0] if args.debug: if args.point_charge_output_unique: for f in fragments_anions: print(f.pointcharges) for f in fragments_cations: print(f.pointcharges) elif args.point_charge_output_cation and args.point_charge_output_anion: for f in fragments_anions: print(f.pointcharges) for f in fragments_cations: print(f.pointcharges) else: pass fragments = fragments_anions + fragments_cations + [fragment_CO2] disk_fragments_qm = [] disk_fragments_mm = [] # Control flow: # 1. all fragments are QM # 2. some fragments are QM # remainder: all are MM # remainder: some are MM # remainder: ignore # 3. all other than CO2 are MM # 4. some fragments are MM # 5. CO2 alone if args.all_pairs_qm: disk_fragments_qm = fragments elif args.num_closest_pairs_qm: n_qm = args.num_closest_pairs_qm closest_pairs_qm = get_n_closest_pairs(n_qm, fragments_anions, fragments_cations, fragment_CO2, method=args.distance_metric) closest_anions_qm = closest_pairs_qm[0] closest_cations_qm = closest_pairs_qm[1] all_other_anions = [f for f in fragments_anions if f not in closest_anions_qm] all_other_cations = [f for f in fragments_cations if f not in closest_cations_qm] if args.all_other_pairs_mm: disk_fragments_mm = all_other_anions + all_other_cations elif args.num_closest_pairs_mm: n_mm = args.num_closest_pairs_mm closest_pairs_mm = get_n_closest_pairs(n_mm, all_other_anions, all_other_cations, fragment_CO2, method=args.distance_metric) closest_anions_mm = closest_pairs_mm[0] closest_cations_mm = closest_pairs_mm[1] disk_fragments_mm = closest_anions_mm + closest_cations_mm else: pass disk_fragments_qm = closest_anions_qm + closest_cations_qm + [fragment_CO2] elif args.all_other_pairs_mm: disk_fragments_qm = [fragment_CO2] disk_fragments_mm = fragments_anions + fragments_cations elif args.num_closest_pairs_mm: n_mm = args.num_closest_pairs_mm closest_pairs_mm = get_n_closest_pairs(n_mm, fragments_anions, fragments_cations, fragment_CO2, method=args.distance_metric) closest_anions_mm = closest_pairs_mm[0] closest_cations_mm = closest_pairs_mm[1] disk_fragments_mm = closest_anions_mm + closest_cations_mm disk_fragments_qm = [fragment_CO2] else: disk_fragments_qm = [fragment_CO2] # This needs to come before any possible fragment # recombination, otherwise the count will be wrong (always 0)! # The format of the filename could be change to specify both # # of fragments and # of "pairs", but not for now... n_qm = (len(disk_fragments_qm) - 1) // 2 # Do any of the fragments need to be recombined for any reason # (such as COVP analysis)? if args.qchem_covp: disk_fragments_qm = combine_fragments_for_covp(disk_fragments_qm) # For now, we do nothing with the many-body expansion other # than generate and print it out if requested. if args.mbe_order > 0: monomer_symbols = [] for monomer in fragments: for symbol in monomer.symbol_repr: monomer_symbols.append(symbol) if args.debug: print('Symbolic representation of monomers:') print(monomer_symbols) mbe_expression = mbe.expressions.MBEn(monomer_symbols, args.mbe_order) if args.debug: print('Full MBE{} expression:'.format(args.mbe_order)) print(mbe_expression) # Write or print full Q-Chem $molecule/$external_charges sections. if args.write_input_sections_qchem: n_mm = len(disk_fragments_mm) // 2 filename = '{}_{}qm_{}mm'.format(os.path.splitext(os.path.basename(filename))[0], n_qm, n_mm) mbe.xyz_operations.write_input_sections_qchem(disk_fragments_qm, disk_fragments_mm, supersystem=args.make_supersystem, filename=filename, stdout=False) if args.print_input_sections_qchem: mbe.xyz_operations.write_input_sections_qchem(disk_fragments_qm, disk_fragments_mm, supersystem=args.make_supersystem) # Write fragments to disk or print them to stdout. if args.write_fragment_input_qchem: filename = 'frag_{}'.format(os.path.basename(filename)) mbe.xyz_operations.write_fragment_section_qchem(disk_fragments_qm, filename=filename) if args.write_fragment_input_psi: filename = 'frag_{}'.format(os.path.basename(filename)) mbe.xyz_operations.write_fragment_section_psi(disk_fragments_qm, filename=filename) if args.print_fragment_input_qchem: mbe.xyz_operations.write_fragment_section_qchem(disk_fragments_qm) if args.print_fragment_input_psi: mbe.xyz_operations.write_fragment_section_psi(disk_fragments_qm)
berquist/mbe
mbe/examples/droplet.py
Python
mpl-2.0
30,616
[ "Open Babel", "Q-Chem", "cclib" ]
adcb802eb9804799cd31a38c856aec683666498092d355f12c5b49e437375f5d
# Copyright 2013-2020 Lawrence Livermore National Security, LLC and other # Spack Project Developers. See the top-level COPYRIGHT file for details. # # SPDX-License-Identifier: (Apache-2.0 OR MIT) # Legal Notice # ------------ # OPENFOAM is a trademark owned by OpenCFD Ltd # (producer and distributor of the OpenFOAM software via www.openfoam.com). # The trademark information must remain visible and unadulterated in this # file and via the "spack info" and comply with the term set by # http://openfoam.com/legal/trademark-policy.php # # This file is not part of OpenFOAM, nor does it constitute a component of an # OpenFOAM distribution. # ############################################################################## # # Notes # - The openfoam-org package is a modified version of the openfoam package. # If changes are needed here, consider if they should also be applied there. # # - Building with boost/cgal is not included, since some of the logic is not # entirely clear and thus untested. # - Resolution of flex, zlib needs more attention (within OpenFOAM) # # - mpi handling: WM_MPLIB=SYSTEMMPI and use spack to populate prefs.sh for it. # Provide wmake rules for special purpose 'USER' and 'USERMPI' # mpi implementations, in case these are required. # # Known issues # - Combining +zoltan with +int64 has not been tested, but probably won't work. # - Combining +mgridgen with +int64 or +float32 probably won't work. # ############################################################################## import glob import re import os import llnl.util.tty as tty from spack import * from spack.pkg.builtin.openfoam import add_extra_files from spack.pkg.builtin.openfoam import write_environ from spack.pkg.builtin.openfoam import rewrite_environ_files from spack.pkg.builtin.openfoam import mplib_content from spack.pkg.builtin.openfoam import OpenfoamArch from spack.util.environment import EnvironmentModifications class OpenfoamOrg(Package): """OpenFOAM is a GPL-opensource C++ CFD-toolbox. The openfoam.org release is managed by the OpenFOAM Foundation Ltd as a licensee of the OPENFOAM trademark. This offering is not approved or endorsed by OpenCFD Ltd, producer and distributor of the OpenFOAM software via www.openfoam.com, and owner of the OPENFOAM trademark. """ homepage = "http://www.openfoam.org/" baseurl = "https://github.com/OpenFOAM" url = "https://github.com/OpenFOAM/OpenFOAM-4.x/archive/version-4.1.tar.gz" git = "https://github.com/OpenFOAM/OpenFOAM-dev.git" version('develop', branch='master') version('7', sha256='12389cf092dc032372617785822a597aee434a50a62db2a520ab35ba5a7548b5', url=baseurl + '/OpenFOAM-7/archive/version-7.tar.gz') version('6', sha256='32a6af4120e691ca2df29c5b9bd7bc7a3e11208947f9bccf6087cfff5492f025', url=baseurl + '/OpenFOAM-6/archive/version-6.tar.gz') version('5.0', sha256='9057d6a8bb9fa18802881feba215215699065e0b3c5cdd0c0e84cb29c9916c89', url=baseurl + '/OpenFOAM-5.x/archive/version-5.0.tar.gz') version('4.1', sha256='2de18de64e7abdb1b649ad8e9d2d58b77a2b188fb5bcb6f7c2a038282081fd31', url=baseurl + '/OpenFOAM-4.x/archive/version-4.1.tar.gz') version('2.4.0', sha256='9529aa7441b64210c400c019dcb2e0410fcfd62a6f62d23b6c5994c4753c4465', url=baseurl + '/OpenFOAM-2.4.x/archive/version-2.4.0.tar.gz') variant('int64', default=False, description='Compile with 64-bit label') variant('float32', default=False, description='Compile with 32-bit scalar (single-precision)') variant('source', default=True, description='Install library/application sources and tutorials') variant('metis', default=False, description='With metis decomposition') depends_on('mpi') depends_on('zlib') depends_on('flex') depends_on('cmake', type='build') # Require scotch with ptscotch - corresponds to standard OpenFOAM setup depends_on('scotch~metis+mpi~int64', when='~int64') depends_on('scotch~metis+mpi+int64', when='+int64') depends_on('metis@5:', when='+metis') depends_on('metis+int64', when='+metis+int64') # General patches - foamEtcFile as per openfoam.com (robuster) common = ['spack-Allwmake', 'README-spack'] assets = ['bin/foamEtcFile'] # Version-specific patches patch('https://github.com/OpenFOAM/OpenFOAM-7/commit/ef33cf38ac9b811072a8970c71fbda35a90f6641.patch', sha256='73103e6b1bdbf3b1e0d517cbbd11562e98c6e9464df5f43e5125e9a5b457d1c5', when='@7') patch('50-etc.patch', when='@5.0:5.9') patch('41-etc.patch', when='@4.1') patch('41-site.patch', when='@4.1:') patch('240-etc.patch', when='@2.4.0') # The openfoam architecture, compiler information etc _foam_arch = None # Content for etc/prefs.{csh,sh} etc_prefs = {} # Content for etc/config.{csh,sh}/ files etc_config = {} phases = ['configure', 'build', 'install'] build_script = './spack-Allwmake' # <- Added by patch() method. # # - End of definitions / setup - # # Some user config settings @property def config(self): settings = { # Use system mpi for spack 'mplib': 'SYSTEMMPI', # Add links into bin/, lib/ (eg, for other applications) 'link': False, } # OpenFOAM v2.4 and earlier lacks WM_LABEL_OPTION if self.spec.satisfies('@:2.4'): settings['label-size'] = False return settings def setup_run_environment(self, env): bashrc = self.prefix.etc.bashrc try: env.extend(EnvironmentModifications.from_sourcing_file( bashrc, clean=True )) except Exception as e: msg = 'unexpected error when sourcing OpenFOAM bashrc [{0}]' tty.warn(msg.format(str(e))) def setup_dependent_build_environment(self, env, dependent_spec): """Location of the OpenFOAM project directory. This is identical to the WM_PROJECT_DIR value, but we avoid that variable since it would mask the normal OpenFOAM cleanup of previous versions. """ env.set('FOAM_PROJECT_DIR', self.projectdir) def setup_dependent_run_environment(self, env, dependent_spec): """Location of the OpenFOAM project directory. This is identical to the WM_PROJECT_DIR value, but we avoid that variable since it would mask the normal OpenFOAM cleanup of previous versions. """ env.set('FOAM_PROJECT_DIR', self.projectdir) @property def projectdir(self): """Absolute location of project directory: WM_PROJECT_DIR/""" return self.prefix # <- install directly under prefix @property def foam_arch(self): if not self._foam_arch: self._foam_arch = OpenfoamArch(self.spec, **self.config) return self._foam_arch @property def archbin(self): """Relative location of architecture-specific executables""" return join_path('platforms', self.foam_arch, 'bin') @property def archlib(self): """Relative location of architecture-specific libraries""" return join_path('platforms', self.foam_arch, 'lib') def rename_source(self): """This is fairly horrible. The github tarfiles have weird names that do not correspond to the canonical name. We need to rename these, but leave a symlink for spack to work with. """ # Note that this particular OpenFOAM requires absolute directories # to build correctly! parent = os.path.dirname(self.stage.source_path) original = os.path.basename(self.stage.source_path) target = 'OpenFOAM-{0}'.format(self.version) # Could also grep through etc/bashrc for WM_PROJECT_VERSION with working_dir(parent): if original != target and not os.path.lexists(target): os.rename(original, target) os.symlink(target, original) tty.info('renamed {0} -> {1}'.format(original, target)) def patch(self): """Adjust OpenFOAM build for spack. Where needed, apply filter as an alternative to normal patching.""" self.rename_source() add_extra_files(self, self.common, self.assets) # Avoid WM_PROJECT_INST_DIR for ThirdParty, site or jobControl. # Use openfoam-site.patch to handle jobControl, site. # # Filtering: bashrc,cshrc (using a patch is less flexible) edits = { 'WM_THIRD_PARTY_DIR': r'$WM_PROJECT_DIR/ThirdParty #SPACK: No separate third-party', 'WM_VERSION': str(self.version), # consistency 'FOAMY_HEX_MESH': '', # This is horrible (unset variable?) } rewrite_environ_files( # Adjust etc/bashrc and etc/cshrc edits, posix=join_path('etc', 'bashrc'), cshell=join_path('etc', 'cshrc')) def configure(self, spec, prefix): """Make adjustments to the OpenFOAM configuration files in their various locations: etc/bashrc, etc/config.sh/FEATURE and customizations that don't properly fit get placed in the etc/prefs.sh file (similiarly for csh). """ # Filtering bashrc, cshrc edits = {} edits.update(self.foam_arch.foam_dict()) rewrite_environ_files( # Adjust etc/bashrc and etc/cshrc edits, posix=join_path('etc', 'bashrc'), cshell=join_path('etc', 'cshrc')) # MPI content, with absolute paths user_mpi = mplib_content(spec) # Content for etc/prefs.{csh,sh} self.etc_prefs = { r'MPI_ROOT': spec['mpi'].prefix, # Absolute r'MPI_ARCH_FLAGS': '"%s"' % user_mpi['FLAGS'], r'MPI_ARCH_INC': '"%s"' % user_mpi['PINC'], r'MPI_ARCH_LIBS': '"%s"' % user_mpi['PLIBS'], } # Content for etc/config.{csh,sh}/ files self.etc_config = { 'CGAL': {}, 'scotch': {}, 'metis': {}, 'paraview': [], 'gperftools': [], # Currently unused } if True: self.etc_config['scotch'] = { 'SCOTCH_ARCH_PATH': spec['scotch'].prefix, # For src/parallel/decompose/Allwmake 'SCOTCH_VERSION': 'scotch-{0}'.format(spec['scotch'].version), } if '+metis' in spec: self.etc_config['metis'] = { 'METIS_ARCH_PATH': spec['metis'].prefix, } # Write prefs files according to the configuration. # Only need prefs.sh for building, but install both for end-users if self.etc_prefs: write_environ( self.etc_prefs, posix=join_path('etc', 'prefs.sh'), cshell=join_path('etc', 'prefs.csh')) # Adjust components to use SPACK variants for component, subdict in self.etc_config.items(): # Versions up to 3.0 used an etc/config/component.sh naming # convention instead of etc/config.sh/component if spec.satisfies('@:3.0'): write_environ( subdict, posix=join_path('etc', 'config', component) + '.sh', cshell=join_path('etc', 'config', component) + '.csh') else: write_environ( subdict, posix=join_path('etc', 'config.sh', component), cshell=join_path('etc', 'config.csh', component)) def build(self, spec, prefix): """Build using the OpenFOAM Allwmake script, with a wrapper to source its environment first. Only build if the compiler is known to be supported. """ self.foam_arch.has_rule(self.stage.source_path) self.foam_arch.create_rules(self.stage.source_path, self) args = [] if self.parallel: # Build in parallel? - pass via the environment os.environ['WM_NCOMPPROCS'] = str(make_jobs) builder = Executable(self.build_script) builder(*args) def install(self, spec, prefix): """Install under the projectdir""" mkdirp(self.projectdir) projdir = os.path.basename(self.projectdir) # Filtering: bashrc, cshrc edits = { 'WM_PROJECT_INST_DIR': os.path.dirname(self.projectdir), 'WM_PROJECT_DIR': join_path('$WM_PROJECT_INST_DIR', projdir), } # All top-level files, except spack build info and possibly Allwmake if '+source' in spec: ignored = re.compile(r'^spack-.*') else: ignored = re.compile(r'^(Allwmake|spack-).*') files = [ f for f in glob.glob("*") if os.path.isfile(f) and not ignored.search(f) ] for f in files: install(f, self.projectdir) # Having wmake and ~source is actually somewhat pointless... # Install 'etc' before 'bin' (for symlinks) # META-INFO for 1812 and later (or backported) dirs = ['META-INFO', 'etc', 'bin', 'wmake'] if '+source' in spec: dirs.extend(['applications', 'src', 'tutorials']) for d in dirs: if os.path.isdir(d): install_tree( d, join_path(self.projectdir, d), symlinks=True) dirs = ['platforms'] if '+source' in spec: dirs.extend(['doc']) # Install platforms (and doc) skipping intermediate targets relative_ignore_paths = ['src', 'applications', 'html', 'Guides'] ignore = lambda p: p in relative_ignore_paths for d in dirs: install_tree( d, join_path(self.projectdir, d), ignore=ignore, symlinks=True) etc_dir = join_path(self.projectdir, 'etc') rewrite_environ_files( # Adjust etc/bashrc and etc/cshrc edits, posix=join_path(etc_dir, 'bashrc'), cshell=join_path(etc_dir, 'cshrc')) self.install_links() def install_links(self): """Add symlinks into bin/, lib/ (eg, for other applications)""" # Make build log visible - it contains OpenFOAM-specific information with working_dir(self.projectdir): os.symlink( join_path(os.path.relpath(self.install_log_path)), join_path('log.' + str(self.foam_arch))) if not self.config['link']: return # ln -s platforms/linux64GccXXX/lib lib with working_dir(self.projectdir): if os.path.isdir(self.archlib): os.symlink(self.archlib, 'lib') # (cd bin && ln -s ../platforms/linux64GccXXX/bin/* .) with working_dir(join_path(self.projectdir, 'bin')): for f in [ f for f in glob.glob(join_path('..', self.archbin, "*")) if os.path.isfile(f) ]: os.symlink(f, os.path.basename(f))
rspavel/spack
var/spack/repos/builtin/packages/openfoam-org/package.py
Python
lgpl-2.1
15,258
[ "ParaView" ]
ac1f0bc4fe7a1eed2ad7a0aab3e9d216353230dac11cdd2bfe7da2513853cea4
# This file contains waf optimisations for Samba # most of these optimisations are possible because of the restricted build environment # that Samba has. For example, Samba doesn't attempt to cope with Win32 paths during the # build, and Samba doesn't need build varients # overall this makes some build tasks quite a bit faster import os import Build, Utils, Node from TaskGen import feature, after, before import preproc @feature('c', 'cc', 'cxx') @after('apply_type_vars', 'apply_lib_vars', 'apply_core') def apply_incpaths(self): lst = [] try: kak = self.bld.kak except AttributeError: kak = self.bld.kak = {} # TODO move the uselib processing out of here for lib in self.to_list(self.uselib): for path in self.env['CPPPATH_' + lib]: if not path in lst: lst.append(path) if preproc.go_absolute: for path in preproc.standard_includes: if not path in lst: lst.append(path) for path in self.to_list(self.includes): if not path in lst: if preproc.go_absolute or path[0] != '/': # os.path.isabs(path): lst.append(path) else: self.env.prepend_value('CPPPATH', path) for path in lst: node = None if path[0] == '/': # os.path.isabs(path): if preproc.go_absolute: node = self.bld.root.find_dir(path) elif path[0] == '#': node = self.bld.srcnode if len(path) > 1: try: node = kak[path] except KeyError: kak[path] = node = node.find_dir(path[1:]) else: try: node = kak[(self.path.id, path)] except KeyError: kak[(self.path.id, path)] = node = self.path.find_dir(path) if node: self.env.append_value('INC_PATHS', node) @feature('c', 'cc') @after('apply_incpaths') def apply_obj_vars_cc(self): """after apply_incpaths for INC_PATHS""" env = self.env app = env.append_unique cpppath_st = env['CPPPATH_ST'] lss = env['_CCINCFLAGS'] try: cac = self.bld.cac except AttributeError: cac = self.bld.cac = {} # local flags come first # set the user-defined includes paths for i in env['INC_PATHS']: try: lss.extend(cac[i.id]) except KeyError: cac[i.id] = [cpppath_st % i.bldpath(env), cpppath_st % i.srcpath(env)] lss.extend(cac[i.id]) env['_CCINCFLAGS'] = lss # set the library include paths for i in env['CPPPATH']: app('_CCINCFLAGS', cpppath_st % i) import Node, Environment def vari(self): return "default" Environment.Environment.variant = vari def variant(self, env): if not env: return 0 elif self.id & 3 == Node.FILE: return 0 else: return "default" Node.Node.variant = variant import TaskGen, Task def create_task(self, name, src=None, tgt=None): task = Task.TaskBase.classes[name](self.env, generator=self) if src: task.set_inputs(src) if tgt: task.set_outputs(tgt) return task TaskGen.task_gen.create_task = create_task def hash_constraints(self): a = self.attr sum = hash((str(a('before', '')), str(a('after', '')), str(a('ext_in', '')), str(a('ext_out', '')), self.__class__.maxjobs)) return sum Task.TaskBase.hash_constraints = hash_constraints def hash_env_vars(self, env, vars_lst): idx = str(id(env)) + str(vars_lst) try: return self.cache_sig_vars[idx] except KeyError: pass m = Utils.md5() m.update(''.join([str(env[a]) for a in vars_lst])) ret = self.cache_sig_vars[idx] = m.digest() return ret Build.BuildContext.hash_env_vars = hash_env_vars def store_fast(self, filename): file = open(filename, 'wb') data = self.get_merged_dict() try: Build.cPickle.dump(data, file, -1) finally: file.close() Environment.Environment.store_fast = store_fast def load_fast(self, filename): file = open(filename, 'rb') try: data = Build.cPickle.load(file) finally: file.close() self.table.update(data) Environment.Environment.load_fast = load_fast def is_this_a_static_lib(self, name): try: cache = self.cache_is_this_a_static_lib except AttributeError: cache = self.cache_is_this_a_static_lib = {} try: return cache[name] except KeyError: ret = cache[name] = 'cstaticlib' in self.bld.get_tgen_by_name(name).features return ret TaskGen.task_gen.is_this_a_static_lib = is_this_a_static_lib def shared_ancestors(self): try: cache = self.cache_is_this_a_static_lib except AttributeError: cache = self.cache_is_this_a_static_lib = {} try: return cache[id(self)] except KeyError: ret = [] if 'cshlib' in self.features: # or 'cprogram' in self.features: if getattr(self, 'uselib_local', None): lst = self.to_list(self.uselib_local) ret = [x for x in lst if not self.is_this_a_static_lib(x)] cache[id(self)] = ret return ret TaskGen.task_gen.shared_ancestors = shared_ancestors @feature('c', 'cc', 'cxx') @after('apply_link', 'init_cc', 'init_cxx', 'apply_core') def apply_lib_vars(self): """after apply_link because of 'link_task' after default_cc because of the attribute 'uselib'""" # after 'apply_core' in case if 'cc' if there is no link env = self.env app = env.append_value seen_libpaths = set([]) # OPTIMIZATION 1: skip uselib variables already added (700ms) seen_uselib = set([]) # 1. the case of the libs defined in the project (visit ancestors first) # the ancestors external libraries (uselib) will be prepended self.uselib = self.to_list(self.uselib) names = self.to_list(self.uselib_local) seen = set([]) tmp = Utils.deque(names) # consume a copy of the list of names while tmp: lib_name = tmp.popleft() # visit dependencies only once if lib_name in seen: continue y = self.get_tgen_by_name(lib_name) if not y: raise Utils.WafError('object %r was not found in uselib_local (required by %r)' % (lib_name, self.name)) y.post() seen.add(lib_name) # OPTIMIZATION 2: pre-compute ancestors shared libraries (100ms) tmp.extend(y.shared_ancestors()) # link task and flags if getattr(y, 'link_task', None): link_name = y.target[y.target.rfind('/') + 1:] if 'cstaticlib' in y.features: app('STATICLIB', link_name) elif 'cshlib' in y.features or 'cprogram' in y.features: # WARNING some linkers can link against programs app('LIB', link_name) # the order self.link_task.set_run_after(y.link_task) # for the recompilation dep_nodes = getattr(self.link_task, 'dep_nodes', []) self.link_task.dep_nodes = dep_nodes + y.link_task.outputs # OPTIMIZATION 3: reduce the amount of function calls # add the link path too par = y.link_task.outputs[0].parent if id(par) not in seen_libpaths: seen_libpaths.add(id(par)) tmp_path = par.bldpath(self.env) if not tmp_path in env['LIBPATH']: env.prepend_value('LIBPATH', tmp_path) # add ancestors uselib too - but only propagate those that have no staticlib for v in self.to_list(y.uselib): if v not in seen_uselib: seen_uselib.add(v) if not env['STATICLIB_' + v]: if not v in self.uselib: self.uselib.insert(0, v) # 2. the case of the libs defined outside for x in self.uselib: for v in self.p_flag_vars: val = self.env[v + '_' + x] if val: self.env.append_value(v, val) @feature('cprogram', 'cshlib', 'cstaticlib') @after('apply_lib_vars') @before('apply_obj_vars') def samba_before_apply_obj_vars(self): """before apply_obj_vars for uselib, this removes the standard pathes""" def is_standard_libpath(env, path): for _path in env.STANDARD_LIBPATH: if _path == os.path.normpath(path): return True return False v = self.env for i in v['RPATH']: if is_standard_libpath(v, i): v['RPATH'].remove(i) for i in v['LIBPATH']: if is_standard_libpath(v, i): v['LIBPATH'].remove(i)
abartlet/samba
buildtools/wafsamba/samba_optimisation.py
Python
gpl-3.0
8,773
[ "VisIt" ]
79422bf253a09d6311564f526c1982118aaae58d69ed63d5a859f16ef420717d
""" ================================ Workshop: Dartmouth College 2010 ================================ First lets go to the directory with the data we'll be working on and start the interactive python interpreter (with some nipype specific configuration). Note that nipype does not need to be run through ipython - it is just much nicer to do interactive work in it. .. sourcecode:: bash cd $TDPATH ipython -p nipype For every neuroimaging procedure supported by nipype there exists a wrapper - a small piece of code managing the underlying software (FSL, SPM, AFNI etc.). We call those interfaces. They are standarised so we can hook them up together. Lets have a look at some of them. .. sourcecode:: ipython In [1]: import nipype.interfaces.fsl as fsl In [2]: fsl.BET.help() Inputs ------ Mandatory: in_file: input file to skull strip Optional: args: Additional parameters to the command center: center of gravity in voxels environ: Environment variables (default={}) frac: fractional intensity threshold functional: apply to 4D fMRI data mutually exclusive: functional, reduce_bias mask: create binary mask image mesh: generate a vtk mesh brain surface no_output: Don't generate segmented output out_file: name of output skull stripped image outline: create surface outline image output_type: FSL output type radius: head radius reduce_bias: bias field and neck cleanup mutually exclusive: functional, reduce_bias skull: create skull image threshold: apply thresholding to segmented brain image and mask vertical_gradient: vertical gradient in fractional intensity threshold (-1, 1) Outputs ------- mask_file: path/name of binary brain mask (if generated) meshfile: path/name of vtk mesh file (if generated) out_file: path/name of skullstripped file outline_file: path/name of outline file (if generated) In [3]: import nipype.interfaces.freesurfer as fs In [4]: fs.Smooth.help() Inputs ------ Mandatory: in_file: source volume num_iters: number of iterations instead of fwhm mutually exclusive: surface_fwhm reg_file: registers volume to surface anatomical surface_fwhm: surface FWHM in mm mutually exclusive: num_iters requires: reg_file Optional: args: Additional parameters to the command environ: Environment variables (default={}) proj_frac: project frac of thickness a long surface normal mutually exclusive: proj_frac_avg proj_frac_avg: average a long normal min max delta mutually exclusive: proj_frac smoothed_file: output volume subjects_dir: subjects directory vol_fwhm: volumesmoothing outside of surface Outputs ------- args: Additional parameters to the command environ: Environment variables smoothed_file: smoothed input volume subjects_dir: subjects directory You can read about all of the interfaces implemented in nipype at our online documentation at http://nipy.sourceforge.net/nipype/documentation.html#documentation . Check it out now. Using interfaces ---------------- Having interfaces allows us to use third party software (like FSL BET) as function. Look how simple it is. """ import nipype.interfaces.fsl as fsl result = fsl.BET(in_file='data/s1/struct.nii').run() print result """ Running a single program is not much of a breakthrough. Lets run motion correction followed by smoothing (isotropic - in other words not using SUSAN). Notice that in the first line we are setting the output data type for all FSL interfaces. """ fsl.FSLCommand.set_default_output_type('NIFTI_GZ') result1 = fsl.MCFLIRT(in_file='data/s1/f3.nii').run() result2 = fsl.Smooth(in_file='f3_mcf.nii.gz', fwhm=6).run() """ Simple workflow --------------- In the previous example we knew that fsl.MCFLIRT will produce a file called f3_mcf.nii.gz and we have hard coded this as an input to fsl.Smooth. This is quite limited, but luckily nipype supports joining interfaces in pipelines. This way output of one interface will be used as an input of another without having to hard code anything. Before connecting Interfaces we need to put them into (separate) Nodes and give them unique names. This way every interface will process data in a separate folder. """ import nipype.pipeline.engine as pe import os motion_correct = pe.Node(interface=fsl.MCFLIRT(in_file=os.path.abspath('data/s1/f3.nii')), name="motion_correct") smooth = pe.Node(interface=fsl.Smooth(fwhm=6), name="smooth") motion_correct_and_smooth = pe.Workflow(name="motion_correct_and_smooth") motion_correct_and_smooth.base_dir = os.path.abspath('.') # define where will be the root folder for the workflow motion_correct_and_smooth.connect([ (motion_correct, smooth, [('out_file', 'in_file')]) ]) # we are connecting 'out_file' output of motion_correct to 'in_file' input of smooth motion_correct_and_smooth.run() """ Another workflow ---------------- Another example of a simple workflow (calculate the mean of fMRI signal and subtract it). This time we'll be assigning inputs after defining the workflow. """ calc_mean = pe.Node(interface=fsl.ImageMaths(), name="calc_mean") calc_mean.inputs.op_string = "-Tmean" subtract = pe.Node(interface=fsl.ImageMaths(), name="subtract") subtract.inputs.op_string = "-sub" demean = pe.Workflow(name="demean") demean.base_dir = os.path.abspath('.') demean.connect([ (calc_mean, subtract, [('out_file', 'in_file2')]) ]) demean.inputs.calc_mean.in_file = os.path.abspath('data/s1/f3.nii') demean.inputs.subtract.in_file = os.path.abspath('data/s1/f3.nii') demean.run() """ Reusing workflows ----------------- The beauty of the workflows is that they are reusable. We can just import a workflow made by someone else and feed it with our data. """ from fmri_fsl import preproc preproc.base_dir = os.path.abspath('.') preproc.inputs.inputspec.func = os.path.abspath('data/s1/f3.nii') preproc.inputs.inputspec.struct = os.path.abspath('data/s1/struct.nii') preproc.run() """ ... and we can run it again and it won't actually rerun anything because none of the parameters have changed. """ preproc.run() """ ... and we can change a parameter and run it again. Only the dependent nodes are rerun and that too only if the input state has changed. """ preproc.inputs.meanfuncmask.frac = 0.5 preproc.run() """ Visualizing workflows 1 ----------------------- So what did we run in this precanned workflow """ preproc.write_graph() """ Datasink -------- Datasink is a special interface for copying and arranging results. """ import nipype.interfaces.io as nio preproc.inputs.inputspec.func = os.path.abspath('data/s1/f3.nii') preproc.inputs.inputspec.struct = os.path.abspath('data/s1/struct.nii') datasink = pe.Node(interface=nio.DataSink(),name='sinker') preprocess = pe.Workflow(name='preprocout') preprocess.base_dir = os.path.abspath('.') preprocess.connect([ (preproc, datasink, [('meanfunc2.out_file', 'meanfunc'), ('maskfunc3.out_file', 'funcruns')]) ]) preprocess.run() """ Datagrabber ----------- Datagrabber is (surprise, surprise) an interface for collecting files from hard drive. It is very flexible and supports almost any file organisation of your data you can imagine. """ datasource1 = nio.DataGrabber() datasource1.inputs.template = 'data/s1/f3.nii' datasource1.inputs.sort_filelist = True results = datasource1.run() print results.outputs datasource2 = nio.DataGrabber() datasource2.inputs.template = 'data/s*/f*.nii' datasource2.inputs.sort_filelist = True results = datasource2.run() print results.outputs datasource3 = nio.DataGrabber(infields=['run']) datasource3.inputs.template = 'data/s1/f%d.nii' datasource3.inputs.sort_filelist = True datasource3.inputs.run = [3, 7] results = datasource3.run() print results.outputs datasource4 = nio.DataGrabber(infields=['subject_id', 'run']) datasource4.inputs.template = 'data/%s/f%d.nii' datasource4.inputs.sort_filelist = True datasource4.inputs.run = [3, 7] datasource4.inputs.subject_id = ['s1', 's3'] results = datasource4.run() print results.outputs """ Iterables --------- Iterables is a special field of the Node class that enables to iterate all workfloes/nodes connected to it over some parameters. Here we'll use it to iterate over two subjects. """ import nipype.interfaces.utility as util infosource = pe.Node(interface=util.IdentityInterface(fields=['subject_id']), name="infosource") infosource.iterables = ('subject_id', ['s1', 's3']) datasource = pe.Node(nio.DataGrabber(infields=['subject_id'], outfields=['func', 'struct']), name="datasource") datasource.inputs.template = '%s/%s.nii' datasource.inputs.base_directory = os.path.abspath('data') datasource.inputs.template_args = dict(func=[['subject_id','f3']], struct=[['subject_id','struct']]) datasource.inputs.sort_filelist = True my_workflow = pe.Workflow(name="my_workflow") my_workflow.base_dir = os.path.abspath('.') my_workflow.connect([(infosource, datasource, [('subject_id', 'subject_id')]), (datasource, preproc, [('func', 'inputspec.func'), ('struct', 'inputspec.struct')])]) my_workflow.run() """ and we can change a node attribute and run it again """ smoothnode = my_workflow.get_node('preproc.smooth') assert(str(smoothnode)=='preproc.smooth') smoothnode.iterables = ('fwhm', [5.,10.]) my_workflow.run() """ Visualizing workflows 2 ----------------------- In the case of nested workflows, we might want to look at expanded forms of the workflow. """
rameshvs/nipype
examples/workshop_dartmouth_2010.py
Python
bsd-3-clause
9,842
[ "VTK" ]
0792ebc0c2ff6e387fa9f3771deebaac8e0fd843d12f65a9bbc7ea37e46c2a1c
# coding=utf-8 # Copyright 2016 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Visitor class for traversing Python statements.""" from __future__ import unicode_literals import string import textwrap from grumpy.compiler import block from grumpy.compiler import expr from grumpy.compiler import expr_visitor from grumpy.compiler import imputil from grumpy.compiler import util from grumpy.pythonparser import algorithm from grumpy.pythonparser import ast _NATIVE_TYPE_PREFIX = 'type_' # Partial list of known vcs for go module import # Full list can be found at https://golang.org/src/cmd/go/vcs.go # TODO: Use official vcs.go module instead of partial list _KNOWN_VCS = [ 'golang.org', 'github.com', 'bitbucket.org', 'git.apache.org', 'git.openstack.org', 'launchpad.net' ] _nil_expr = expr.nil_expr class StatementVisitor(algorithm.Visitor): """Outputs Go statements to a Writer for the given Python nodes.""" # pylint: disable=invalid-name,missing-docstring def __init__(self, block_, future_node=None): self.block = block_ self.future_node = future_node self.writer = util.Writer() self.expr_visitor = expr_visitor.ExprVisitor(self) def generic_visit(self, node): msg = 'node not yet implemented: {}'.format(type(node).__name__) raise util.ParseError(node, msg) def visit_expr(self, node): return self.expr_visitor.visit(node) def visit_Assert(self, node): self._write_py_context(node.lineno) # TODO: Only evaluate msg if cond is false. with self.visit_expr(node.msg) if node.msg else _nil_expr as msg,\ self.visit_expr(node.test) as cond: self.writer.write_checked_call1( 'πg.Assert(πF, {}, {})', cond.expr, msg.expr) def visit_AugAssign(self, node): op_type = type(node.op) if op_type not in StatementVisitor._AUG_ASSIGN_TEMPLATES: fmt = 'augmented assignment op not implemented: {}' raise util.ParseError(node, fmt.format(op_type.__name__)) self._write_py_context(node.lineno) with self.visit_expr(node.target) as target,\ self.visit_expr(node.value) as value,\ self.block.alloc_temp() as temp: self.writer.write_checked_call2( temp, StatementVisitor._AUG_ASSIGN_TEMPLATES[op_type], lhs=target.expr, rhs=value.expr) self._assign_target(node.target, temp.expr) def visit_Assign(self, node): self._write_py_context(node.lineno) with self.visit_expr(node.value) as value: for target in node.targets: self._tie_target(target, value.expr) def visit_Break(self, node): if not self.block.loop_stack: raise util.ParseError(node, "'break' not in loop") self._write_py_context(node.lineno) self.writer.write_tmpl(textwrap.dedent("""\ $breakvar = true continue"""), breakvar=self.block.top_loop().breakvar.name) def visit_ClassDef(self, node): # Since we only care about global vars, we end up throwing away the locals # collected by BlockVisitor. But use it anyway since it buys us detection of # assignment to vars that are later declared global. block_visitor = block.BlockVisitor() for child in node.body: block_visitor.visit(child) global_vars = {v.name for v in block_visitor.vars.values() if v.type == block.Var.TYPE_GLOBAL} # Visit all the statements inside body of the class definition. body_visitor = StatementVisitor(block.ClassBlock( self.block, node.name, global_vars), self.future_node) # Indent so that the function body is aligned with the goto labels. with body_visitor.writer.indent_block(): body_visitor._visit_each(node.body) # pylint: disable=protected-access self._write_py_context(node.lineno) with self.block.alloc_temp('*πg.Dict') as cls, \ self.block.alloc_temp() as mod_name, \ self.block.alloc_temp('[]*πg.Object') as bases, \ self.block.alloc_temp() as meta: self.writer.write('{} = make([]*πg.Object, {})'.format( bases.expr, len(node.bases))) for i, b in enumerate(node.bases): with self.visit_expr(b) as b: self.writer.write('{}[{}] = {}'.format(bases.expr, i, b.expr)) self.writer.write('{} = πg.NewDict()'.format(cls.name)) self.writer.write_checked_call2( mod_name, 'πF.Globals().GetItem(πF, {}.ToObject())', self.block.root.intern('__name__')) self.writer.write_checked_call1( '{}.SetItem(πF, {}.ToObject(), {})', cls.expr, self.block.root.intern('__module__'), mod_name.expr) tmpl = textwrap.dedent(""" _, πE = πg.NewCode($name, $filename, nil, 0, func(πF *πg.Frame, _ []*πg.Object) (*πg.Object, *πg.BaseException) { \tπClass := $cls \t_ = πClass""") self.writer.write_tmpl(tmpl, name=util.go_str(node.name), filename=util.go_str(self.block.root.filename), cls=cls.expr) with self.writer.indent_block(): self.writer.write_temp_decls(body_visitor.block) self.writer.write_block(body_visitor.block, body_visitor.writer.getvalue()) self.writer.write('return nil, nil') tmpl = textwrap.dedent("""\ }).Eval(πF, πF.Globals(), nil, nil) if πE != nil { \tcontinue } if $meta, πE = $cls.GetItem(πF, $metaclass_str.ToObject()); πE != nil { \tcontinue } if $meta == nil { \t$meta = πg.TypeType.ToObject() }""") self.writer.write_tmpl( tmpl, meta=meta.name, cls=cls.expr, metaclass_str=self.block.root.intern('__metaclass__')) with self.block.alloc_temp() as type_: type_expr = ('{}.Call(πF, []*πg.Object{{πg.NewStr({}).ToObject(), ' 'πg.NewTuple({}...).ToObject(), {}.ToObject()}}, nil)') self.writer.write_checked_call2( type_, type_expr, meta.expr, util.go_str(node.name), bases.expr, cls.expr) self.block.bind_var(self.writer, node.name, type_.expr) def visit_Continue(self, node): if not self.block.loop_stack: raise util.ParseError(node, "'continue' not in loop") self._write_py_context(node.lineno) self.writer.write('continue') def visit_Delete(self, node): self._write_py_context(node.lineno) for target in node.targets: if isinstance(target, ast.Attribute): with self.visit_expr(target.value) as t: self.writer.write_checked_call1( 'πg.DelAttr(πF, {}, {})', t.expr, self.block.root.intern(target.attr)) elif isinstance(target, ast.Name): self.block.del_var(self.writer, target.id) elif isinstance(target, ast.Subscript): with self.visit_expr(target.value) as t,\ self.visit_expr(target.slice) as index: self.writer.write_checked_call1('πg.DelItem(πF, {}, {})', t.expr, index.expr) else: msg = 'del target not implemented: {}'.format(type(target).__name__) raise util.ParseError(node, msg) def visit_Expr(self, node): self._write_py_context(node.lineno) self.visit_expr(node.value).free() def visit_For(self, node): with self.block.alloc_temp() as i: with self.visit_expr(node.iter) as iter_expr: self.writer.write_checked_call2(i, 'πg.Iter(πF, {})', iter_expr.expr) def testfunc(testvar): with self.block.alloc_temp() as n: self.writer.write_tmpl(textwrap.dedent("""\ if $n, πE = πg.Next(πF, $i); πE != nil { \tisStop, exc := πg.IsInstance(πF, πE.ToObject(), πg.StopIterationType.ToObject()) \tif exc != nil { \t\tπE = exc \t} else if isStop { \t\tπE = nil \t\tπF.RestoreExc(nil, nil) \t} \t$testvar = !isStop } else { \t$testvar = true"""), n=n.name, i=i.expr, testvar=testvar.name) with self.writer.indent_block(): self._tie_target(node.target, n.expr) self.writer.write('}') self._visit_loop(testfunc, node) def visit_FunctionDef(self, node): self._write_py_context(node.lineno + len(node.decorator_list)) func = self.visit_function_inline(node) self.block.bind_var(self.writer, node.name, func.expr) while node.decorator_list: decorator = node.decorator_list.pop() wrapped = ast.Name(id=node.name) decorated = ast.Call(func=decorator, args=[wrapped], keywords=[], starargs=None, kwargs=None) target = ast.Assign(targets=[wrapped], value=decorated, loc=node.loc) self.visit_Assign(target) def visit_Global(self, node): self._write_py_context(node.lineno) def visit_If(self, node): # Collect the nodes for each if/elif/else body and write the dispatching # switch statement. bodies = [] # An elif clause is represented as a single If node within the orelse # section of the previous If node. Thus this loop terminates once we are # done all the elif clauses at which time the orelse var will contain the # nodes (if any) for the else clause. orelse = [node] while len(orelse) == 1 and isinstance(orelse[0], ast.If): ifnode = orelse[0] with self.visit_expr(ifnode.test) as cond: label = self.block.genlabel() # We goto the body of the if statement instead of executing it inline # because the body itself may be a goto target and Go does not support # jumping to targets inside a block. with self.block.alloc_temp('bool') as is_true: self.writer.write_tmpl(textwrap.dedent("""\ if $is_true, πE = πg.IsTrue(πF, $cond); πE != nil { \tcontinue } if $is_true { \tgoto Label$label }"""), is_true=is_true.name, cond=cond.expr, label=label) bodies.append((label, ifnode.body, ifnode.lineno)) orelse = ifnode.orelse default_label = end_label = self.block.genlabel() if orelse: end_label = self.block.genlabel() # The else is not represented by ast and thus there is no lineno. bodies.append((default_label, orelse, None)) self.writer.write('goto Label{}'.format(default_label)) # Write the body of each clause. for label, body, lineno in bodies: if lineno: self._write_py_context(lineno) self.writer.write_label(label) self._visit_each(body) self.writer.write('goto Label{}'.format(end_label)) self.writer.write_label(end_label) def visit_Import(self, node): self._write_py_context(node.lineno) for imp in self.block.root.importer.visit(node): self._import_and_bind(imp) def visit_ImportFrom(self, node): self._write_py_context(node.lineno) if node.module == '__future__' and node != self.future_node: raise util.LateFutureError(node) for imp in self.block.root.importer.visit(node): self._import_and_bind(imp) def visit_Module(self, node): self._visit_each(node.body) def visit_Pass(self, node): self._write_py_context(node.lineno) def visit_Print(self, node): if self.block.root.future_features.print_function: raise util.ParseError(node, 'syntax error (print is not a keyword)') self._write_py_context(node.lineno) with self.block.alloc_temp('[]*πg.Object') as args: self.writer.write('{} = make([]*πg.Object, {})'.format( args.expr, len(node.values))) for i, v in enumerate(node.values): with self.visit_expr(v) as arg: self.writer.write('{}[{}] = {}'.format(args.expr, i, arg.expr)) self.writer.write_checked_call1('πg.Print(πF, {}, {})', args.expr, 'true' if node.nl else 'false') def visit_Raise(self, node): with self.visit_expr(node.exc) if node.exc else _nil_expr as t,\ self.visit_expr(node.inst) if node.inst else _nil_expr as inst,\ self.visit_expr(node.tback) if node.tback else _nil_expr as tb: if node.inst: assert node.exc, 'raise had inst but no type' if node.tback: assert node.inst, 'raise had tback but no inst' self._write_py_context(node.lineno) self.writer.write('πE = πF.Raise({}, {}, {})'.format( t.expr, inst.expr, tb.expr)) self.writer.write('continue') def visit_Return(self, node): assert isinstance(self.block, block.FunctionBlock) self._write_py_context(node.lineno) if self.block.is_generator and node.value: raise util.ParseError(node, 'returning a value in a generator function') if node.value: with self.visit_expr(node.value) as value: self.writer.write('πR = {}'.format(value.expr)) else: self.writer.write('πR = πg.None') self.writer.write('continue') def visit_Try(self, node): # The general structure generated by this method is shown below: # # checkpoints.Push(Except) # <try body> # Checkpoints.Pop() # <else body> # goto Finally # Except: # <dispatch table> # Handler1: # <handler 1 body> # Checkpoints.Pop() // Finally # goto Finally # Handler2: # <handler 2 body> # Checkpoints.Pop() // Finally # goto Finally # ... # Finally: # <finally body> # # The dispatch table maps the current exception to the appropriate handler # label according to the exception clauses. # Write the try body. self._write_py_context(node.lineno) finally_label = self.block.genlabel(is_checkpoint=bool(node.finalbody)) if node.finalbody: self.writer.write('πF.PushCheckpoint({})'.format(finally_label)) except_label = None if node.handlers: except_label = self.block.genlabel(is_checkpoint=True) self.writer.write('πF.PushCheckpoint({})'.format(except_label)) self._visit_each(node.body) if except_label: self.writer.write('πF.PopCheckpoint()') # except_label if node.orelse: self._visit_each(node.orelse) if node.finalbody: self.writer.write('πF.PopCheckpoint()') # finally_label self.writer.write('goto Label{}'.format(finally_label)) with self.block.alloc_temp('*πg.BaseException') as exc: if except_label: with self.block.alloc_temp('*πg.Traceback') as tb: self.writer.write_label(except_label) self.writer.write_tmpl(textwrap.dedent("""\ if πE == nil { continue } πE = nil $exc, $tb = πF.ExcInfo()"""), exc=exc.expr, tb=tb.expr) handler_labels = self._write_except_dispatcher( exc.expr, tb.expr, node.handlers) # Write the bodies of each of the except handlers. for handler_label, except_node in zip(handler_labels, node.handlers): self._write_except_block(handler_label, exc.expr, except_node) if node.finalbody: self.writer.write('πF.PopCheckpoint()') # finally_label self.writer.write('goto Label{}'.format(finally_label)) # Write the finally body. self.writer.write_label(finally_label) if node.finalbody: with self.block.alloc_temp('*πg.Traceback') as tb: self.writer.write('{}, {} = πF.RestoreExc(nil, nil)'.format( exc.expr, tb.expr)) self._visit_each(node.finalbody) self.writer.write_tmpl(textwrap.dedent("""\ if $exc != nil { \tπE = πF.Raise($exc.ToObject(), nil, $tb.ToObject()) \tcontinue } if πR != nil { \tcontinue }"""), exc=exc.expr, tb=tb.expr) def visit_While(self, node): self._write_py_context(node.lineno) def testfunc(testvar): with self.visit_expr(node.test) as cond: self.writer.write_checked_call2( testvar, 'πg.IsTrue(πF, {})', cond.expr) self._visit_loop(testfunc, node) def visit_With(self, node): assert len(node.items) == 1, 'multiple items in a with not yet supported' item = node.items[0] self._write_py_context(node.loc.line()) # mgr := EXPR with self.visit_expr(item.context_expr) as mgr,\ self.block.alloc_temp() as exit_func,\ self.block.alloc_temp() as value: # The code here has a subtle twist: It gets the exit function attribute # from the class, not from the object. This matches the pseudo code from # PEP 343 exactly, and is very close to what CPython actually does. (The # CPython implementation actually uses a special lookup which is performed # on the object, but skips the instance dictionary: see ceval.c and # lookup_maybe in typeobject.c.) # exit := type(mgr).__exit__ self.writer.write_checked_call2( exit_func, 'πg.GetAttr(πF, {}.Type().ToObject(), {}, nil)', mgr.expr, self.block.root.intern('__exit__')) # value := type(mgr).__enter__(mgr) self.writer.write_checked_call2( value, 'πg.GetAttr(πF, {}.Type().ToObject(), {}, nil)', mgr.expr, self.block.root.intern('__enter__')) self.writer.write_checked_call2( value, '{}.Call(πF, πg.Args{{{}}}, nil)', value.expr, mgr.expr) finally_label = self.block.genlabel(is_checkpoint=True) self.writer.write('πF.PushCheckpoint({})'.format(finally_label)) if item.optional_vars: self._tie_target(item.optional_vars, value.expr) self._visit_each(node.body) self.writer.write('πF.PopCheckpoint()') self.writer.write_label(finally_label) with self.block.alloc_temp() as swallow_exc,\ self.block.alloc_temp('bool') as swallow_exc_bool,\ self.block.alloc_temp('*πg.BaseException') as exc,\ self.block.alloc_temp('*πg.Traceback') as tb,\ self.block.alloc_temp('*πg.Type') as t: # temp := exit(mgr, *sys.exec_info()) tmpl = """\ $exc, $tb = nil, nil if πE != nil { \t$exc, $tb = πF.ExcInfo() } if $exc != nil { \t$t = $exc.Type() \tif $swallow_exc, πE = $exit_func.Call(πF, πg.Args{$mgr, $t.ToObject(), $exc.ToObject(), $tb.ToObject()}, nil); πE != nil { \t\tcontinue \t} } else { \tif $swallow_exc, πE = $exit_func.Call(πF, πg.Args{$mgr, πg.None, πg.None, πg.None}, nil); πE != nil { \t\tcontinue \t} } """ self.writer.write_tmpl( textwrap.dedent(tmpl), exc=exc.expr, tb=tb.expr, t=t.name, mgr=mgr.expr, exit_func=exit_func.expr, swallow_exc=swallow_exc.name) # if Exc != nil && swallow_exc != true { # Raise(nil, nil) # } self.writer.write_checked_call2( swallow_exc_bool, 'πg.IsTrue(πF, {})', swallow_exc.expr) self.writer.write_tmpl(textwrap.dedent("""\ if $exc != nil && $swallow_exc != true { \tπE = πF.Raise(nil, nil, nil) \tcontinue } if πR != nil { \tcontinue }"""), exc=exc.expr, swallow_exc=swallow_exc_bool.expr) def visit_function_inline(self, node): """Returns an GeneratedExpr for a function with the given body.""" # First pass collects the names of locals used in this function. Do this in # a separate pass so that we know whether to resolve a name as a local or a # global during the second pass. func_visitor = block.FunctionBlockVisitor(node) for child in node.body: func_visitor.visit(child) func_block = block.FunctionBlock(self.block, node.name, func_visitor.vars, func_visitor.is_generator) visitor = StatementVisitor(func_block, self.future_node) # Indent so that the function body is aligned with the goto labels. with visitor.writer.indent_block(): visitor._visit_each(node.body) # pylint: disable=protected-access result = self.block.alloc_temp() with self.block.alloc_temp('[]πg.Param') as func_args: args = node.args argc = len(args.args) self.writer.write('{} = make([]πg.Param, {})'.format( func_args.expr, argc)) # The list of defaults only contains args for which a default value is # specified so pad it with None to make it the same length as args. defaults = [None] * (argc - len(args.defaults)) + args.defaults for i, (a, d) in enumerate(zip(args.args, defaults)): with self.visit_expr(d) if d else expr.nil_expr as default: tmpl = '$args[$i] = πg.Param{Name: $name, Def: $default}' self.writer.write_tmpl(tmpl, args=func_args.expr, i=i, name=util.go_str(a.arg), default=default.expr) flags = [] if args.vararg: flags.append('πg.CodeFlagVarArg') if args.kwarg: flags.append('πg.CodeFlagKWArg') # The function object gets written to a temporary writer because we need # it as an expression that we subsequently bind to some variable. self.writer.write_tmpl( '$result = πg.NewFunction(πg.NewCode($name, $filename, $args, ' '$flags, func(πF *πg.Frame, πArgs []*πg.Object) ' '(*πg.Object, *πg.BaseException) {', result=result.name, name=util.go_str(node.name), filename=util.go_str(self.block.root.filename), args=func_args.expr, flags=' | '.join(flags) if flags else 0) with self.writer.indent_block(): for var in func_block.vars.values(): if var.type != block.Var.TYPE_GLOBAL: fmt = 'var {0} *πg.Object = {1}; _ = {0}' self.writer.write(fmt.format( util.adjust_local_name(var.name), var.init_expr)) self.writer.write_temp_decls(func_block) self.writer.write('var πR *πg.Object; _ = πR') self.writer.write('var πE *πg.BaseException; _ = πE') if func_block.is_generator: self.writer.write( 'return πg.NewGenerator(πF, func(πSent *πg.Object) ' '(*πg.Object, *πg.BaseException) {') with self.writer.indent_block(): self.writer.write_block(func_block, visitor.writer.getvalue()) self.writer.write('return nil, πE') self.writer.write('}).ToObject(), nil') else: self.writer.write_block(func_block, visitor.writer.getvalue()) self.writer.write(textwrap.dedent("""\ if πE != nil { \tπR = nil } else if πR == nil { \tπR = πg.None } return πR, πE""")) self.writer.write('}), πF.Globals()).ToObject()') return result _AUG_ASSIGN_TEMPLATES = { ast.Add: 'πg.IAdd(πF, {lhs}, {rhs})', ast.BitAnd: 'πg.IAnd(πF, {lhs}, {rhs})', ast.Div: 'πg.IDiv(πF, {lhs}, {rhs})', ast.FloorDiv: 'πg.IFloorDiv(πF, {lhs}, {rhs})', ast.LShift: 'πg.ILShift(πF, {lhs}, {rhs})', ast.Mod: 'πg.IMod(πF, {lhs}, {rhs})', ast.Mult: 'πg.IMul(πF, {lhs}, {rhs})', ast.BitOr: 'πg.IOr(πF, {lhs}, {rhs})', ast.Pow: 'πg.IPow(πF, {lhs}, {rhs})', ast.RShift: 'πg.IRShift(πF, {lhs}, {rhs})', ast.Sub: 'πg.ISub(πF, {lhs}, {rhs})', ast.BitXor: 'πg.IXor(πF, {lhs}, {rhs})', } def _assign_target(self, target, value): if isinstance(target, ast.Name): self.block.bind_var(self.writer, target.id, value) elif isinstance(target, ast.Attribute): with self.visit_expr(target.value) as obj: self.writer.write_checked_call1( 'πg.SetAttr(πF, {}, {}, {})', obj.expr, self.block.root.intern(target.attr), value) elif isinstance(target, ast.Subscript): with self.visit_expr(target.value) as mapping,\ self.visit_expr(target.slice) as index: self.writer.write_checked_call1('πg.SetItem(πF, {}, {}, {})', mapping.expr, index.expr, value) else: msg = 'assignment target not yet implemented: ' + type(target).__name__ raise util.ParseError(target, msg) def _build_assign_target(self, target, assigns): if isinstance(target, (ast.Tuple, ast.List)): children = [] for elt in target.elts: children.append(self._build_assign_target(elt, assigns)) tmpl = 'πg.TieTarget{Children: []πg.TieTarget{$children}}' return string.Template(tmpl).substitute(children=', '.join(children)) temp = self.block.alloc_temp() assigns.append((target, temp)) tmpl = 'πg.TieTarget{Target: &$temp}' return string.Template(tmpl).substitute(temp=temp.name) def _import_and_bind(self, imp): """Generates code that imports a module and binds it to a variable. Args: imp: Import object representing an import of the form "import x.y.z" or "from x.y import z". Expects only a single binding. """ # Acquire handles to the Code objects in each Go package and call # ImportModule to initialize all modules. with self.block.alloc_temp() as mod, \ self.block.alloc_temp('[]*πg.Object') as mod_slice: self.writer.write_checked_call2( mod_slice, 'πg.ImportModule(πF, {})', util.go_str(imp.name)) # Bind the imported modules or members to variables in the current scope. for binding in imp.bindings: if binding.bind_type == imputil.Import.MODULE: self.writer.write('{} = {}[{}]'.format( mod.name, mod_slice.expr, binding.value)) self.block.bind_var(self.writer, binding.alias, mod.expr) else: self.writer.write('{} = {}[{}]'.format( mod.name, mod_slice.expr, imp.name.count('.'))) # Binding a member of the imported module. with self.block.alloc_temp() as member: self.writer.write_checked_call2( member, 'πg.GetAttr(πF, {}, {}, nil)', mod.expr, self.block.root.intern(binding.value)) self.block.bind_var(self.writer, binding.alias, member.expr) def _tie_target(self, target, value): if isinstance(target, ast.Name): self._assign_target(target, value) return assigns = [] self.writer.write_checked_call1( 'πg.Tie(πF, {}, {})', self._build_assign_target(target, assigns), value) for t, temp in assigns: self._assign_target(t, temp.expr) self.block.free_temp(temp) def _visit_each(self, nodes): for node in nodes: self.visit(node) def _visit_loop(self, testfunc, node): start_label = self.block.genlabel(is_checkpoint=True) else_label = self.block.genlabel(is_checkpoint=True) end_label = self.block.genlabel() with self.block.alloc_temp('bool') as breakvar: self.block.push_loop(breakvar) self.writer.write('πF.PushCheckpoint({})'.format(else_label)) self.writer.write('{} = false'.format(breakvar.name)) self.writer.write_label(start_label) self.writer.write_tmpl(textwrap.dedent("""\ if πE != nil || πR != nil { \tcontinue } if $breakvar { \tπF.PopCheckpoint() \tgoto Label$end_label }"""), breakvar=breakvar.expr, end_label=end_label) with self.block.alloc_temp('bool') as testvar: testfunc(testvar) self.writer.write_tmpl(textwrap.dedent("""\ if πE != nil || !$testvar { \tcontinue } πF.PushCheckpoint($start_label)\ """), testvar=testvar.name, start_label=start_label) self._visit_each(node.body) self.writer.write('continue') # End the loop so that break applies to an outer loop if present. self.block.pop_loop() self.writer.write_label(else_label) self.writer.write(textwrap.dedent("""\ if πE != nil || πR != nil { \tcontinue }""")) if node.orelse: self._visit_each(node.orelse) self.writer.write_label(end_label) def _write_except_block(self, label, exc, except_node): self._write_py_context(except_node.lineno) self.writer.write_label(label) if except_node.name: self.block.bind_var(self.writer, except_node.name.id, '{}.ToObject()'.format(exc)) self._visit_each(except_node.body) self.writer.write('πF.RestoreExc(nil, nil)') def _write_except_dispatcher(self, exc, tb, handlers): """Outputs a Go code that jumps to the appropriate except handler. Args: exc: Go variable holding the current exception. tb: Go variable holding the current exception's traceback. handlers: A list of ast.ExceptHandler nodes. Returns: A list of Go labels indexes corresponding to the exception handlers. Raises: ParseError: Except handlers are in an invalid order. """ handler_labels = [] for i, except_node in enumerate(handlers): handler_labels.append(self.block.genlabel()) if except_node.type: with self.visit_expr(except_node.type) as type_,\ self.block.alloc_temp('bool') as is_inst: self.writer.write_checked_call2( is_inst, 'πg.IsInstance(πF, {}.ToObject(), {})', exc, type_.expr) self.writer.write_tmpl(textwrap.dedent("""\ if $is_inst { \tgoto Label$label }"""), is_inst=is_inst.expr, label=handler_labels[-1]) else: # This is a bare except. It should be the last handler. if i != len(handlers) - 1: msg = "default 'except:' must be last" raise util.ParseError(except_node, msg) self.writer.write('goto Label{}'.format(handler_labels[-1])) if handlers[-1].type: # There's no bare except, so the fallback is to re-raise. self.writer.write( 'πE = πF.Raise({}.ToObject(), nil, {}.ToObject())'.format(exc, tb)) self.writer.write('continue') return handler_labels def _write_py_context(self, lineno): if lineno: line = self.block.root.buffer.source_line(lineno).strip() self.writer.write('// line {}: {}'.format(lineno, line)) self.writer.write('πF.SetLineno({})'.format(lineno))
google/grumpy
compiler/stmt.py
Python
apache-2.0
31,128
[ "VisIt" ]
2cd12362085a37d8a4ef8f24c7b3ddd62cfb87784be368d780f35a1f4b6e47e2
#!/usr/bin/env python ### ### Animation example: http://matplotlib.org/examples/animation/dynamic_image.html ### from pylab import * import matplotlib.animation as animation interpolation='nearest' #interpolation='gaussian' #interpolation=None #cmap=plt.get_cmap('bwr') #cmap=plt.get_cmap('seismic_r') cmap=plt.get_cmap('coolwarm_r') ### --- Parameters --- #fig, ax = subplots(figsize=(6,6)) fig, ax = subplots(figsize=(12,12)) #subplots_adjust(left=0, right=1, bottom=0, top=1) mx=magdata[0,1:Nx+1,1:Ny+1,0] my=magdata[0,1:Nx+1,1:Ny+1,1] mz=magdata[0,1:Nx+1,1:Ny+1,2] im=ax.imshow(mz.T,interpolation=interpolation, cmap = cmap, origin='lower',vmin=-1,vmax=1,zorder=1) #im=ax.imshow(mz.T,interpolation=interpolation, cmap = cmap, origin='lower',extent=[1,Nx,1,Ny],vmin=-1,vmax=1,zorder=1) #im=imshow(magdata[0,:,:,2].T,interpolation=interpolation, cmap = cmap, origin='lower',vmin=-1,vmax=1) #width=0.0016 #scale=1 #width=0.0012 #scale=0.8 width=0.0015 scale=1.1 #X, Y = meshgrid(np.arange(1,Nx+1),np.arange(1,Ny+1)) #Q = ax.quiver(X, Y, mx.T,my.T,pivot='mid',zorder=2,width=width, scale=scale, scale_units='x') Q = ax.quiver(mx.T,my.T,pivot='mid',zorder=2,width=width, scale=scale, scale_units='x') #Q = ax.quiver(X, Y, U, V, pivot='mid', color='r', units='inches') mt = text(.5, .5, 't=%.2f' % 0., fontsize=15) #mt = text(1.5, 1.5, 't=%.2f' % 0., fontsize=15) #time_text = text(.5, .5, '', fontsize=15) def init(): return updatefig(0) def updatefig(frame): data=magdata[frame,1:Nx+1,1:Ny+1,2].T im.set_array(data) Q.set_UVC(magdata[frame,1:Nx+1,1:Ny+1,0].T, magdata[frame,1:Nx+1,1:Ny+1,1].T) mt.set_text('t=%.2f' % (frame*countout*dt)) return im,Q,mt, def animate_as_gif(frame): return updatefig(frame) #export = True export = False if(export==True): anim = animation.FuncAnimation(fig, animate_as_gif, np.arange(0, Nframes), init_func=init, interval=100, blit=True, repeat=False) anim.save('animation.gif', writer='imagemagick') else: #anim = animation.FuncAnimation(fig, updatefig, np.arange(1, Nframes), init_func=init, interval=500, blit=True, repeat=False) anim = animation.FuncAnimation(fig, updatefig, np.arange(0, Nframes), init_func=init, interval=100, blit=True, repeat=False) # anim = animation.FuncAnimation(fig, updatefig, np.arange(0, Nframes,100), init_func=init, interval=100, blit=True, repeat=False) fig.tight_layout() gca().set_aspect('equal', adjustable='box') #axis('off') show()
drgulevich/microLLG
anim.py
Python
gpl-3.0
2,478
[ "Gaussian" ]
4abafcf0038528cc8ceaf61552023ac3d28cedcadf3e9fc29d65198419d19449
# -*- coding: utf-8 -*- # 已知bug 必须先行引入这两个库,否则会报错 import numpy import matplotlib.image as mpimg import sys import tensorflow as tf from tensorflow.python import control_flow_ops import math import os import csv from tqdm import tqdm # 读取数据 import input_data # 设置gpu使用数量 tf.app.flags.DEFINE_integer("num_gpus", 2, "How many GPUs to use.") # 每一层的神经元数量设定,为全链接层 # 第一层为输入层,28*28 # 最后一层为分类输出层,有10个分类 layer_sizes = [784, 1000, 500, 250, 250, 250, 10] # 层数,大L L = len(layer_sizes) - 1 # 总样本数:0有15000个,1-9个有5000个。 num_unlabeled_samples = 60000 num_labeled_samples = 1000 num_examples = num_unlabeled_samples + num_labeled_samples # 全样本扫描循环次数 # 样本数量庞大,通过设定mini batch的大小分批扫描,所有样本都扫描一次算一次全样本扫描 num_epochs = 150 # 类别数量 num_labeled = 10 # 冷启动的lr值 starter_learning_rate = 0.02 # 经历15次全样本扫描后,lr值开始衰减 # epoch after which to begin learning rate decay decay_after = 15 # mini batch的大小 batch_size = 100 # ( 总样本数 / mini_batch = 一次全样本扫描所需要的批次 ) * 全样本扫描次数 = 总的循环次数 # number of loop iterations num_iter = (num_examples / batch_size) * num_epochs # 为输入值的张量分配一块内存区域,类型为float32,shape为一维数组,数组长度为输入层神经元个数 inputs = tf.placeholder(tf.float32, shape=(None, layer_sizes[0])) # 为输出值的张量分配一块内存区域,大小暂时未定 outputs = tf.placeholder(tf.float32) # 创建两个lambda,用于初始化偏置参数与权重 # 偏置项的值由传入参数矢量化确定 bi = lambda inits, size, name: tf.Variable(inits * tf.ones([size]), name=name) # 权值由随机生成的正态分布确定 wi = lambda shape, name: tf.Variable(tf.random_normal(shape, name=name)) / math.sqrt(shape[0]) # 制作层依赖pair making # shapes of linear layers shapes = zip(layer_sizes[:-1], layer_sizes[1:]) # 编码器(有监督学习)权值 W # 解码器(无监督学习)全职 V # batch norn中用于重构变换过程的beta(可学习) # batch norn中用于重构变换过程的gamma(可学习) weights = {'W': [wi(s, "W") for s in shapes], # Encoder weights 'V': [wi(s[::-1], "V") for s in shapes], # Decoder weights 'beta': [bi(0.0, layer_sizes[l+1], "beta") for l in range(L)], # batch normalization parameter to shift the normalized value 'gamma': [bi(1.0, layer_sizes[l+1], "beta") for l in range(L)]} # batch normalization parameter to scale the normalized value # 调整噪点影响程度的scale值 noise_std = 0.3 # 去噪用的cost的超参数,用于控制每一层的重要度(importance) denoising_cost = [1000.0, 10.0, 0.10, 0.10, 0.10, 0.10, 0.10] # hyperparameters that denote the importance of each layer # 合并两个二维tensor,0代表行合并,1代表列合并 join = lambda l, u: tf.concat(0, [l, u]) # 切片处理 # 切出前batch_size个样本作为标记数据 labeled = lambda x: tf.slice(x, [0, 0], [batch_size, -1]) if x is not None else x # 切出batch_size到结束个样本作为未标记数据 unlabeled = lambda x: tf.slice(x, [batch_size, 0], [-1, -1]) if x is not None else x # pair split_lu = lambda x: (labeled(x), unlabeled(x)) # 留下一个bool位 is_training = tf.placeholder(tf.bool) print(denoising_cost) exit() # 设置衰减value,用于维持参数的移动平均(moving average) # decay是指新的一轮数据(l层数据)进入时,旧的数据(l-1层数的数据)权重降低的百分比 ewma = tf.train.ExponentialMovingAverage(decay=0.99) # this list stores the updates to be made to average mean and variance bn_assigns = [] # batch norm处理 def batch_normalization(batch, mean=None, var=None): if mean == None or var == None: # 计算batch的均值与方差 mean, var = tf.nn.moments(batch, axes=[0]) # 对batch中的每一个数值进行基于逆标准差的normalization处理 return (batch - mean) / tf.sqrt(var + tf.constant(1e-10)) # average mean and variance of all layers # 为每一层的running_mean和running_var分配空间并初始化 running_mean = [tf.Variable(tf.constant(0.0, shape=[l]), trainable=False) for l in layer_sizes[1:]] running_var = [tf.Variable(tf.constant(1.0, shape=[l]), trainable=False) for l in layer_sizes[1:]] # 更新batch normalization def update_mean_var_and_batch_normalization(batch, l): # 一个batch更新一次,而非一个epoch "batch normalize + update average mean and variance of layer l" mean, var = tf.nn.moments(batch, axes=[0]) # 设定上一层的running_mean为mean值 assign_mean = running_mean[l-1].assign(mean) assign_var = running_var[l-1].assign(var) # 应用衰减 bn_assigns.append(ewma.apply([running_mean[l-1], running_var[l-1]])) # 优先计算玩assign_mean和assign_var后在计算bn值。是一种强制控制计算先后顺序的方法 with tf.control_dependencies([assign_mean, assign_var]): return (batch - mean) / tf.sqrt(var + 1e-10) # 编码器 def encoder(inputs, noise_std): # 生成正太分布的随机噪点,乘以noise_std调整噪点的权重 h = inputs + tf.random_normal(tf.shape(inputs)) * noise_std # d用来储存 激活前的值 激活后的值 平均值 方差 # to store the pre-activation, activation, mean and variance for each layer d = {} # 把数据集分别切到两个(标记,未标记)序列中 # The data for labeled and unlabeled examples are stored separately d['labeled'] = {'z': {}, 'm': {}, 'v': {}, 'h': {}} d['unlabeled'] = {'z': {}, 'm': {}, 'v': {}, 'h': {}} # 设定第0层的值 d['labeled']['z'][0], d['unlabeled']['z'][0] = split_lu(h) # 逐层迭代 for l in range(1, L+1): # logic layer start at 1 current_logic_layer = l # data layer start at 0 current_data_layer = current_logic_layer - 1 # next data layer next_data_layer = current_data_layer + 1 print "Current Layer ", current_logic_layer, " : ", layer_sizes[current_data_layer], " -> to next layer : ", layer_sizes[next_data_layer] d['labeled']['h'][current_data_layer], d['unlabeled']['h'][current_data_layer] = split_lu(h) # matmul 矩阵乘法,激活之前的运算 # pre-activation z_pre = tf.matmul(h, weights['W'][l-1]) # 算完继续分开 z_pre_l, z_pre_u = split_lu(z_pre) # split labeled and unlabeled examples # 计算非标记数据的均值与方差 m, v = tf.nn.moments(z_pre_u, axes=[0]) # bn算法训练流程 def training_batch_norm(): # 训练两组encoder,一个是加入噪点的,一个是不加入噪点的 # 且batch normalization中标记数据和未标记数据分开处理 if noise_std > 0: # 对标记数据和非标记数据分别进行batch_norm,然后合并 z = join(batch_normalization(z_pre_l), batch_normalization(z_pre_u, m, v)) # 加入噪点,生成一个与z_pre同样大小的向量,用随机数填充,然后乘以随机噪点权重 z += tf.random_normal(tf.shape(z_pre)) * noise_std else: # Clean encoder # batch normalization + update the average mean and variance using batch mean and variance of labeled examples # 如果要训练干净的编码器,并不需要加入随机噪点 z = join(update_mean_var_and_batch_normalization(z_pre_l, l), batch_normalization(z_pre_u, m, v)) return z #else: # 进入评估分支 def eval_batch_norm(): # Evaluation batch normalization # obtain average mean and variance and use it to normalize the batch mean = ewma.average(running_mean[l-1]) var = ewma.average(running_var[l-1]) z = batch_normalization(z_pre, mean, var) # Instead of the above statement, the use of the following 2 statements containing a typo # consistently produces a 0.2% higher accuracy for unclear reasons. # m_l, v_l = tf.nn.moments(z_pre_l, axes=[0]) # z = join(batch_normalization(z_pre_l, m_l, mean, var), batch_normalization(z_pre_u, mean, var)) return z # perform batch normalization according to value of boolean "training" placeholder: # training是一个bool值,根据改值的设定,确定是进入训练还是评价流程 z = control_flow_ops.cond(is_training, training_batch_norm, eval_batch_norm) # 如果是输出层(最后一层),应用softmax函数 if l == L: # use softmax activation in output layer h = tf.nn.softmax(weights['gamma'][l-1] * (z + weights["beta"][l-1])) # 如果不是输出层,使用ReLU激活函数 else: # use ReLU activation in hidden layers h = tf.nn.relu(z + weights["beta"][l-1]) d['labeled']['z'][l], d['unlabeled']['z'][l] = split_lu(z) d['unlabeled']['m'][l], d['unlabeled']['v'][l] = m, v # save mean and variance of unlabeled examples for decoding d['labeled']['h'][l], d['unlabeled']['h'][l] = split_lu(h) return h, d print "=== Corrupted Encoder ===" y_c, corr = encoder(inputs, noise_std) print "=== Clean Encoder ===" # 设置noise_std为0训练一个clean encoder y, clean = encoder(inputs, 0.0) print "=== Decoder ===" # 定义高斯去噪器,输入z corr,输出去噪后的预测值 # 论文17页 def g_gauss(z_c, u, size): "gaussian denoising function proposed in the original paper" wi = lambda inits, name: tf.Variable(inits * tf.ones([size]), name=name) a1 = wi(0., 'a1') a2 = wi(1., 'a2') a3 = wi(0., 'a3') a4 = wi(0., 'a4') a5 = wi(0., 'a5') a6 = wi(0., 'a6') a7 = wi(1., 'a7') a8 = wi(0., 'a8') a9 = wi(0., 'a9') a10 = wi(0., 'a10') mu = a1 * tf.sigmoid(a2 * u + a3) + a4 * u + a5 v = a6 * tf.sigmoid(a7 * u + a8) + a9 * u + a10 z_est = (z_c - mu) * v + mu return z_est # Decoder z_est = {} d_cost = [] # to store the denoising cost of all layers # 从第L层开始,迭代到第0层 for l in range(L, -1, -1): print "Layer ", l, ": ", layer_sizes[l+1] if l+1 < len(layer_sizes) else None, " -> ", layer_sizes[l], ", denoising cost: ", denoising_cost[l] # 取出每一层激活后的值(最终结果) z, z_c = clean['unlabeled']['z'][l], corr['unlabeled']['z'][l] # get 没有的时候返回缺省值 m, v = clean['unlabeled']['m'].get(l, 0), clean['unlabeled']['v'].get(l, 1-1e-10) if l == L: u = unlabeled(y_c) else: # ?? u = tf.matmul(z_est[l+1], weights['V'][l]) u = batch_normalization(u) # z_est是根据z(l+1)的数据还原出来的z的预测值(去噪后) z_est[l] = g_gauss(z_c, u, layer_sizes[l]) # batch norm处理 z_est_bn = (z_est[l] - m) / v # append the cost of this layer to d_cost # 逐层计算cost:z_est_bn - z # reduce_sum 跨越维度的计算sum值 # reduce_mean 跨越维度的计算均值 # 方差 square(z_est_bn - z) # 维度加法 reduce_sum(方差,1) d_cost.append((tf.reduce_mean(tf.reduce_sum(tf.square(z_est_bn - z), 1)) / layer_sizes[l]) * denoising_cost[l]) # calculate total unsupervised cost by adding the denoising cost of all layers # u_cost = tf.add_n(d_cost) y_N = labeled(y_c) # 负对数概率之和 cost = -tf.reduce_mean(tf.reduce_sum(outputs*tf.log(y_N), 1)) # supervised cost # cost 叠加 loss = cost + u_cost # total cost # ground truth的cost pred_cost = -tf.reduce_mean(tf.reduce_sum(outputs*tf.log(y), 1)) # cost used for prediction # tf.argmax 返回最大值的索引 # 正确预测 correct_prediction = tf.equal(tf.argmax(y, 1), tf.argmax(outputs, 1)) # no of correct predictions # 精度 accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) * tf.constant(100.0) learning_rate = tf.Variable(starter_learning_rate, trainable=False) # 使用adam算法动态调整步长,基于最初设定的learning_rate train_step = tf.train.AdamOptimizer(learning_rate).minimize(loss) # add the updates of batch normalization statistics to train_step bn_updates = tf.group(*bn_assigns) with tf.control_dependencies([train_step]): train_step = tf.group(bn_updates) print "=== Loading Data ===" mnist = input_data.read_data_sets("MNIST_data", num_labeled=num_labeled, one_hot=True) # num_labeled = num_labeled # num_labeled = 1002 saver = tf.train.Saver() print "=== Starting Session ===" sess = tf.Session() i_iter = 0 ckpt = tf.train.get_checkpoint_state('checkpoints/') # get latest checkpoint (if any) if ckpt and ckpt.model_checkpoint_path: # if checkpoint exists, restore the parameters and set epoch_n and i_iter saver.restore(sess, ckpt.model_checkpoint_path) epoch_n = int(ckpt.model_checkpoint_path.split('-')[1]) i_iter = (epoch_n+1) * (num_examples/batch_size) print "Restored Epoch ", epoch_n else: # no checkpoint exists. create checkpoints directory if it does not exist. if not os.path.exists('checkpoints'): os.makedirs('checkpoints') init = tf.initialize_all_variables() sess.run(init) print "=== Training ===" print "Initial Accuracy: ", sess.run(accuracy, feed_dict={inputs: mnist.test.images, outputs: mnist.test.labels, is_training: False}), "%" for i in tqdm(range(i_iter, num_iter)): images, labels = mnist.train.next_batch(batch_size) sess.run(train_step, feed_dict={inputs: images, outputs: labels, is_training: True}) if (i > 1) and ((i+1) % (num_iter/num_epochs) == 0): epoch_n = i/(num_examples/batch_size) if (epoch_n+1) >= decay_after: # decay learning rate # learning_rate = starter_learning_rate * ((num_epochs - epoch_n) / (num_epochs - decay_after)) ratio = 1.0 * (num_epochs - (epoch_n+1)) # epoch_n + 1 because learning rate is set for next epoch ratio = max(0, ratio / (num_epochs - decay_after)) sess.run(learning_rate.assign(starter_learning_rate * ratio)) saver.save(sess, 'checkpoints/model.ckpt', epoch_n) # print "Epoch ", epoch_n, ", Accuracy: ", sess.run(accuracy, feed_dict={inputs: mnist.test.images, outputs:mnist.test.labels, training: False}), "%" with open('train_log', 'ab') as train_log: # write test accuracy to file "train_log" train_log_w = csv.writer(train_log) log_i = [epoch_n] + sess.run([accuracy], feed_dict={inputs: mnist.test.images, outputs:mnist.test.labels, is_training: False}) train_log_w.writerow(log_i) print "Final Accuracy: ", sess.run(accuracy, feed_dict={inputs: mnist.test.images, outputs: mnist.test.labels, is_training: False}), "%" sess.close()
ryukinkou/ladder_customized
ladder_customized_tf/ladder.py
Python
mit
15,125
[ "Gaussian" ]
d1d24febed9b80a8a816c39ff063ef296bb6a7d852e83416e8448c22f7cdfd5a
#!/usr/bin/env python3 # ver 0.1 - copy from rdf_itf.py (v0.1) and modify codes on 2/3/2018 import argparse parser = argparse.ArgumentParser( formatter_class=argparse.ArgumentDefaultsHelpFormatter, description='calculation scaling of Ree of single chain') ## args parser.add_argument('-i', '--input', default='traj.trr', nargs='?', help='input trajectory file') parser.add_argument('-s', '--structure', default='topol.tpr', nargs='?', help='.tpr structure file') parser.add_argument('-select', '--select', nargs='?', help='selection of each molecule') parser.add_argument('-nmol', '--nmol', nargs='?', type=int, help='# molecules') parser.add_argument('-cutoff', '--cutoff', default=0.0, nargs='?', type=float, help='cut-off checking distance between atoms in a molecule (d_cutoff < d_neighbor_atoms: stop)') parser.add_argument('-b', '--begin', default=-1, nargs='?', type=int, help='begining frame (-1: last half trajectory)') parser.add_argument('-o', '--output', default='pol.ree.scal', nargs='?', help='output filename for scaling of Ree file') parser.add_argument('args', nargs=argparse.REMAINDER) parser.add_argument('-v', '--version', action='version', version='%(prog)s 0.1') ## read args args = parser.parse_args() ## Check arguments for log print(" input arguments: {0}".format(args)) ## import modules import sys sys.path.append('/home/htjung/Utility/python/') import hjung from hjung import * import MDAnalysis as mda from MDAnalysis.analysis import distances import numpy as np from scipy.spatial.distance import pdist ## timer start_proc, start_prof = hjung.time.init() ## read files u = mda.Universe(args.structure,args.input) n_frames = len(u.trajectory) if args.begin == -1: skip_frames = int(n_frames/2) print(" skip {} frames".format(skip_frames)) else: skip_frames = args.begin if args.begin >= n_frames: raise ValueError("wrong args.begin because of > n_frames") n_frames = n_frames - skip_frames atomtxt = open(args.select).read() #hjung.polymer.check_traj_connectivity(u,str(atomtxt),args.nmol,args.cutoff,'simple') ## data setting select_mol = u.select_atoms(str(atomtxt)) if len(select_mol)%args.nmol != 0: raise ValueError("wrong # molecules, (args.nmol, select_mol) {} {} ".format(args.nmol, len(select_mol))) n_deg = int(len(select_mol)/args.nmol) print("assume all molecules has {} atoms".format(n_deg)) data_ree = np.zeros((args.nmol,n_deg-1)) #data_ree_vec = np.zeros((args.nmol,n_deg,3)) # make a list, the indices which are in the same lag def list_idx_decr(start,end,init_step): #print("in {} {} {}".format(start,end,init_step)) list_i = [] while start < end: if start < 0: print(" something wrong (bug?)!") break list_i.append(int(start)) init_step = init_step - 1 start = start + init_step return list_i # make list set (list of list of indices) where the elements (in fact, list of indices) are grouped by lag # pair_data_size number of pairs between any two points excluding duplicates # which is the same as the length of result array in scipy.spatial.distance.pdist # n_data_points number of datas you used for scipy.spatial.distance.pdist # which is the same as the length of argument in scipy.spatial.distance.pdist def main_list_idx(pair_data_size,n_data_points): # check validity of arguments #print(" main_list_idx:") expect_size = int((n_data_points-1)*n_data_points/2) if int(pair_data_size) != expect_size: raise ValueError(" Your arugments are wrong because {}(input) != {}(expect) based on {} ".format(pair_data_size,expect_size,n_data_points)) list_set = [] i_end = pair_data_size max_lag = n_data_points for i_start in range(n_data_points): #print(" lag: {}".format(i_start)) i_end = i_end - i_start if i_end < i_start: break list_set.append(list_idx_decr(i_start,i_end,max_lag)) return list_set ## read trajectory i_frame = 0 imod = hjung.time.process_init() list_sets = main_list_idx(int((n_deg-1)*n_deg/2),n_deg) #print(list_sets) print(len(list_sets)) for ts in u.trajectory[skip_frames:]: for i_mol in range(args.nmol): pair_dist = pdist(select_mol.positions[i_mol*n_deg:(i_mol+1)*n_deg],metric='euclidean') #print(pair_dist[list_sets[len(list_sets)-1]]) #print(np.mean(pair_dist[list_sets[len(list_sets)-1]])) for i_lag in range(len(list_sets)): data_ree[i_mol,i_lag] = data_ree[i_mol,i_lag] + np.mean(pair_dist[list_sets[i_lag]]) i_frame = i_frame + 1 imod = hjung.time.process_print(i_frame, n_frames, imod) #print(float(n_frames)) norm_data_ree = data_ree/float(n_frames) norm_data_ree = np.transpose(norm_data_ree) # save raw rg data file np.savetxt(args.output, norm_data_ree, header='time-averaged scaling of Ree of {} single chains'.format(args.nmol), fmt='%e', comments='# ') np.save(args.output, norm_data_ree) # save avg file if args.nmol > 1: data_ree_avg = np.column_stack((np.mean(norm_data_ree, axis=1),np.std(norm_data_ree, axis=1))) np.savetxt(args.output+'.avg', data_ree_avg, header='molecule-averaged scaling of Ree of {} chains'.format(args.nmol), fmt='%e', comments='# ') print(" saved average Ree files") ## timer hjung.time.end_print(start_proc, start_prof)
jht0664/Utility_python_gromacs
python/scaling_ree.py
Python
mit
5,304
[ "MDAnalysis" ]
838a8cfc14ef2527f4effc43c8374f96f6e98ebafe4ea6356e4536cde80f7092
#!/usr/bin/env python import vtk from vtk.test import Testing from vtk.util.misc import vtkGetDataRoot VTK_DATA_ROOT = vtkGetDataRoot() # create tensor ellipsoids # Create the RenderWindow, Renderer and interactive renderer # ren1 = vtk.vtkRenderer() renWin = vtk.vtkRenderWindow() renWin.AddRenderer(ren1) iren = vtk.vtkRenderWindowInteractor() iren.SetRenderWindow(renWin) ptLoad = vtk.vtkPointLoad() ptLoad.SetLoadValue(100.0) ptLoad.SetSampleDimensions(30,30,30) ptLoad.ComputeEffectiveStressOn() ptLoad.SetModelBounds(-10,10,-10,10,-10,10) extractTensor = vtk.vtkExtractTensorComponents() extractTensor.SetInputConnection(ptLoad.GetOutputPort()) extractTensor.ScalarIsEffectiveStress() extractTensor.ScalarIsComponent() extractTensor.ExtractScalarsOn() extractTensor.ExtractVectorsOn() extractTensor.ExtractNormalsOff() extractTensor.ExtractTCoordsOn() contour = vtk.vtkContourFilter() contour.SetInputConnection(extractTensor.GetOutputPort()) contour.SetValue(0,0) probe = vtk.vtkProbeFilter() probe.SetInputConnection(contour.GetOutputPort()) probe.SetSourceConnection(ptLoad.GetOutputPort()) su = vtk.vtkLoopSubdivisionFilter() su.SetInputConnection(probe.GetOutputPort()) su.SetNumberOfSubdivisions(1) s1Mapper = vtk.vtkPolyDataMapper() s1Mapper.SetInputConnection(probe.GetOutputPort()) # s1Mapper SetInputConnection [su GetOutputPort] s1Actor = vtk.vtkActor() s1Actor.SetMapper(s1Mapper) # # plane for context # g = vtk.vtkImageDataGeometryFilter() g.SetInputConnection(ptLoad.GetOutputPort()) g.SetExtent(0,100,0,100,0,0) g.Update() #for scalar range gm = vtk.vtkPolyDataMapper() gm.SetInputConnection(g.GetOutputPort()) gm.SetScalarRange(g.GetOutput().GetScalarRange()) ga = vtk.vtkActor() ga.SetMapper(gm) s1Mapper.SetScalarRange(g.GetOutput().GetScalarRange()) # # Create outline around data # outline = vtk.vtkOutlineFilter() outline.SetInputConnection(ptLoad.GetOutputPort()) outlineMapper = vtk.vtkPolyDataMapper() outlineMapper.SetInputConnection(outline.GetOutputPort()) outlineActor = vtk.vtkActor() outlineActor.SetMapper(outlineMapper) outlineActor.GetProperty().SetColor(0,0,0) # # Create cone indicating application of load # coneSrc = vtk.vtkConeSource() coneSrc.SetRadius(.5) coneSrc.SetHeight(2) coneMap = vtk.vtkPolyDataMapper() coneMap.SetInputConnection(coneSrc.GetOutputPort()) coneActor = vtk.vtkActor() coneActor.SetMapper(coneMap) coneActor.SetPosition(0,0,11) coneActor.RotateY(90) coneActor.GetProperty().SetColor(1,0,0) camera = vtk.vtkCamera() camera.SetFocalPoint(0.113766,-1.13665,-1.01919) camera.SetPosition(-29.4886,-63.1488,26.5807) camera.SetViewAngle(24.4617) camera.SetViewUp(0.17138,0.331163,0.927879) camera.SetClippingRange(1,100) ren1.AddActor(s1Actor) ren1.AddActor(outlineActor) ren1.AddActor(coneActor) ren1.AddActor(ga) ren1.SetBackground(1.0,1.0,1.0) ren1.SetActiveCamera(camera) renWin.SetSize(300,300) renWin.Render() # prevent the tk window from showing up then start the event loop # --- end of script --
HopeFOAM/HopeFOAM
ThirdParty-0.1/ParaView-5.0.1/VTK/Filters/Extraction/Testing/Python/ExtractTensors.py
Python
gpl-3.0
2,970
[ "VTK" ]
a9b1bd7514a719514a6ca78d6ee3fb2817ecf785ef56cb3f3408e792972f6cf0
#!/usr/bin/env python # This simple example shows how to render a very large image (i.e. # one that cannot fit on the screen). import vtk from vtk.util.misc import vtkGetDataRoot VTK_DATA_ROOT = vtkGetDataRoot() # We'll import some data to start. Since we are using an importer, # we've got to give it a render window and such. Note that the render # window size is set fairly small. ren = vtk.vtkRenderer() ren.SetBackground(0.1, 0.2, 0.4) renWin = vtk.vtkRenderWindow() renWin.AddRenderer(ren) renWin.SetSize(125, 125) iren = vtk.vtkRenderWindowInteractor() iren.SetRenderWindow(renWin) importer = vtk.vtk3DSImporter() importer.SetRenderWindow(renWin) importer.SetFileName(VTK_DATA_ROOT + "/Data/Viewpoint/iflamigm.3ds") importer.ComputeNormalsOn() importer.Read() # We'll set up the view we want. ren.GetActiveCamera().SetPosition(0, 1, 0) ren.GetActiveCamera().SetFocalPoint(0, 0, 0) ren.GetActiveCamera().SetViewUp(0, 0, 1) # Let the renderer compute a good position and focal point. ren.ResetCamera() ren.GetActiveCamera().Dolly(1.4) ren.ResetCameraClippingRange() renderLarge = vtk.vtkRenderLargeImage() renderLarge.SetInput(ren) renderLarge.SetMagnification(4) # We write out the image which causes the rendering to occur. If you # watch your screen you might see the pieces being rendered right # after one another. writer = vtk.vtkPNGWriter() writer.SetInputConnection(renderLarge.GetOutputPort()) writer.SetFileName("largeImage.png") writer.Write()
HopeFOAM/HopeFOAM
ThirdParty-0.1/ParaView-5.0.1/VTK/Examples/Rendering/Python/RenderLargeImage.py
Python
gpl-3.0
1,468
[ "VTK" ]
dc782529f10359979983681dd4120215d7590300d9770b4fc91c25dcc666ac65
# flake8: noqa E122 # 2^16 English wordlist. Derived from # https://github.com/diracdeltas/niceware/blob/master/lib/wordlist.js # which in turn, is derived from # http://www-01.sil.org/linguistics/wordlists/english/. # Originally compiled for the Yahoo End-to-End project. # https://github.com/yahoo/end-to-end WORD_LIST = [ 'a', 'aah', 'aardvark', 'aardwolf', 'academia', 'academic', 'academical', 'academician', 'academicianship', 'academicism', 'academy', 'acadia', 'acapulco', 'ace', 'aced', 'acerb', 'acerbate', 'acerber', 'acerbest', 'acerbic', 'acerbity', 'acerola', 'acerose', 'acetate', 'acetic', 'acetified', 'acetify', 'acetifying', 'acetone', 'acetonic', 'ache', 'ached', 'achene', 'achenial', 'achier', 'achiest', 'achievable', 'achieve', 'achieved', 'achievement', 'achiever', 'achieving', 'aching', 'achoo', 'achordate', 'achromat', 'achromatic', 'achromatism', 'achy', 'acid', 'acidhead', 'acidic', 'acidifiable', 'acidification', 'acidified', 'acidifier', 'acidify', 'acidifying', 'acidity', 'acidly', 'acidotic', 'acidulate', 'acidulation', 'acidulously', 'acidy', 'acing', 'acknowledge', 'acknowledgeable', 'acknowledgement', 'acknowledger', 'acknowledging', 'acknowledgment', 'aclu', 'acme', 'acne', 'acned', 'acoin', 'acolyte', 'aconite', 'acorn', 'acoustic', 'acoustical', 'acquaint', 'acquaintance', 'acquaintanceship', 'acquainted', 'acquainting', 'acquiesce', 'acquiesced', 'acquiescence', 'acquiescent', 'acquiescently', 'acquiescing', 'acquiesence', 'acquirable', 'acquire', 'acquirement', 'acquirer', 'acquiring', 'acquisition', 'acquisitive', 'acquit', 'acquittal', 'acquitted', 'acquitter', 'acquitting', 'acre', 'acreage', 'acrid', 'acrider', 'acridest', 'acridity', 'acridly', 'acrimoniously', 'acrimony', 'acrobat', 'acrobatic', 'acromegalic', 'acromegaly', 'acronym', 'acrophobia', 'acrostic', 'acrylate', 'acrylic', 'act', 'actable', 'acted', 'actin', 'acting', 'actinic', 'actinide', 'actinism', 'actinium', 'action', 'actionability', 'actionable', 'activate', 'activation', 'active', 'activism', 'activist', 'activistic', 'activity', 'actomyosin', 'actorish', 'actual', 'actuality', 'actualization', 'actualize', 'actualized', 'actualizing', 'actuarial', 'actuary', 'actuate', 'actuation', 'acuity', 'acupuncture', 'acupuncturist', 'acute', 'acutely', 'acuter', 'acutest', 'ad', 'adage', 'adagial', 'adagio', 'adam', 'adamance', 'adamancy', 'adamant', 'adamantine', 'adamantly', 'adapt', 'adaptability', 'adaptable', 'adaptation', 'adapted', 'adapter', 'adapting', 'adaption', 'adaptive', 'adaptometer', 'adhere', 'adherence', 'adherent', 'adherer', 'adhering', 'adhesion', 'adhesional', 'adhesive', 'adiabatic', 'adiathermancy', 'adieu', 'adieux', 'adipose', 'adiposity', 'adjacency', 'adjacent', 'adjacently', 'adjectival', 'adjective', 'adjoin', 'adjoined', 'adjoining', 'adjoint', 'adjourn', 'adjourned', 'adjourning', 'adjournment', 'adjudge', 'adjudging', 'adjudicate', 'adjudication', 'adjunct', 'adjunctive', 'adjunctly', 'adjuration', 'adjuratory', 'adjure', 'adjurer', 'adjuring', 'adjuror', 'adjust', 'adjustable', 'adjusted', 'adjuster', 'adjusting', 'adjustment', 'adjutancy', 'adjutant', 'admin', 'administer', 'administerial', 'administering', 'administrable', 'administrant', 'administrate', 'administration', 'administrational', 'administrative', 'administratrix', 'adminstration', 'admirable', 'admirably', 'admiral', 'admiralship', 'admiralty', 'admiration', 'admire', 'admirer', 'admiring', 'admissability', 'admissable', 'admissibility', 'admissible', 'admissibly', 'admission', 'admissive', 'admit', 'admittance', 'admitted', 'admitter', 'admitting', 'admonish', 'admonished', 'admonisher', 'admonishing', 'admonishment', 'admonition', 'admonitory', 'ado', 'adobe', 'adolescence', 'adolescent', 'adolescently', 'adolf', 'adolph', 'adopt', 'adoptability', 'adoptable', 'adopted', 'adoptee', 'adopter', 'adopting', 'adoption', 'adoptive', 'adorability', 'adorable', 'adorably', 'adoration', 'adore', 'adorer', 'adoring', 'adorn', 'adorned', 'adorner', 'adorning', 'adornment', 'adoze', 'adrenal', 'adrenalin', 'adrenaline', 'adrenocortical', 'adriatic', 'adrift', 'adroit', 'adroiter', 'adroitest', 'adroitly', 'adsorb', 'adsorbable', 'adsorbate', 'adsorbed', 'adsorbent', 'adsorbing', 'adsorption', 'adsorptive', 'adulate', 'adulation', 'adulatory', 'adult', 'adulterant', 'adulterate', 'adulteration', 'adulterer', 'adulterously', 'adultery', 'adulthood', 'adultly', 'adumbrate', 'adumbration', 'adumbrative', 'advance', 'advanced', 'advancement', 'advancer', 'advancing', 'advantage', 'advantageously', 'advantaging', 'advent', 'adventitiously', 'adventure', 'adventurer', 'adventuresome', 'adventuring', 'adventurously', 'adverb', 'adverbial', 'adversary', 'adversative', 'adverse', 'adversely', 'adversity', 'advert', 'adverted', 'advertent', 'advertently', 'adverting', 'advertise', 'advertised', 'advertisement', 'advertiser', 'advertising', 'advertize', 'advertized', 'advertizement', 'advertizer', 'advertizing', 'advice', 'advisability', 'advisable', 'advisatory', 'advise', 'advised', 'advisee', 'advisement', 'adviser', 'advising', 'advisor', 'advisory', 'advocacy', 'advocate', 'advocatory', 'aelurophobia', 'aeolian', 'aeon', 'aeonian', 'aeonic', 'aerate', 'aeration', 'aerial', 'aerialist', 'aerobic', 'aerobiology', 'aerodrome', 'aerodynamic', 'aerodynamical', 'aerodyne', 'aerofoil', 'aerogram', 'aerolite', 'aerolith', 'aerological', 'aerologist', 'aerology', 'aerometer', 'aeronaut', 'aeronautic', 'aeronautical', 'aerophobia', 'aeroplane', 'aerosol', 'aerospace', 'aerostat', 'aesop', 'aesopian', 'aesthesia', 'aesthete', 'aesthetic', 'aestivate', 'aether', 'aetheric', 'afar', 'afeard', 'affability', 'affable', 'affably', 'affair', 'affaire', 'affect', 'affectation', 'affected', 'affecter', 'affecting', 'affection', 'affectionate', 'affectionately', 'affective', 'affectivity', 'afferent', 'afferently', 'affiance', 'affianced', 'affiancing', 'affiant', 'affidavit', 'affiliate', 'affiliation', 'affinity', 'affirm', 'affirmable', 'affirmably', 'affirmance', 'affirmation', 'affirmative', 'affirmed', 'affirmer', 'affirming', 'affix', 'affixal', 'affixation', 'affixed', 'affixer', 'affixing', 'affixion', 'afflict', 'afflicted', 'afflicting', 'affliction', 'afflictive', 'affluence', 'affluent', 'affluently', 'afflux', 'afford', 'affordable', 'affording', 'afforest', 'afforestation', 'afforested', 'afforesting', 'affray', 'affrayed', 'affrayer', 'affraying', 'affright', 'affrighted', 'affront', 'affronted', 'affronting', 'afghan', 'afghani', 'afghanistan', 'aficionado', 'afield', 'afire', 'aflame', 'afloat', 'aflutter', 'afoot', 'afore', 'aforesaid', 'aforethought', 'afoul', 'afraid', 'afreet', 'afresh', 'africa', 'african', 'afrit', 'afro', 'aft', 'after', 'afterbirth', 'afterburner', 'aftercare', 'afterdeck', 'afterdischarge', 'aftereffect', 'afterglow', 'afterimage', 'afterimpression', 'afterlife', 'aftermarket', 'aftermath', 'aftermost', 'afternoon', 'afterpotential', 'aftershave', 'aftertaste', 'afterthought', 'afterward', 'aftmost', 'ah', 'aha', 'ahead', 'ahem', 'ahimsa', 'ahold', 'ahorse', 'ahoy', 'aid', 'aide', 'aider', 'aidful', 'aiding', 'aidman', 'aikido', 'ail', 'ailed', 'aileron', 'ailing', 'ailment', 'ailurophobe', 'ailurophobia', 'aim', 'aimed', 'aimer', 'aimful', 'aimfully', 'aiming', 'aimlessly', 'air', 'airbill', 'airboat', 'airborne', 'airbrush', 'airbrushed', 'airbrushing', 'aircraft', 'aircrew', 'airdrome', 'airdrop', 'airdropping', 'airedale', 'airer', 'airest', 'airfare', 'airfield', 'airflow', 'airfoil', 'airframe', 'airfreight', 'airglow', 'airhead', 'airier', 'airiest', 'airily', 'airing', 'airlessly', 'airlift', 'airlifted', 'airlifting', 'airlike', 'airline', 'airliner', 'airlock', 'airmail', 'airmailed', 'airmailing', 'airman', 'airmanship', 'airmobile', 'airplane', 'airport', 'airproofed', 'airscrew', 'airship', 'airsick', 'airspace', 'airspeed', 'airstream', 'airstrip', 'airtight', 'airwave', 'airway', 'airwoman', 'airworthier', 'airworthiest', 'airworthy', 'airy', 'aisle', 'aisled', 'aitch', 'ajar', 'ajiva', 'akimbo', 'akin', 'akron', 'akvavit', 'al', 'alabama', 'alabamian', 'alabaster', 'alack', 'alacrity', 'aladdin', 'alai', 'alameda', 'alamo', 'alamode', 'alan', 'alar', 'alarm', 'alarmclock', 'alarmed', 'alarming', 'alarmism', 'alarmist', 'alarum', 'alarumed', 'alaruming', 'alary', 'alaska', 'alaskan', 'alate', 'alba', 'albacore', 'albania', 'albanian', 'albany', 'albedo', 'albeit', 'albert', 'alberta', 'albinism', 'albino', 'albinoism', 'album', 'albumin', 'albuquerque', 'alcalde', 'alcazar', 'alchemic', 'alchemical', 'alchemist', 'alchemy', 'alcohol', 'alcoholic', 'alcoholism', 'alcoholization', 'alcoholized', 'alcoholizing', 'alcoholometer', 'alcove', 'alcoved', 'aldehyde', 'alder', 'alderman', 'aldermanic', 'aldermanry', 'alderwoman', 'aldrin', 'ale', 'aleatory', 'alee', 'alehouse', 'alembic', 'aleph', 'alert', 'alerted', 'alerter', 'alertest', 'alerting', 'alertly', 'aleuron', 'aleutian', 'alewife', 'alexander', 'alexandria', 'alexandrian', 'alexandrine', 'alexia', 'alfa', 'alfalfa', 'alfresco', 'alga', 'algae', 'algal', 'algebra', 'algebraic', 'algeria', 'algerian', 'algicide', 'algid', 'algin', 'alginate', 'algoid', 'algonquian', 'algonquin', 'algorism', 'algorithm', 'algorithmic', 'alibi', 'alibied', 'alice', 'alien', 'alienability', 'alienable', 'alienage', 'alienate', 'alienation', 'aliened', 'alienee', 'aliener', 'aliening', 'alienism', 'alienist', 'alienly', 'alight', 'alighted', 'alighting', 'align', 'aligned', 'aligner', 'aligning', 'alignment', 'alike', 'aliment', 'alimentary', 'alimentation', 'alimented', 'alimenting', 'alimony', 'aline', 'alined', 'alinement', 'aliner', 'alining', 'aliphatic', 'aliquant', 'aliquot', 'alit', 'aliter', 'alive', 'alizarin', 'alizarine', 'alkali', 'alkalic', 'alkalify', 'alkalin', 'alkaline', 'alkalinity', 'alkalinization', 'alkalinize', 'alkalinized', 'alkalinizing', 'alkalise', 'alkalization', 'alkalize', 'alkalized', 'alkalizing', 'alkaloid', 'alkyd', 'alkyl', 'all', 'allah', 'allay', 'allayed', 'allayer', 'allaying', 'allayment', 'allegation', 'allege', 'allegeable', 'allegement', 'alleger', 'allegheny', 'allegiance', 'allegiant', 'allegiantly', 'alleging', 'allegoric', 'allegorical', 'allegorist', 'allegory', 'allegretto', 'allegro', 'allele', 'allelic', 'alleluia', 'allen', 'aller', 'allergen', 'allergenic', 'allergenicity', 'allergic', 'allergin', 'allergist', 'allergology', 'allergy', 'alleviate', 'alleviation', 'alleviative', 'alleviatory', 'alley', 'alleyway', 'allheal', 'alliable', 'alliance', 'allied', 'alliterate', 'alliteration', 'alliterative', 'allium', 'allocability', 'allocable', 'allocate', 'allocatee', 'allocation', 'allogenic', 'allomorphism', 'allopathy', 'allot', 'alloted', 'allotment', 'allotrope', 'allotrophic', 'allotropic', 'allotropism', 'allotropy', 'allottable', 'allotted', 'allottee', 'allotter', 'allotting', 'allotypic', 'allover', 'allow', 'allowable', 'allowance', 'allowed', 'allowing', 'alloy', 'alloyed', 'alloying', 'allspice', 'allude', 'alluding', 'allure', 'allurement', 'allurer', 'alluring', 'allusion', 'allusive', 'alluvia', 'alluvial', 'alluvium', 'allying', 'alma', 'almanac', 'almandine', 'almightily', 'almighty', 'almner', 'almond', 'almoner', 'almonry', 'almost', 'almshouse', 'almsman', 'alnico', 'aloe', 'aloft', 'aloha', 'alone', 'along', 'alongshore', 'alongside', 'aloof', 'aloofly', 'alopecia', 'alopecic', 'aloud', 'alp', 'alpaca', 'alpenhorn', 'alpenstock', 'alpha', 'alphabet', 'alphabeted', 'alphabetic', 'alphabetical', 'alphabetization', 'alphabetize', 'alphabetized', 'alphabetizer', 'alphabetizing', 'alphameric', 'alphanumeric', 'alphorn', 'alpine', 'alpinely', 'alpinism', 'alpinist', 'already', 'alright', 'also', 'alt', 'altar', 'altarpiece', 'alter', 'alterability', 'alterable', 'alterably', 'alterant', 'alteration', 'alterative', 'altercation', 'alterer', 'altering', 'alternate', 'alternately', 'alternation', 'alternative', 'althea', 'altho', 'althorn', 'although', 'altimeter', 'altitude', 'alto', 'altogether', 'altruism', 'altruist', 'altruistic', 'alum', 'alumin', 'alumina', 'alumine', 'aluminic', 'aluminize', 'aluminized', 'aluminizing', 'aluminum', 'alumna', 'alumnae', 'alumni', 'alumroot', 'alveolar', 'alveolate', 'alveoli', 'alway', 'alyssum', 'alzheimer', 'am', 'amain', 'amalgam', 'amalgamate', 'amalgamation', 'amalgamative', 'amandine', 'amanita', 'amaranth', 'amaranthine', 'amarillo', 'amassed', 'amasser', 'amassing', 'amassment', 'amateur', 'amateurish', 'amateurishly', 'amateurism', 'amative', 'amatory', 'amaze', 'amazed', 'amazement', 'amazing', 'amazon', 'amazonian', 'ambassador', 'ambassadorial', 'ambassadorship', 'amber', 'ambergrease', 'ambery', 'ambiance', 'ambidexter', 'ambidexterity', 'ambidextrously', 'ambience', 'ambient', 'ambiguity', 'ambiguously', 'ambilateral', 'ambisexuality', 'ambition', 'ambitiously', 'ambivalence', 'ambivalent', 'ambivalently', 'ambivert', 'amble', 'ambled', 'ambler', 'ambling', 'ambrosia', 'ambrosial', 'ambulance', 'ambulant', 'ambulate', 'ambulation', 'ambulatory', 'ambuscade', 'ambuscading', 'ambush', 'ambushed', 'ambusher', 'ambushing', 'ambushment', 'ameba', 'amebae', 'ameban', 'amebean', 'amebic', 'ameboid', 'ameer', 'ameerate', 'ameliorate', 'amelioration', 'ameliorative', 'amenability', 'amenable', 'amenably', 'amend', 'amendable', 'amendatory', 'amender', 'amending', 'amendment', 'amenity', 'ament', 'amerce', 'amerced', 'amercement', 'amercing', 'america', 'american', 'americana', 'americanism', 'americanist', 'americanization', 'americanize', 'americanized', 'americanizing', 'americium', 'amerind', 'amerindian', 'amerism', 'amethyst', 'amex', 'amiability', 'amiable', 'amiably', 'amicability', 'amicable', 'amicably', 'amice', 'amici', 'amid', 'amide', 'amidic', 'amidship', 'amidst', 'amigo', 'aminic', 'aminity', 'amino', 'amirate', 'amire', 'amish', 'amity', 'ammeter', 'ammine', 'ammino', 'ammo', 'ammonia', 'ammoniac', 'ammoniate', 'ammonic', 'ammonify', 'ammonite', 'ammonium', 'ammonoid', 'ammunition', 'amnesia', 'amnesiac', 'amnesic', 'amnestic', 'amnestied', 'amnesty', 'amnestying', 'amnion', 'amnionic', 'amniote', 'amniotic', 'amoeba', 'amoebae', 'amoeban', 'amoebean', 'amoebic', 'amoeboid', 'amok', 'amole', 'among', 'amongst', 'amontillado', 'amoral', 'amorality', 'amoretti', 'amoretto', 'amoroso', 'amorously', 'amorphously', 'amort', 'amortise', 'amortizable', 'amortization', 'amortize', 'amortized', 'amortizement', 'amortizing', 'amount', 'amounted', 'amounting', 'amour', 'amove', 'amp', 'amperage', 'ampere', 'ampersand', 'amphetamine', 'amphibia', 'amphibian', 'amphibole', 'amphitheater', 'amphora', 'amphorae', 'amphoral', 'ampicillin', 'ampitheater', 'ample', 'ampler', 'amplest', 'amplifiable', 'amplification', 'amplified', 'amplifier', 'amplify', 'amplifying', 'amplitude', 'amply', 'ampoule', 'ampul', 'ampule', 'ampulla', 'amputate', 'amputation', 'amputee', 'amreeta', 'amrita', 'amsterdam', 'amtrac', 'amtrack', 'amtrak', 'amuck', 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'winsomer', 'winsomest', 'winter', 'winterer', 'wintergreen', 'winterier', 'winteriest', 'wintering', 'winterization', 'winterize', 'winterized', 'winterizing', 'winterkill', 'winterkilled', 'winterkilling', 'winterly', 'wintertide', 'wintertime', 'wintery', 'wintling', 'wintrier', 'wintriest', 'wintrily', 'wintry', 'winy', 'wipe', 'wiped', 'wipeout', 'wiper', 'wiping', 'wirable', 'wire', 'wiredraw', 'wiredrawn', 'wiredrew', 'wirehair', 'wirelessed', 'wireman', 'wirephoto', 'wirepuller', 'wirepulling', 'wirer', 'wiretap', 'wiretapper', 'wiretapping', 'wireway', 'wirework', 'wireworm', 'wirier', 'wiriest', 'wirily', 'wiring', 'wiry', 'wisconsin', 'wisconsinite', 'wisdom', 'wise', 'wiseacre', 'wisecrack', 'wisecracker', 'wisecracking', 'wised', 'wiseliest', 'wisely', 'wiser', 'wisest', 'wish', 'wishbone', 'wished', 'wisher', 'wishful', 'wishfully', 'wishing', 'wishy', 'wising', 'wisp', 'wisped', 'wispier', 'wispiest', 'wispily', 'wisping', 'wispish', 'wispy', 'wisteria', 'wistful', 'wistfully', 'wisting', 'wit', 'witch', 'witchcraft', 'witched', 'witchery', 'witchier', 'witchiest', 'witching', 'witchy', 'with', 'withal', 'withdraw', 'withdrawable', 'withdrawal', 'withdrawer', 'withdrawing', 'withdrawn', 'withdrew', 'withe', 'withed', 'wither', 'witherer', 'withering', 'withheld', 'withhold', 'withholder', 'withholding', 'withier', 'within', 'withing', 'without', 'withstand', 'withstanding', 'withstood', 'withy', 'witlessly', 'witling', 'witnessable', 'witnessed', 'witnesser', 'witnessing', 'witted', 'witticism', 'wittier', 'wittiest', 'wittily', 'witting', 'witty', 'wive', 'wived', 'wiver', 'wivern', 'wiving', 'wiz', 'wizard', 'wizardly', 'wizardry', 'wizen', 'wizened', 'wizening', 'woad', 'woald', 'wobble', 'wobbled', 'wobbler', 'wobblier', 'wobbliest', 'wobbling', 'wobbly', 'wobegone', 'woe', 'woebegone', 'woeful', 'woefuller', 'woefullest', 'woefully', 'woesome', 'woful', 'wofully', 'wok', 'woke', 'woken', 'wold', 'wolf', 'wolfed', 'wolfer', 'wolfhound', 'wolfing', 'wolfish', 'wolfram', 'wolfsbane', 'wolver', 'wolverine', 'woman', 'womaned', 'womanhood', 'womanish', 'womanize', 'womanized', 'womanizer', 'womanizing', 'womankind', 'womanlier', 'womanliest', 'womanlike', 'womanly', 'womb', 'wombat', 'wombed', 'wombier', 'womby', 'womenfolk', 'won', 'wonder', 'wonderer', 'wonderful', 'wonderfully', 'wondering', 'wonderland', 'wonderment', 'wondrously', 'wonkier', 'wonky', 'wont', 'wonted', 'wonting', 'wonton', 'woo', 'wood', 'woodbin', 'woodbine', 'woodblock', 'woodbox', 'woodcarver', 'woodcarving', 'woodchopper', 'woodchuck', 'woodcock', 'woodcraft', 'woodcut', 'woodcutter', 'woodcutting', 'wooden', 'woodener', 'woodenest', 'woodenly', 'woodenware', 'woodgraining', 'woodhen', 'woodier', 'woodiest', 'wooding', 'woodland', 'woodlander', 'woodlore', 'woodlot', 'woodman', 'woodnote', 'woodpecker', 'woodpile', 'woodruff', 'woodshed', 'woodsier', 'woodsiest', 'woodsman', 'woodsy', 'woodward', 'woodwax', 'woodwind', 'woodwork', 'woodworker', 'woodworking', 'woodworm', 'woody', 'wooed', 'wooer', 'woof', 'woofed', 'woofer', 'woofing', 'wooing', 'wool', 'wooled', 'woolen', 'wooler', 'woolgathering', 'woolie', 'woolier', 'wooliest', 'woollen', 'woollier', 'woolliest', 'woolly', 'woolman', 'woolpack', 'woolsack', 'woolshed', 'woolskin', 'woolsorter', 'woolworth', 'wooly', 'woomera', 'woosh', 'wooshed', 'wooshing', 'woozier', 'wooziest', 'woozily', 'woozy', 'wop', 'worcester', 'word', 'wordage', 'wordbook', 'wordier', 'wordiest', 'wordily', 'wording', 'wordlessly', 'wordperfect', 'wordplay', 'wordstar', 'wordy', 'wore', 'work', 'workability', 'workable', 'workaday', 'workaholic', 'workaholism', 'workbag', 'workbench', 'workboat', 'workbook', 'workbox', 'workday', 'worked', 'worker', 'workfolk', 'workhand', 'workhorse', 'workhouse', 'working', 'workingman', 'workingwoman', 'workload', 'workman', 'workmanlike', 'workmanship', 'workmaster', 'workout', 'workroom', 'workshop', 'workstation', 'worktable', 'workup', 'workweek', 'workwoman', 'world', 'worldbeater', 'worldlier', 'worldliest', 'worldling', 'worldly', 'worldwide', 'worm', 'wormed', 'wormer', 'wormhole', 'wormier', 'wormiest', 'worming', 'wormish', 'wormwood', 'wormy', 'worn', 'wornout', 'worried', 'worrier', 'worriment', 'worrisome', 'worrisomely', 'worrit', 'worry', 'worrying', 'worrywart', 'worse', 'worsen', 'worsened', 'worsening', 'worser', 'worship', 'worshiped', 'worshiper', 'worshipful', 'worshipfully', 'worshiping', 'worshipper', 'worshipping', 'worst', 'worsted', 'worsting', 'wort', 'worth', 'worthed', 'worthful', 'worthier', 'worthiest', 'worthily', 'worthing', 'worthlessly', 'worthwhile', 'worthy', 'wotted', 'wotting', 'would', 'wouldest', 'wouldst', 'wound', 'wounding', 'wove', 'woven', 'wow', 'wowed', 'wowing', 'wowser', 'wrack', 'wrackful', 'wracking', 'wraith', 'wrang', 'wrangle', 'wrangled', 'wrangler', 'wrangling', 'wrap', 'wraparound', 'wrapper', 'wrapping', 'wrapt', 'wrasse', 'wrastle', 'wrastled', 'wrath', 'wrathed', 'wrathful', 'wrathfully', 'wrathier', 'wrathiest', 'wrathily', 'wrathing', 'wrathy', 'wreak', 'wreaked', 'wreaker', 'wreaking', 'wreath', 'wreathe', 'wreathed', 'wreathing', 'wreathy', 'wreck', 'wreckage', 'wrecker', 'wreckful', 'wrecking', 'wren', 'wrench', 'wrenched', 'wrenching', 'wrest', 'wrested', 'wrester', 'wresting', 'wrestle', 'wrestled', 'wrestler', 'wrestling', 'wretch', 'wretched', 'wretcheder', 'wried', 'wrier', 'wriest', 'wriggle', 'wriggled', 'wriggler', 'wrigglier', 'wriggliest', 'wriggling', 'wriggly', 'wright', 'wrigley', 'wring', 'wringer', 'wringing', 'wrinkle', 'wrinkled', 'wrinklier', 'wrinkliest', 'wrinkling', 'wrinkly', 'wrist', 'wristband', 'wristdrop', 'wristiest', 'wristlet', 'wristwatch', 'wristy', 'writ', 'writable', 'write', 'writeoff', 'writer', 'writhe', 'writhed', 'writher', 'writhing', 'writing', 'written', 'wrong', 'wrongdoer', 'wrongdoing', 'wronger', 'wrongest', 'wrongful', 'wrongfully', 'wronging', 'wrongly', 'wrote', 'wroth', 'wrothful', 'wrought', 'wrung', 'wry', 'wryer', 'wryest', 'wrying', 'wryly', 'wryneck', 'wurst', 'wurzel', 'wye', 'wyoming', 'wyomingite', 'wyvern', 'xanthate', 'xanthic', 'xanthin', 'xanthine', 'xanthippe', 'xanthochroid', 'xanthoma', 'xanthophyll', 'xebec', 'xenia', 'xenic', 'xenobiology', 'xenocryst', 'xenogamy', 'xenograft', 'xenolith', 'xenolithic', 'xenon', 'xenophobe', 'xenophobia', 'xenophobic', 'xeric', 'xeroderma', 'xerographic', 'xerography', 'xerophthalmia', 'xerophyte', 'xerox', 'xeroxed', 'xeroxing', 'xiphoid', 'xiphosuran', 'xylan', 'xylem', 'xylene', 'xylidine', 'xylitol', 'xylograph', 'xylography', 'xyloid', 'xylophone', 'xylophonist', 'xylose', 'xylotomy', 'xyster', 'yabber', 'yacht', 'yachted', 'yachter', 'yachting', 'yachtman', 'yachtsman', 'yachtsmanship', 'yachtswoman', 'yack', 'yacking', 'yahoo', 'yahooism', 'yahooligan', 'yahooligans', 'yahweh', 'yak', 'yakked', 'yakking', 'yale', 'yam', 'yammer', 'yammerer', 'yammering', 'yamun', 'yang', 'yangtze', 'yank', 'yanked', 'yankee', 'yanking', 'yanqui', 'yap', 'yapper', 'yapping', 'yard', 'yardage', 'yardarm', 'yardbird', 'yarding', 'yardman', 'yardmaster', 'yardstick', 'yare', 'yarely', 'yarer', 'yarest', 'yarmulke', 'yarn', 'yarned', 'yarning', 'yarrow', 'yashmac', 'yashmak', 'yaw', 'yawed', 'yawing', 'yawl', 'yawled', 'yawling', 'yawn', 'yawned', 'yawner', 'yawning', 'yawp', 'yawped', 'yawper', 'yawping', 'yay', 'ycleped', 'yclept', 'ye', 'yea', 'yeah', 'year', 'yearbook', 'yearling', 'yearlong', 'yearly', 'yearn', 'yearned', 'yearner', 'yearning', 'yeast', 'yeasted', 'yeastier', 'yeastiest', 'yeastily', 'yeasting', 'yeasty', 'yegg', 'yeggman', 'yell', 'yelled', 'yeller', 'yelling', 'yellow', 'yellowbellied', 'yellowbelly', 'yellowed', 'yellower', 'yellowest', 'yellowing', 'yellowish', 'yellowknife', 'yellowly', 'yellowy', 'yelp', 'yelped', 'yelper', 'yelping', 'yemenite', 'yen', 'yenned', 'yenning', 'yenta', 'yeoman', 'yeomanly', 'yeomanry', 'yep', 'yerba', 'yeshiva', 'yeshivah', 'yeshivoth', 'yessed', 'yessing', 'yester', 'yesterday', 'yesteryear', 'yet', 'yeti', 'yew', 'yid', 'yield', 'yielder', 'yielding', 'yin', 'yip', 'yipe', 'yippee', 'yippie', 'yipping', 'ymca', 'yod', 'yodel', 'yodeled', 'yodeler', 'yodeling', 'yodelled', 'yodeller', 'yodelling', 'yodle', 'yodled', 'yodler', 'yodling', 'yoga', 'yogee', 'yoghurt', 'yogi', 'yogic', 'yogin', 'yogini', 'yogurt', 'yoke', 'yoked', 'yokel', 'yokelish', 'yokemate', 'yoking', 'yokohama', 'yolk', 'yolked', 'yolkier', 'yolky', 'yon', 'yond', 'yonder', 'yoni', 'yonker', 'yore', 'york', 'yorker', 'yosemite', 'you', 'young', 'younger', 'youngest', 'youngish', 'youngling', 'youngster', 'youngstown', 'younker', 'your', 'yourn', 'yourself', 'youse', 'youth', 'youthen', 'youthened', 'youthening', 'youthful', 'youthfully', 'yow', 'yowed', 'yowie', 'yowing', 'yowl', 'yowled', 'yowler', 'yowling', 'ytterbic', 'ytterbium', 'yttria', 'yttric', 'yttrium', 'yuan', 'yucca', 'yugoslav', 'yugoslavia', 'yugoslavian', 'yuk', 'yukked', 'yukking', 'yukon', 'yule', 'yuletide', 'yummier', 'yummiest', 'yummy', 'yup', 'yuppie', 'yurt', 'ywca', 'zabaione', 'zachariah', 'zag', 'zagging', 'zaire', 'zairian', 'zambezi', 'zambia', 'zambian', 'zanier', 'zaniest', 'zanily', 'zany', 'zanyish', 'zanzibar', 'zap', 'zapping', 'zazen', 'zeal', 'zealand', 'zealander', 'zealot', 'zealotry', 'zealously', 'zebeck', 'zebra', 'zebraic', 'zebrine', 'zebroid', 'zebu', 'zed', 'zee', 'zeitgeist', 'zen', 'zenana', 'zendo', 'zenith', 'zenithal', 'zeolite', 'zephyr', 'zeppelin', 'zero', 'zeroed', 'zeroing', 'zest', 'zested', 'zestful', 'zestfully', 'zestier', 'zestiest', 'zesting', 'zesty', 'zeta', 'zig', 'zigging', 'ziggurat', 'zigzag', 'zigzagging', 'zikurat', 'zilch', 'zillion', 'zillionth', 'zimbabwe', 'zinc', 'zincate', 'zinced', 'zincic', 'zincified', 'zincify', 'zincing', 'zincite', 'zincking', 'zincky', 'zincoid', 'zincy', 'zing', 'zinger', 'zingier', 'zingiest', 'zinging', 'zingy', 'zinkify', 'zinky', 'zinnia', 'zion', 'zionism', 'zionist', 'zip', 'zipper', 'zippering', 'zippier', 'zippiest', 'zipping', 'zippy', 'zircon', 'zirconic', 'zirconium', 'zither', 'zitherist', 'zithern', 'zizzle', 'zizzled', 'zizzling', 'zodiac', 'zodiacal', 'zombie', 'zonal', 'zonation', 'zone', 'zoner', 'zonetime', 'zoning', 'zonked', 'zoo', 'zoologist', 'zoology', 'zoom', 'zoomed', 'zooming', 'zooparasitic', 'zoopathology', 'zoophobia', 'zoophyte', 'zooplankton', 'zori', 'zoroaster', 'zoroastrian', 'zoroastrianism', 'zoster', 'zouave', 'zowie', 'zoysia', 'zucchetto', 'zucchini', 'zulu', 'zuni', 'zurich', 'zwieback', 'zygote', 'zygotic', 'zymase', 'zymogenic', 'zymology', 'zymoplastic', 'zymoscope', 'zymurgy', 'zyzzyva', ];
moreati/python-niceware
niceware/wordlist.py
Python
mit
804,814
[ "Amber", "Avogadro", "BLAST", "Brian", "CASINO", "CRYSTAL", "ESPResSo", "Elk", "Firefly", "GULP", "Galaxy", "Jaguar", "MOOSE", "NEURON", "ORCA", "SIESTA", "TINKER", "VisIt", "exciting" ]
6c5806b51e4462817039ca71152344bd830075075873fa551bfa7107db58cc29
# -*- coding: utf-8 -*- # emacs: -*- mode: python; py-indent-offset: 4; indent-tabs-mode: nil -*- # vi: set ft=python sts=4 ts=4 sw=4 et: """The fsl module provides classes for interfacing with the `FSL <http://www.fmrib.ox.ac.uk/fsl/index.html>`_ command line tools. This was written to work with FSL version 4.1.4. Examples -------- See the docstrings of the individual classes for examples. .. testsetup:: # Change directory to provide relative paths for doctests import os filepath = os.path.dirname(os.path.realpath( __file__ )) datadir = os.path.realpath(os.path.join(filepath, '../testing/data')) os.chdir(datadir) """ from __future__ import print_function, division, unicode_literals, absolute_import from builtins import map, range import os import os.path as op import re from glob import glob import tempfile import numpy as np from ...utils.filemanip import (load_json, save_json, split_filename, fname_presuffix) from ..base import (traits, TraitedSpec, OutputMultiPath, File, CommandLine, CommandLineInputSpec, isdefined) from .base import FSLCommand, FSLCommandInputSpec, Info class CopyGeomInputSpec(FSLCommandInputSpec): in_file = File(exists=True, mandatory=True, argstr="%s", position=0, desc="source image") dest_file = File(exists=True, mandatory=True, argstr="%s", position=1, desc="destination image", copyfile=True, output_name='out_file', name_source='dest_file', name_template='%s') ignore_dims = traits.Bool(desc='Do not copy image dimensions', argstr='-d', position="-1") class CopyGeomOutputSpec(TraitedSpec): out_file = File(exists=True, desc="image with new geometry header") class CopyGeom(FSLCommand): """Use fslcpgeom to copy the header geometry information to another image. Copy certain parts of the header information (image dimensions, voxel dimensions, voxel dimensions units string, image orientation/origin or qform/sform info) from one image to another. Note that only copies from Analyze to Analyze or Nifti to Nifti will work properly. Copying from different files will result in loss of information or potentially incorrect settings. """ _cmd = "fslcpgeom" input_spec = CopyGeomInputSpec output_spec = CopyGeomOutputSpec class RobustFOVInputSpec(FSLCommandInputSpec): in_file = File(exists=True, desc='input filename', argstr='-i %s', position=0, mandatory=True) out_roi = File(desc="ROI volume output name", argstr="-r %s", name_source=['in_file'], hash_files=False, name_template='%s_ROI') class RobustFOVOutputSpec(TraitedSpec): out_roi = File(exists=True, desc="ROI volume output name") class RobustFOV(FSLCommand): _cmd = 'robustfov' input_spec = RobustFOVInputSpec output_spec = RobustFOVOutputSpec class ImageMeantsInputSpec(FSLCommandInputSpec): in_file = File(exists=True, desc='input file for computing the average timeseries', argstr='-i %s', position=0, mandatory=True) out_file = File(desc='name of output text matrix', argstr='-o %s', genfile=True, hash_files=False) mask = File(exists=True, desc='input 3D mask', argstr='-m %s') spatial_coord = traits.List(traits.Int, desc=('<x y z> requested spatial coordinate ' '(instead of mask)'), argstr='-c %s') use_mm = traits.Bool(desc=('use mm instead of voxel coordinates (for -c ' 'option)'), argstr='--usemm') show_all = traits.Bool(desc=('show all voxel time series (within mask) ' 'instead of averaging'), argstr='--showall') eig = traits.Bool( desc=('calculate Eigenvariate(s) instead of mean (output will have 0 ' 'mean)'), argstr='--eig') order = traits.Int(1, desc='select number of Eigenvariates', argstr='--order=%d', usedefault=True) nobin = traits.Bool(desc=('do not binarise the mask for calculation of ' 'Eigenvariates'), argstr='--no_bin') transpose = traits.Bool( desc=('output results in transpose format (one row per voxel/mean)'), argstr='--transpose') class ImageMeantsOutputSpec(TraitedSpec): out_file = File(exists=True, desc="path/name of output text matrix") class ImageMeants(FSLCommand): """ Use fslmeants for printing the average timeseries (intensities) to the screen (or saves to a file). The average is taken over all voxels in the mask (or all voxels in the image if no mask is specified) """ _cmd = 'fslmeants' input_spec = ImageMeantsInputSpec output_spec = ImageMeantsOutputSpec def _list_outputs(self): outputs = self.output_spec().get() outputs['out_file'] = self.inputs.out_file if not isdefined(outputs['out_file']): outputs['out_file'] = self._gen_fname(self.inputs.in_file, suffix='_ts', ext='.txt', change_ext=True) outputs['out_file'] = os.path.abspath(outputs['out_file']) return outputs def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()[name] return None class SmoothInputSpec(FSLCommandInputSpec): in_file = File(exists=True, argstr="%s", position=0, mandatory=True) sigma = traits.Float( argstr="-kernel gauss %.03f -fmean", position=1, xor=['fwhm'], mandatory=True, desc='gaussian kernel sigma in mm (not voxels)') fwhm = traits.Float( argstr="-kernel gauss %.03f -fmean", position=1, xor=['sigma'], mandatory=True, desc=('gaussian kernel fwhm, will be converted to sigma in mm ' '(not voxels)')) smoothed_file = File( argstr="%s", position=2, name_source=['in_file'], name_template='%s_smooth', hash_files=False) class SmoothOutputSpec(TraitedSpec): smoothed_file = File(exists=True) class Smooth(FSLCommand): """ Use fslmaths to smooth the image Examples -------- Setting the kernel width using sigma: >>> sm = Smooth() >>> sm.inputs.output_type = 'NIFTI_GZ' >>> sm.inputs.in_file = 'functional2.nii' >>> sm.inputs.sigma = 8.0 >>> sm.cmdline # doctest: +ELLIPSIS +IGNORE_UNICODE 'fslmaths functional2.nii -kernel gauss 8.000 -fmean functional2_smooth.nii.gz' Setting the kernel width using fwhm: >>> sm = Smooth() >>> sm.inputs.output_type = 'NIFTI_GZ' >>> sm.inputs.in_file = 'functional2.nii' >>> sm.inputs.fwhm = 8.0 >>> sm.cmdline # doctest: +ELLIPSIS +IGNORE_UNICODE 'fslmaths functional2.nii -kernel gauss 3.397 -fmean functional2_smooth.nii.gz' One of sigma or fwhm must be set: >>> from nipype.interfaces.fsl import Smooth >>> sm = Smooth() >>> sm.inputs.output_type = 'NIFTI_GZ' >>> sm.inputs.in_file = 'functional2.nii' >>> sm.cmdline #doctest: +ELLIPSIS Traceback (most recent call last): ... ValueError: Smooth requires a value for one of the inputs ... """ input_spec = SmoothInputSpec output_spec = SmoothOutputSpec _cmd = 'fslmaths' def _format_arg(self, name, trait_spec, value): if name == 'fwhm': sigma = float(value) / np.sqrt(8 * np.log(2)) return super(Smooth, self)._format_arg(name, trait_spec, sigma) return super(Smooth, self)._format_arg(name, trait_spec, value) class MergeInputSpec(FSLCommandInputSpec): in_files = traits.List(File(exists=True), argstr="%s", position=2, mandatory=True) dimension = traits.Enum('t', 'x', 'y', 'z', 'a', argstr="-%s", position=0, desc=("dimension along which to merge, optionally " "set tr input when dimension is t"), mandatory=True) tr = traits.Float(position=-1, argstr='%.2f', desc=('use to specify TR in seconds (default is 1.00 ' 'sec), overrides dimension and sets it to tr')) merged_file = File(argstr="%s", position=1, name_source='in_files', name_template='%s_merged', hash_files=False) class MergeOutputSpec(TraitedSpec): merged_file = File(exists=True) class Merge(FSLCommand): """Use fslmerge to concatenate images Images can be concatenated across time, x, y, or z dimensions. Across the time (t) dimension the TR is set by default to 1 sec. Note: to set the TR to a different value, specify 't' for dimension and specify the TR value in seconds for the tr input. The dimension will be automatically updated to 'tr'. Examples -------- >>> from nipype.interfaces.fsl import Merge >>> merger = Merge() >>> merger.inputs.in_files = ['functional2.nii', 'functional3.nii'] >>> merger.inputs.dimension = 't' >>> merger.inputs.output_type = 'NIFTI_GZ' >>> merger.cmdline # doctest: +IGNORE_UNICODE 'fslmerge -t functional2_merged.nii.gz functional2.nii functional3.nii' >>> merger.inputs.tr = 2.25 >>> merger.cmdline # doctest: +IGNORE_UNICODE 'fslmerge -tr functional2_merged.nii.gz functional2.nii functional3.nii 2.25' """ _cmd = 'fslmerge' input_spec = MergeInputSpec output_spec = MergeOutputSpec def _format_arg(self, name, spec, value): if name == 'tr': if self.inputs.dimension != 't': raise ValueError('When TR is specified, dimension must be t') return spec.argstr % value if name == 'dimension': if isdefined(self.inputs.tr): return '-tr' return spec.argstr % value return super(Merge, self)._format_arg(name, spec, value) class ExtractROIInputSpec(FSLCommandInputSpec): in_file = File(exists=True, argstr="%s", position=0, desc="input file", mandatory=True) roi_file = File(argstr="%s", position=1, desc="output file", genfile=True, hash_files=False) x_min = traits.Int(argstr="%d", position=2) x_size = traits.Int(argstr="%d", position=3) y_min = traits.Int(argstr="%d", position=4) y_size = traits.Int(argstr="%d", position=5) z_min = traits.Int(argstr="%d", position=6) z_size = traits.Int(argstr="%d", position=7) t_min = traits.Int(argstr="%d", position=8) t_size = traits.Int(argstr="%d", position=9) _crop_xor = ['x_min', 'x_size', 'y_min', 'y_size', 'z_min', 'z_size', 't_min', 't_size'] crop_list = traits.List(traits.Tuple(traits.Int, traits.Int), argstr="%s", position=2, xor=_crop_xor, desc="list of two tuples specifying crop options") class ExtractROIOutputSpec(TraitedSpec): roi_file = File(exists=True) class ExtractROI(FSLCommand): """Uses FSL Fslroi command to extract region of interest (ROI) from an image. You can a) take a 3D ROI from a 3D data set (or if it is 4D, the same ROI is taken from each time point and a new 4D data set is created), b) extract just some time points from a 4D data set, or c) control time and space limits to the ROI. Note that the arguments are minimum index and size (not maximum index). So to extract voxels 10 to 12 inclusive you would specify 10 and 3 (not 10 and 12). Examples -------- >>> from nipype.interfaces.fsl import ExtractROI >>> from nipype.testing import anatfile >>> fslroi = ExtractROI(in_file=anatfile, roi_file='bar.nii', t_min=0, ... t_size=1) >>> fslroi.cmdline == 'fslroi %s bar.nii 0 1' % anatfile True """ _cmd = 'fslroi' input_spec = ExtractROIInputSpec output_spec = ExtractROIOutputSpec def _format_arg(self, name, spec, value): if name == "crop_list": return " ".join(map(str, sum(list(map(list, value)), []))) return super(ExtractROI, self)._format_arg(name, spec, value) def _list_outputs(self): """Create a Bunch which contains all possible files generated by running the interface. Some files are always generated, others depending on which ``inputs`` options are set. Returns ------- outputs : Bunch object Bunch object containing all possible files generated by interface object. If None, file was not generated Else, contains path, filename of generated outputfile """ outputs = self._outputs().get() outputs['roi_file'] = self.inputs.roi_file if not isdefined(outputs['roi_file']): outputs['roi_file'] = self._gen_fname(self.inputs.in_file, suffix='_roi') outputs['roi_file'] = os.path.abspath(outputs['roi_file']) return outputs def _gen_filename(self, name): if name == 'roi_file': return self._list_outputs()[name] return None class SplitInputSpec(FSLCommandInputSpec): in_file = File(exists=True, argstr="%s", position=0, mandatory=True, desc="input filename") out_base_name = traits.Str(argstr="%s", position=1, desc="outputs prefix") dimension = traits.Enum( 't', 'x', 'y', 'z', argstr="-%s", position=2, mandatory=True, desc="dimension along which the file will be split") class SplitOutputSpec(TraitedSpec): out_files = OutputMultiPath(File(exists=True)) class Split(FSLCommand): """Uses FSL Fslsplit command to separate a volume into images in time, x, y or z dimension. """ _cmd = 'fslsplit' input_spec = SplitInputSpec output_spec = SplitOutputSpec def _list_outputs(self): """Create a Bunch which contains all possible files generated by running the interface. Some files are always generated, others depending on which ``inputs`` options are set. Returns ------- outputs : Bunch object Bunch object containing all possible files generated by interface object. If None, file was not generated Else, contains path, filename of generated outputfile """ outputs = self._outputs().get() ext = Info.output_type_to_ext(self.inputs.output_type) outbase = 'vol*' if isdefined(self.inputs.out_base_name): outbase = '%s*' % self.inputs.out_base_name outputs['out_files'] = sorted(glob(os.path.join(os.getcwd(), outbase + ext))) return outputs class ImageMathsInputSpec(FSLCommandInputSpec): in_file = File(exists=True, argstr="%s", mandatory=True, position=1) in_file2 = File(exists=True, argstr="%s", position=3) out_file = File(argstr="%s", position=4, genfile=True, hash_files=False) op_string = traits.Str(argstr="%s", position=2, desc="string defining the operation, i. e. -add") suffix = traits.Str(desc="out_file suffix") out_data_type = traits.Enum('char', 'short', 'int', 'float', 'double', 'input', argstr="-odt %s", position=5, desc=("output datatype, one of (char, short, " "int, float, double, input)")) class ImageMathsOutputSpec(TraitedSpec): out_file = File(exists=True) class ImageMaths(FSLCommand): """Use FSL fslmaths command to allow mathematical manipulation of images `FSL info <http://www.fmrib.ox.ac.uk/fslcourse/lectures/practicals/intro/index.htm#fslutils>`_ Examples -------- >>> from nipype.interfaces import fsl >>> from nipype.testing import anatfile >>> maths = fsl.ImageMaths(in_file=anatfile, op_string= '-add 5', ... out_file='foo_maths.nii') >>> maths.cmdline == 'fslmaths %s -add 5 foo_maths.nii' % anatfile True """ input_spec = ImageMathsInputSpec output_spec = ImageMathsOutputSpec _cmd = 'fslmaths' def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()[name] return None def _parse_inputs(self, skip=None): return super(ImageMaths, self)._parse_inputs(skip=['suffix']) def _list_outputs(self): suffix = '_maths' # ohinds: build suffix if isdefined(self.inputs.suffix): suffix = self.inputs.suffix outputs = self._outputs().get() outputs['out_file'] = self.inputs.out_file if not isdefined(outputs['out_file']): outputs['out_file'] = self._gen_fname(self.inputs.in_file, suffix=suffix) outputs['out_file'] = os.path.abspath(outputs['out_file']) return outputs class FilterRegressorInputSpec(FSLCommandInputSpec): in_file = File(exists=True, argstr="-i %s", desc="input file name (4D image)", mandatory=True, position=1) out_file = File(argstr="-o %s", desc="output file name for the filtered data", genfile=True, position=2, hash_files=False) design_file = File(exists=True, argstr="-d %s", position=3, mandatory=True, desc=("name of the matrix with time courses (e.g. GLM " "design or MELODIC mixing matrix)")) filter_columns = traits.List( traits.Int, argstr="-f '%s'", xor=["filter_all"], mandatory=True, position=4, desc=("(1-based) column indices to filter out of the data")) filter_all = traits.Bool(mandatory=True, argstr="-f '%s'", xor=["filter_columns"], position=4, desc=("use all columns in the design file in " "denoising")) mask = File(exists=True, argstr="-m %s", desc="mask image file name") var_norm = traits.Bool(argstr="--vn", desc="perform variance-normalization on data") out_vnscales = traits.Bool(argstr="--out_vnscales", desc=("output scaling factors for variance " "normalization")) class FilterRegressorOutputSpec(TraitedSpec): out_file = File(exists=True, desc="output file name for the filtered data") class FilterRegressor(FSLCommand): """Data de-noising by regressing out part of a design matrix Uses simple OLS regression on 4D images """ input_spec = FilterRegressorInputSpec output_spec = FilterRegressorOutputSpec _cmd = 'fsl_regfilt' def _format_arg(self, name, trait_spec, value): if name == 'filter_columns': return trait_spec.argstr % ",".join(map(str, value)) elif name == "filter_all": design = np.loadtxt(self.inputs.design_file) try: n_cols = design.shape[1] except IndexError: n_cols = 1 return trait_spec.argstr % ",".join( map(str, list(range(1, n_cols + 1)))) return super(FilterRegressor, self)._format_arg( name, trait_spec, value) def _list_outputs(self): outputs = self.output_spec().get() outputs['out_file'] = self.inputs.out_file if not isdefined(outputs['out_file']): outputs['out_file'] = self._gen_fname( self.inputs.in_file, suffix='_regfilt') outputs['out_file'] = os.path.abspath(outputs['out_file']) return outputs def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()[name] return None class ImageStatsInputSpec(FSLCommandInputSpec): split_4d = traits.Bool(argstr='-t', position=1, desc=('give a separate output line for each 3D ' 'volume of a 4D timeseries')) in_file = File(exists=True, argstr="%s", mandatory=True, position=2, desc='input file to generate stats of') op_string = traits.Str(argstr="%s", mandatory=True, position=3, desc=("string defining the operation, options are " "applied in order, e.g. -M -l 10 -M will " "report the non-zero mean, apply a threshold " "and then report the new nonzero mean")) mask_file = File(exists=True, argstr="", desc='mask file used for option -k %s') class ImageStatsOutputSpec(TraitedSpec): out_stat = traits.Any(desc='stats output') class ImageStats(FSLCommand): """Use FSL fslstats command to calculate stats from images `FSL info <http://www.fmrib.ox.ac.uk/fslcourse/lectures/practicals/intro/index.htm#fslutils>`_ Examples -------- >>> from nipype.interfaces.fsl import ImageStats >>> from nipype.testing import funcfile >>> stats = ImageStats(in_file=funcfile, op_string= '-M') >>> stats.cmdline == 'fslstats %s -M'%funcfile True """ input_spec = ImageStatsInputSpec output_spec = ImageStatsOutputSpec _cmd = 'fslstats' def _format_arg(self, name, trait_spec, value): if name == 'mask_file': return '' if name == 'op_string': if '-k %s' in self.inputs.op_string: if isdefined(self.inputs.mask_file): return self.inputs.op_string % self.inputs.mask_file else: raise ValueError( '-k %s option in op_string requires mask_file') return super(ImageStats, self)._format_arg(name, trait_spec, value) def aggregate_outputs(self, runtime=None, needed_outputs=None): outputs = self._outputs() # local caching for backward compatibility outfile = os.path.join(os.getcwd(), 'stat_result.json') if runtime is None: try: out_stat = load_json(outfile)['stat'] except IOError: return self.run().outputs else: out_stat = [] for line in runtime.stdout.split('\n'): if line: values = line.split() if len(values) > 1: out_stat.append([float(val) for val in values]) else: out_stat.extend([float(val) for val in values]) if len(out_stat) == 1: out_stat = out_stat[0] save_json(outfile, dict(stat=out_stat)) outputs.out_stat = out_stat return outputs class AvScaleInputSpec(CommandLineInputSpec): all_param = traits.Bool(False, argstr='--allparams') mat_file = File(exists=True, argstr='%s', desc='mat file to read', position=-2) ref_file = File(exists=True, argstr='%s', position=-1, desc='reference file to get center of rotation') class AvScaleOutputSpec(TraitedSpec): rotation_translation_matrix = traits.List( traits.List(traits.Float), desc='Rotation and Translation Matrix') scales = traits.List(traits.Float, desc='Scales (x,y,z)') skews = traits.List(traits.Float, desc='Skews') average_scaling = traits.Float(desc='Average Scaling') determinant = traits.Float(desc='Determinant') forward_half_transform = traits.List( traits.List(traits.Float), desc='Forward Half Transform') backward_half_transform = traits.List( traits.List(traits.Float), desc='Backwards Half Transform') left_right_orientation_preserved = traits.Bool( desc='True if LR orientation preserved') rot_angles = traits.List(traits.Float, desc='rotation angles') translations = traits.List(traits.Float, desc='translations') class AvScale(CommandLine): """Use FSL avscale command to extract info from mat file output of FLIRT Examples -------- >>> avscale = AvScale() >>> avscale.inputs.mat_file = 'flirt.mat' >>> res = avscale.run() # doctest: +SKIP """ input_spec = AvScaleInputSpec output_spec = AvScaleOutputSpec _cmd = 'avscale' def _run_interface(self, runtime): runtime = super(AvScale, self)._run_interface(runtime) expr = re.compile( 'Rotation\ &\ Translation\ Matrix:\n(?P<rot_tran_mat>[0-9\.\ \n-]+)[\s\n]*' '(Rotation\ Angles\ \(x,y,z\)\ \[rads\]\ =\ (?P<rot_angles>[0-9\.\ -]+))?[\s\n]*' '(Translations\ \(x,y,z\)\ \[mm\]\ =\ (?P<translations>[0-9\.\ -]+))?[\s\n]*' 'Scales\ \(x,y,z\)\ =\ (?P<scales>[0-9\.\ -]+)[\s\n]*' 'Skews\ \(xy,xz,yz\)\ =\ (?P<skews>[0-9\.\ -]+)[\s\n]*' 'Average\ scaling\ =\ (?P<avg_scaling>[0-9\.-]+)[\s\n]*' 'Determinant\ =\ (?P<determinant>[0-9\.-]+)[\s\n]*' 'Left-Right\ orientation:\ (?P<lr_orientation>[A-Za-z]+)[\s\n]*' 'Forward\ half\ transform\ =[\s]*\n' '(?P<fwd_half_xfm>[0-9\.\ \n-]+)[\s\n]*' 'Backward\ half\ transform\ =[\s]*\n' '(?P<bwd_half_xfm>[0-9\.\ \n-]+)[\s\n]*') out = expr.search(runtime.stdout).groupdict() outputs = {} outputs['rotation_translation_matrix'] = [[ float(v) for v in r.strip().split(' ')] for r in out['rot_tran_mat'].strip().split('\n')] outputs['scales'] = [ float(s) for s in out['scales'].strip().split(' ')] outputs['skews'] = [float(s) for s in out['skews'].strip().split(' ')] outputs['average_scaling'] = float(out['avg_scaling'].strip()) outputs['determinant'] = float(out['determinant'].strip()) outputs['left_right_orientation_preserved'] = out[ 'lr_orientation'].strip() == 'preserved' outputs['forward_half_transform'] = [[ float(v) for v in r.strip().split(' ')] for r in out['fwd_half_xfm'].strip().split('\n')] outputs['backward_half_transform'] = [[ float(v) for v in r.strip().split(' ')] for r in out['bwd_half_xfm'].strip().split('\n')] if self.inputs.all_param: outputs['rot_angles'] = [ float(r) for r in out['rot_angles'].strip().split(' ')] outputs['translations'] = [ float(r) for r in out['translations'].strip().split(' ')] setattr(self, '_results', outputs) return runtime def _list_outputs(self): return self._results class OverlayInputSpec(FSLCommandInputSpec): transparency = traits.Bool(desc='make overlay colors semi-transparent', position=1, argstr='%s', usedefault=True, default_value=True) out_type = traits.Enum('float', 'int', position=2, usedefault=True, argstr='%s', desc='write output with float or int') use_checkerboard = traits.Bool(desc='use checkerboard mask for overlay', argstr='-c', position=3) background_image = File(exists=True, position=4, mandatory=True, argstr='%s', desc='image to use as background') _xor_inputs = ('auto_thresh_bg', 'full_bg_range', 'bg_thresh') auto_thresh_bg = traits.Bool( desc=('automatically threshold the background image'), argstr='-a', position=5, xor=_xor_inputs, mandatory=True) full_bg_range = traits.Bool(desc='use full range of background image', argstr='-A', position=5, xor=_xor_inputs, mandatory=True) bg_thresh = traits.Tuple( traits.Float, traits.Float, argstr='%.3f %.3f', position=5, desc='min and max values for background intensity', xor=_xor_inputs, mandatory=True) stat_image = File(exists=True, position=6, mandatory=True, argstr='%s', desc='statistical image to overlay in color') stat_thresh = traits.Tuple(traits.Float, traits.Float, position=7, mandatory=True, argstr='%.2f %.2f', desc=('min and max values for the statistical ' 'overlay')) show_negative_stats = traits.Bool(desc=('display negative statistics in ' 'overlay'), xor=['stat_image2'], argstr='%s', position=8) stat_image2 = File(exists=True, position=9, xor=['show_negative_stats'], argstr='%s', desc='second statistical image to overlay in color') stat_thresh2 = traits.Tuple(traits.Float, traits.Float, position=10, desc=('min and max values for second ' 'statistical overlay'), argstr='%.2f %.2f') out_file = File(desc='combined image volume', position=-1, argstr='%s', genfile=True, hash_files=False) class OverlayOutputSpec(TraitedSpec): out_file = File(exists=True, desc='combined image volume') class Overlay(FSLCommand): """ Use FSL's overlay command to combine background and statistical images into one volume Examples -------- >>> from nipype.interfaces import fsl >>> combine = fsl.Overlay() >>> combine.inputs.background_image = 'mean_func.nii.gz' >>> combine.inputs.auto_thresh_bg = True >>> combine.inputs.stat_image = 'zstat1.nii.gz' >>> combine.inputs.stat_thresh = (3.5, 10) >>> combine.inputs.show_negative_stats = True >>> res = combine.run() #doctest: +SKIP """ _cmd = 'overlay' input_spec = OverlayInputSpec output_spec = OverlayOutputSpec def _format_arg(self, name, spec, value): if name == 'transparency': if value: return '1' else: return '0' if name == 'out_type': if value == 'float': return '0' else: return '1' if name == 'show_negative_stats': return '%s %.2f %.2f' % (self.inputs.stat_image, self.inputs.stat_thresh[0] * -1, self.inputs.stat_thresh[1] * -1) return super(Overlay, self)._format_arg(name, spec, value) def _list_outputs(self): outputs = self._outputs().get() out_file = self.inputs.out_file if not isdefined(out_file): if isdefined(self.inputs.stat_image2) and ( not isdefined(self.inputs.show_negative_stats) or not self.inputs.show_negative_stats): stem = "%s_and_%s" % ( split_filename(self.inputs.stat_image)[1], split_filename(self.inputs.stat_image2)[1]) else: stem = split_filename(self.inputs.stat_image)[1] out_file = self._gen_fname(stem, suffix='_overlay') outputs['out_file'] = os.path.abspath(out_file) return outputs def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()['out_file'] return None class SlicerInputSpec(FSLCommandInputSpec): in_file = File(exists=True, position=1, argstr='%s', mandatory=True, desc='input volume') image_edges = File(exists=True, position=2, argstr='%s', desc=('volume to display edge overlay for (useful for ' 'checking registration')) label_slices = traits.Bool( position=3, argstr='-L', desc='display slice number', usedefault=True, default_value=True) colour_map = File(exists=True, position=4, argstr='-l %s', desc=('use different colour map from that stored in ' 'nifti header')) intensity_range = traits.Tuple(traits.Float, traits.Float, position=5, argstr='-i %.3f %.3f', desc='min and max intensities to display') threshold_edges = traits.Float(position=6, argstr='-e %.3f', desc='use threshold for edges') dither_edges = traits.Bool(position=7, argstr='-t', desc=('produce semi-transparent (dithered) ' 'edges')) nearest_neighbour = traits.Bool(position=8, argstr='-n', desc=('use nearest neighbor interpolation ' 'for output')) show_orientation = traits.Bool(position=9, argstr='%s', usedefault=True, default_value=True, desc='label left-right orientation') _xor_options = ('single_slice', 'middle_slices', 'all_axial', 'sample_axial') single_slice = traits.Enum( 'x', 'y', 'z', position=10, argstr='-%s', xor=_xor_options, requires=['slice_number'], desc=('output picture of single slice in the x, y, or z plane')) slice_number = traits.Int(position=11, argstr='-%d', desc='slice number to save in picture') middle_slices = traits.Bool(position=10, argstr='-a', xor=_xor_options, desc=('output picture of mid-sagittal, axial, ' 'and coronal slices')) all_axial = traits.Bool(position=10, argstr='-A', xor=_xor_options, requires=['image_width'], desc='output all axial slices into one picture') sample_axial = traits.Int(position=10, argstr='-S %d', xor=_xor_options, requires=['image_width'], desc=('output every n axial slices into one ' 'picture')) image_width = traits.Int( position=-2, argstr='%d', desc='max picture width') out_file = File(position=-1, genfile=True, argstr='%s', desc='picture to write', hash_files=False) scaling = traits.Float(position=0, argstr='-s %f', desc='image scale') class SlicerOutputSpec(TraitedSpec): out_file = File(exists=True, desc='picture to write') class Slicer(FSLCommand): """Use FSL's slicer command to output a png image from a volume. Examples -------- >>> from nipype.interfaces import fsl >>> from nipype.testing import example_data >>> slice = fsl.Slicer() >>> slice.inputs.in_file = example_data('functional.nii') >>> slice.inputs.all_axial = True >>> slice.inputs.image_width = 750 >>> res = slice.run() #doctest: +SKIP """ _cmd = 'slicer' input_spec = SlicerInputSpec output_spec = SlicerOutputSpec def _format_arg(self, name, spec, value): if name == 'show_orientation': if value: return '' else: return '-u' elif name == "label_slices": if value: return '-L' else: return '' return super(Slicer, self)._format_arg(name, spec, value) def _list_outputs(self): outputs = self._outputs().get() out_file = self.inputs.out_file if not isdefined(out_file): out_file = self._gen_fname(self.inputs.in_file, ext='.png') outputs['out_file'] = os.path.abspath(out_file) return outputs def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()['out_file'] return None class PlotTimeSeriesInputSpec(FSLCommandInputSpec): in_file = traits.Either(File(exists=True), traits.List(File(exists=True)), mandatory=True, argstr="%s", position=1, desc=("file or list of files with columns of " "timecourse information")) plot_start = traits.Int(argstr="--start=%d", xor=("plot_range",), desc="first column from in-file to plot") plot_finish = traits.Int(argstr="--finish=%d", xor=("plot_range",), desc="final column from in-file to plot") plot_range = traits.Tuple(traits.Int, traits.Int, argstr="%s", xor=("plot_start", "plot_finish"), desc=("first and last columns from the in-file " "to plot")) title = traits.Str(argstr="%s", desc="plot title") legend_file = File(exists=True, argstr="--legend=%s", desc="legend file") labels = traits.Either(traits.Str, traits.List(traits.Str), argstr="%s", desc="label or list of labels") y_min = traits.Float(argstr="--ymin=%.2f", desc="minumum y value", xor=("y_range",)) y_max = traits.Float(argstr="--ymax=%.2f", desc="maximum y value", xor=("y_range",)) y_range = traits.Tuple(traits.Float, traits.Float, argstr="%s", xor=("y_min", "y_max"), desc="min and max y axis values") x_units = traits.Int( argstr="-u %d", usedefault=True, default_value=1, desc=("scaling units for x-axis (between 1 and length of in file)")) plot_size = traits.Tuple(traits.Int, traits.Int, argstr="%s", desc="plot image height and width") x_precision = traits.Int(argstr="--precision=%d", desc="precision of x-axis labels") sci_notation = traits.Bool(argstr="--sci", desc="switch on scientific notation") out_file = File(argstr="-o %s", genfile=True, desc="image to write", hash_files=False) class PlotTimeSeriesOutputSpec(TraitedSpec): out_file = File(exists=True, desc='image to write') class PlotTimeSeries(FSLCommand): """Use fsl_tsplot to create images of time course plots. Examples -------- >>> import nipype.interfaces.fsl as fsl >>> plotter = fsl.PlotTimeSeries() >>> plotter.inputs.in_file = 'functional.par' >>> plotter.inputs.title = 'Functional timeseries' >>> plotter.inputs.labels = ['run1', 'run2'] >>> plotter.run() #doctest: +SKIP """ _cmd = "fsl_tsplot" input_spec = PlotTimeSeriesInputSpec output_spec = PlotTimeSeriesOutputSpec def _format_arg(self, name, spec, value): if name == "in_file": if isinstance(value, list): args = ",".join(value) return "-i %s" % args else: return "-i %s" % value elif name == "labels": if isinstance(value, list): args = ",".join(value) return "-a %s" % args else: return "-a %s" % value elif name == "title": return "-t \'%s\'" % value elif name == "plot_range": return "--start=%d --finish=%d" % value elif name == "y_range": return "--ymin=%d --ymax=%d" % value elif name == "plot_size": return "-h %d -w %d" % value return super(PlotTimeSeries, self)._format_arg(name, spec, value) def _list_outputs(self): outputs = self._outputs().get() out_file = self.inputs.out_file if not isdefined(out_file): if isinstance(self.inputs.in_file, list): infile = self.inputs.in_file[0] else: infile = self.inputs.in_file out_file = self._gen_fname(infile, ext='.png') outputs['out_file'] = os.path.abspath(out_file) return outputs def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()['out_file'] return None class PlotMotionParamsInputSpec(FSLCommandInputSpec): in_file = traits.Either(File(exists=True), traits.List(File(exists=True)), mandatory=True, argstr="%s", position=1, desc="file with motion parameters") in_source = traits.Enum("spm", "fsl", mandatory=True, desc=("which program generated the motion " "parameter file - fsl, spm")) plot_type = traits.Enum("rotations", "translations", "displacement", argstr="%s", mandatory=True, desc=("which motion type to plot - rotations, " "translations, displacement")) plot_size = traits.Tuple(traits.Int, traits.Int, argstr="%s", desc="plot image height and width") out_file = File(argstr="-o %s", genfile=True, desc="image to write", hash_files=False) class PlotMotionParamsOutputSpec(TraitedSpec): out_file = File(exists=True, desc='image to write') class PlotMotionParams(FSLCommand): """Use fsl_tsplot to plot the estimated motion parameters from a realignment program. Examples -------- >>> import nipype.interfaces.fsl as fsl >>> plotter = fsl.PlotMotionParams() >>> plotter.inputs.in_file = 'functional.par' >>> plotter.inputs.in_source = 'fsl' >>> plotter.inputs.plot_type = 'rotations' >>> res = plotter.run() #doctest: +SKIP Notes ----- The 'in_source' attribute determines the order of columns that are expected in the source file. FSL prints motion parameters in the order rotations, translations, while SPM prints them in the opposite order. This interface should be able to plot timecourses of motion parameters generated from other sources as long as they fall under one of these two patterns. For more flexibilty, see the :class:`fsl.PlotTimeSeries` interface. """ _cmd = 'fsl_tsplot' input_spec = PlotMotionParamsInputSpec output_spec = PlotMotionParamsOutputSpec def _format_arg(self, name, spec, value): if name == "plot_type": source = self.inputs.in_source if self.inputs.plot_type == 'displacement': title = '-t \'MCFLIRT estimated mean displacement (mm)\'' labels = '-a abs,rel' return '%s %s' % (title, labels) # Get the right starting and ending position depending on source # package sfdict = dict(fsl_rot=(1, 3), fsl_tra=( 4, 6), spm_rot=(4, 6), spm_tra=(1, 3)) # Format the title properly sfstr = "--start=%d --finish=%d" % sfdict[ "%s_%s" % (source, value[:3])] titledict = dict(fsl="MCFLIRT", spm="Realign") unitdict = dict(rot="radians", tra="mm") title = "\'%s estimated %s (%s)\'" % ( titledict[source], value, unitdict[value[:3]]) return "-t %s %s -a x,y,z" % (title, sfstr) elif name == "plot_size": return "-h %d -w %d" % value elif name == "in_file": if isinstance(value, list): args = ",".join(value) return "-i %s" % args else: return "-i %s" % value return super(PlotMotionParams, self)._format_arg(name, spec, value) def _list_outputs(self): outputs = self._outputs().get() out_file = self.inputs.out_file if not isdefined(out_file): if isinstance(self.inputs.in_file, list): infile = self.inputs.in_file[0] else: infile = self.inputs.in_file plttype = dict(rot="rot", tra="trans", dis="disp")[ self.inputs.plot_type[:3]] out_file = fname_presuffix( infile, suffix="_%s.png" % plttype, use_ext=False) outputs['out_file'] = os.path.abspath(out_file) return outputs def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()['out_file'] return None class ConvertXFMInputSpec(FSLCommandInputSpec): in_file = File(exists=True, mandatory=True, argstr="%s", position=-1, desc="input transformation matrix") in_file2 = File( exists=True, argstr="%s", position=-2, desc="second input matrix (for use with fix_scale_skew or concat_xfm)") _options = ["invert_xfm", "concat_xfm", "fix_scale_skew"] invert_xfm = traits.Bool(argstr="-inverse", position=-3, xor=_options, desc="invert input transformation") concat_xfm = traits.Bool(argstr="-concat", position=-3, xor=_options, requires=["in_file2"], desc=("write joint transformation of two input " "matrices")) fix_scale_skew = traits.Bool(argstr="-fixscaleskew", position=-3, xor=_options, requires=["in_file2"], desc=("use secondary matrix to fix scale and " "skew")) out_file = File(genfile=True, argstr="-omat %s", position=1, desc="final transformation matrix", hash_files=False) class ConvertXFMOutputSpec(TraitedSpec): out_file = File(exists=True, desc="output transformation matrix") class ConvertXFM(FSLCommand): """Use the FSL utility convert_xfm to modify FLIRT transformation matrices. Examples -------- >>> import nipype.interfaces.fsl as fsl >>> invt = fsl.ConvertXFM() >>> invt.inputs.in_file = "flirt.mat" >>> invt.inputs.invert_xfm = True >>> invt.inputs.out_file = 'flirt_inv.mat' >>> invt.cmdline # doctest: +IGNORE_UNICODE 'convert_xfm -omat flirt_inv.mat -inverse flirt.mat' """ _cmd = "convert_xfm" input_spec = ConvertXFMInputSpec output_spec = ConvertXFMOutputSpec def _list_outputs(self): outputs = self._outputs().get() outfile = self.inputs.out_file if not isdefined(outfile): _, infile1, _ = split_filename(self.inputs.in_file) if self.inputs.invert_xfm: outfile = fname_presuffix(infile1, suffix="_inv.mat", newpath=os.getcwd(), use_ext=False) else: if self.inputs.concat_xfm: _, infile2, _ = split_filename(self.inputs.in_file2) outfile = fname_presuffix("%s_%s" % (infile1, infile2), suffix=".mat", newpath=os.getcwd(), use_ext=False) else: outfile = fname_presuffix(infile1, suffix="_fix.mat", newpath=os.getcwd(), use_ext=False) outputs["out_file"] = os.path.abspath(outfile) return outputs def _gen_filename(self, name): if name == "out_file": return self._list_outputs()["out_file"] return None class SwapDimensionsInputSpec(FSLCommandInputSpec): in_file = File(exists=True, mandatory=True, argstr="%s", position="1", desc="input image") _dims = ["x", "-x", "y", "-y", "z", "-z", "RL", "LR", "AP", "PA", "IS", "SI"] new_dims = traits.Tuple(traits.Enum(_dims), traits.Enum(_dims), traits.Enum(_dims), argstr="%s %s %s", mandatory=True, desc="3-tuple of new dimension order") out_file = File(genfile=True, argstr="%s", desc="image to write", hash_files=False) class SwapDimensionsOutputSpec(TraitedSpec): out_file = File(exists=True, desc="image with new dimensions") class SwapDimensions(FSLCommand): """Use fslswapdim to alter the orientation of an image. This interface accepts a three-tuple corresponding to the new orientation. You may either provide dimension ids in the form of (-)x, (-)y, or (-z), or nifti-syle dimension codes (RL, LR, AP, PA, IS, SI). """ _cmd = "fslswapdim" input_spec = SwapDimensionsInputSpec output_spec = SwapDimensionsOutputSpec def _list_outputs(self): outputs = self._outputs().get() outputs["out_file"] = self.inputs.out_file if not isdefined(self.inputs.out_file): outputs["out_file"] = self._gen_fname(self.inputs.in_file, suffix='_newdims') outputs["out_file"] = os.path.abspath(outputs["out_file"]) return outputs def _gen_filename(self, name): if name == "out_file": return self._list_outputs()["out_file"] return None class PowerSpectrumInputSpec(FSLCommandInputSpec): # We use position args here as list indices - so a negative number # will put something on the end in_file = File(exists=True, desc="input 4D file to estimate the power spectrum", argstr='%s', position=0, mandatory=True) out_file = File(desc='name of output 4D file for power spectrum', argstr='%s', position=1, genfile=True, hash_files=False) class PowerSpectrumOutputSpec(TraitedSpec): out_file = File( exists=True, desc="path/name of the output 4D power spectrum file") class PowerSpectrum(FSLCommand): """Use FSL PowerSpectrum command for power spectrum estimation. Examples -------- >>> from nipype.interfaces import fsl >>> pspec = fsl.PowerSpectrum() >>> pspec.inputs.in_file = 'functional.nii' >>> res = pspec.run() # doctest: +SKIP """ _cmd = 'fslpspec' input_spec = PowerSpectrumInputSpec output_spec = PowerSpectrumOutputSpec def _gen_outfilename(self): out_file = self.inputs.out_file if not isdefined(out_file) and isdefined(self.inputs.in_file): out_file = self._gen_fname(self.inputs.in_file, suffix='_ps') return out_file def _list_outputs(self): outputs = self.output_spec().get() outputs['out_file'] = os.path.abspath(self._gen_outfilename()) return outputs def _gen_filename(self, name): if name == 'out_file': return self._gen_outfilename() return None class SigLossInputSpec(FSLCommandInputSpec): in_file = File(mandatory=True, exists=True, argstr='-i %s', desc='b0 fieldmap file') out_file = File(argstr='-s %s', desc='output signal loss estimate file', genfile=True) mask_file = File(exists=True, argstr='-m %s', desc='brain mask file') echo_time = traits.Float(argstr='--te=%f', desc='echo time in seconds') slice_direction = traits.Enum('x', 'y', 'z', argstr='-d %s', desc='slicing direction') class SigLossOuputSpec(TraitedSpec): out_file = File(exists=True, desc='signal loss estimate file') class SigLoss(FSLCommand): """Estimates signal loss from a field map (in rad/s) Examples -------- >>> sigloss = SigLoss() >>> sigloss.inputs.in_file = "phase.nii" >>> sigloss.inputs.echo_time = 0.03 >>> res = sigloss.run() # doctest: +SKIP """ input_spec = SigLossInputSpec output_spec = SigLossOuputSpec _cmd = 'sigloss' def _list_outputs(self): outputs = self.output_spec().get() outputs['out_file'] = self.inputs.out_file if not isdefined(outputs['out_file']) and \ isdefined(self.inputs.in_file): outputs['out_file'] = self._gen_fname(self.inputs.in_file, suffix='_sigloss') return outputs def _gen_filename(self, name): if name == 'out_file': return self._list_outputs()['out_file'] return None class Reorient2StdInputSpec(FSLCommandInputSpec): in_file = File(exists=True, mandatory=True, argstr="%s") out_file = File(genfile=True, hash_files=False, argstr="%s") class Reorient2StdOutputSpec(TraitedSpec): out_file = File(exists=True) class Reorient2Std(FSLCommand): """fslreorient2std is a tool for reorienting the image to match the approximate orientation of the standard template images (MNI152). Examples -------- >>> reorient = Reorient2Std() >>> reorient.inputs.in_file = "functional.nii" >>> res = reorient.run() # doctest: +SKIP """ _cmd = 'fslreorient2std' input_spec = Reorient2StdInputSpec output_spec = Reorient2StdOutputSpec def _gen_filename(self, name): if name == 'out_file': return self._gen_fname(self.inputs.in_file, suffix="_reoriented") return None def _list_outputs(self): outputs = self.output_spec().get() if not isdefined(self.inputs.out_file): outputs['out_file'] = self._gen_filename('out_file') else: outputs['out_file'] = os.path.abspath(self.inputs.out_file) return outputs class InvWarpInputSpec(FSLCommandInputSpec): warp = File(exists=True, argstr='--warp=%s', mandatory=True, desc=('Name of file containing warp-coefficients/fields. This ' 'would typically be the output from the --cout switch of' ' fnirt (but can also use fields, like the output from ' '--fout).')) reference = File(exists=True, argstr='--ref=%s', mandatory=True, desc=('Name of a file in target space. Note that the ' 'target space is now different from the target ' 'space that was used to create the --warp file. It ' 'would typically be the file that was specified ' 'with the --in argument when running fnirt.')) inverse_warp = File(argstr='--out=%s', name_source=['warp'], hash_files=False, name_template='%s_inverse', desc=('Name of output file, containing warps that are ' 'the "reverse" of those in --warp. This will be ' 'a field-file (rather than a file of spline ' 'coefficients), and it will have any affine ' 'component included as part of the ' 'displacements.')) absolute = traits.Bool(argstr='--abs', xor=['relative'], desc=('If set it indicates that the warps in --warp' ' should be interpreted as absolute, provided' ' that it is not created by fnirt (which ' 'always uses relative warps). If set it also ' 'indicates that the output --out should be ' 'absolute.')) relative = traits.Bool(argstr='--rel', xor=['absolute'], desc=('If set it indicates that the warps in --warp' ' should be interpreted as relative. I.e. the' ' values in --warp are displacements from the' ' coordinates in the --ref space. If set it ' 'also indicates that the output --out should ' 'be relative.')) niter = traits.Int(argstr='--niter=%d', desc=('Determines how many iterations of the ' 'gradient-descent search that should be run.')) regularise = traits.Float(argstr='--regularise=%f', desc='Regularization strength (deafult=1.0).') noconstraint = traits.Bool(argstr='--noconstraint', desc='Do not apply Jacobian constraint') jacobian_min = traits.Float(argstr='--jmin=%f', desc=('Minimum acceptable Jacobian value for ' 'constraint (default 0.01)')) jacobian_max = traits.Float(argstr='--jmax=%f', desc=('Maximum acceptable Jacobian value for ' 'constraint (default 100.0)')) class InvWarpOutputSpec(TraitedSpec): inverse_warp = File(exists=True, desc=('Name of output file, containing warps that are ' 'the "reverse" of those in --warp.')) class InvWarp(FSLCommand): """ Use FSL Invwarp to invert a FNIRT warp Examples -------- >>> from nipype.interfaces.fsl import InvWarp >>> invwarp = InvWarp() >>> invwarp.inputs.warp = "struct2mni.nii" >>> invwarp.inputs.reference = "anatomical.nii" >>> invwarp.inputs.output_type = "NIFTI_GZ" >>> invwarp.cmdline # doctest: +IGNORE_UNICODE 'invwarp --out=struct2mni_inverse.nii.gz --ref=anatomical.nii --warp=struct2mni.nii' >>> res = invwarp.run() # doctest: +SKIP """ input_spec = InvWarpInputSpec output_spec = InvWarpOutputSpec _cmd = 'invwarp' class ComplexInputSpec(FSLCommandInputSpec): complex_in_file = File(exists=True, argstr="%s", position=2) complex_in_file2 = File(exists=True, argstr="%s", position=3) real_in_file = File(exists=True, argstr="%s", position=2) imaginary_in_file = File(exists=True, argstr="%s", position=3) magnitude_in_file = File(exists=True, argstr="%s", position=2) phase_in_file = File(exists=True, argstr='%s', position=3) _ofs = ['complex_out_file', 'magnitude_out_file', 'phase_out_file', 'real_out_file', 'imaginary_out_file'] _conversion = ['real_polar', 'real_cartesian', 'complex_cartesian', 'complex_polar', 'complex_split', 'complex_merge', ] complex_out_file = File(genfile=True, argstr="%s", position=-3, xor=_ofs + _conversion[:2]) magnitude_out_file = File(genfile=True, argstr="%s", position=-4, xor=_ofs[:1] + _ofs[3:] + _conversion[1:]) phase_out_file = File(genfile=True, argstr="%s", position=-3, xor=_ofs[:1] + _ofs[3:] + _conversion[1:]) real_out_file = File(genfile=True, argstr="%s", position=-4, xor=_ofs[:3] + _conversion[:1] + _conversion[2:]) imaginary_out_file = File(genfile=True, argstr="%s", position=-3, xor=_ofs[:3] + _conversion[:1] + _conversion[2:]) start_vol = traits.Int(position=-2, argstr='%d') end_vol = traits.Int(position=-1, argstr='%d') real_polar = traits.Bool( argstr='-realpolar', xor=_conversion, position=1,) # requires=['complex_in_file','magnitude_out_file','phase_out_file']) real_cartesian = traits.Bool( argstr='-realcartesian', xor=_conversion, position=1,) # requires=['complex_in_file','real_out_file','imaginary_out_file']) complex_cartesian = traits.Bool( argstr='-complex', xor=_conversion, position=1,) # requires=['real_in_file','imaginary_in_file','complex_out_file']) complex_polar = traits.Bool( argstr='-complexpolar', xor=_conversion, position=1,) # requires=['magnitude_in_file','phase_in_file', # 'magnitude_out_file','phase_out_file']) complex_split = traits.Bool( argstr='-complexsplit', xor=_conversion, position=1,) # requires=['complex_in_file','complex_out_file']) complex_merge = traits.Bool( argstr='-complexmerge', xor=_conversion + ['start_vol', 'end_vol'], position=1,) # requires=['complex_in_file','complex_in_file2','complex_out_file']) class ComplexOuputSpec(TraitedSpec): magnitude_out_file = File() phase_out_file = File() real_out_file = File() imaginary_out_file = File() complex_out_file = File() class Complex(FSLCommand): """fslcomplex is a tool for converting complex data Examples -------- >>> cplx = Complex() >>> cplx.inputs.complex_in_file = "complex.nii" >>> cplx.real_polar = True >>> res = cplx.run() # doctest: +SKIP """ _cmd = 'fslcomplex' input_spec = ComplexInputSpec output_spec = ComplexOuputSpec def _parse_inputs(self, skip=None): if skip is None: skip = [] if self.inputs.real_cartesian: skip += self.inputs._ofs[:3] elif self.inputs.real_polar: skip += self.inputs._ofs[:1] + self.inputs._ofs[3:] else: skip += self.inputs._ofs[1:] return super(Complex, self)._parse_inputs(skip) def _gen_filename(self, name): if name == 'complex_out_file': if self.inputs.complex_cartesian: in_file = self.inputs.real_in_file elif self.inputs.complex_polar: in_file = self.inputs.magnitude_in_file elif self.inputs.complex_split or self.inputs.complex_merge: in_file = self.inputs.complex_in_file else: return None return self._gen_fname(in_file, suffix="_cplx") elif name == 'magnitude_out_file': return self._gen_fname(self.inputs.complex_in_file, suffix="_mag") elif name == 'phase_out_file': return self._gen_fname( self.inputs.complex_in_file, suffix="_phase") elif name == 'real_out_file': return self._gen_fname(self.inputs.complex_in_file, suffix="_real") elif name == 'imaginary_out_file': return self._gen_fname(self.inputs.complex_in_file, suffix="_imag") return None def _get_output(self, name): output = getattr(self.inputs, name) if not isdefined(output): output = self._gen_filename(name) return os.path.abspath(output) def _list_outputs(self): outputs = self.output_spec().get() if self.inputs.complex_cartesian or self.inputs.complex_polar or \ self.inputs.complex_split or self.inputs.complex_merge: outputs['complex_out_file'] = self._get_output('complex_out_file') elif self.inputs.real_cartesian: outputs['real_out_file'] = self._get_output('real_out_file') outputs['imaginary_out_file'] = self._get_output( 'imaginary_out_file') elif self.inputs.real_polar: outputs['magnitude_out_file'] = self._get_output( 'magnitude_out_file') outputs['phase_out_file'] = self._get_output('phase_out_file') return outputs class WarpUtilsInputSpec(FSLCommandInputSpec): in_file = File( exists=True, argstr='--in=%s', mandatory=True, desc=('Name of file containing warp-coefficients/fields. This ' 'would typically be the output from the --cout switch of ' 'fnirt (but can also use fields, like the output from ' '--fout).')) reference = File(exists=True, argstr='--ref=%s', mandatory=True, desc=('Name of a file in target space. Note that the ' 'target space is now different from the target ' 'space that was used to create the --warp file. It ' 'would typically be the file that was specified ' 'with the --in argument when running fnirt.')) out_format = traits.Enum( 'spline', 'field', argstr='--outformat=%s', desc=('Specifies the output format. If set to field (default) ' 'the output will be a (4D) field-file. If set to spline ' 'the format will be a (4D) file of spline coefficients.')) warp_resolution = traits.Tuple( traits.Float, traits.Float, traits.Float, argstr='--warpres=%0.4f,%0.4f,%0.4f', desc=('Specifies the resolution/knot-spacing of the splines pertaining' ' to the coefficients in the --out file. This parameter is only ' 'relevant if --outformat is set to spline. It should be noted ' 'that if the --in file has a higher resolution, the resulting ' 'coefficients will pertain to the closest (in a least-squares' ' sense) file in the space of fields with the --warpres' ' resolution. It should also be noted that the resolution ' 'will always be an integer multiple of the voxel ' 'size.')) knot_space = traits.Tuple( traits.Int, traits.Int, traits.Int, argstr='--knotspace=%d,%d,%d', desc=('Alternative (to --warpres) specification of the resolution of ' 'the output spline-field.')) out_file = File( argstr='--out=%s', position=-1, name_source=['in_file'], output_name='out_file', desc=('Name of output file. The format of the output depends on what ' 'other parameters are set. The default format is a (4D) ' 'field-file. If the --outformat is set to spline the format ' 'will be a (4D) file of spline coefficients.')) write_jacobian = traits.Bool( False, mandatory=True, usedefault=True, desc='Switch on --jac flag with automatically generated filename') out_jacobian = File( argstr='--jac=%s', desc=('Specifies that a (3D) file of Jacobian determinants ' 'corresponding to --in should be produced and written to ' 'filename.')) with_affine = traits.Bool( False, argstr='--withaff', desc=('Specifies that the affine transform (i.e. that which was ' 'specified for the --aff parameter in fnirt) should be ' 'included as displacements in the --out file. That can be ' 'useful for interfacing with software that cannot decode ' 'FSL/fnirt coefficient-files (where the affine transform is ' 'stored separately from the displacements).')) class WarpUtilsOutputSpec(TraitedSpec): out_file = File( desc=('Name of output file, containing the warp as field or ' 'coefficients.')) out_jacobian = File( desc=('Name of output file, containing the map of the determinant of ' 'the Jacobian')) class WarpUtils(FSLCommand): """Use FSL `fnirtfileutils <http://fsl.fmrib.ox.ac.uk/fsl/fsl-4.1.9/fnirt/warp_utils.html>`_ to convert field->coefficients, coefficients->field, coefficients->other_coefficients etc Examples -------- >>> from nipype.interfaces.fsl import WarpUtils >>> warputils = WarpUtils() >>> warputils.inputs.in_file = "warpfield.nii" >>> warputils.inputs.reference = "T1.nii" >>> warputils.inputs.out_format = 'spline' >>> warputils.inputs.warp_resolution = (10,10,10) >>> warputils.inputs.output_type = "NIFTI_GZ" >>> warputils.cmdline # doctest: +ELLIPSIS +IGNORE_UNICODE 'fnirtfileutils --in=warpfield.nii --outformat=spline --ref=T1.nii --warpres=10.0000,10.0000,10.0000 --out=warpfield_coeffs.nii.gz' >>> res = invwarp.run() # doctest: +SKIP """ input_spec = WarpUtilsInputSpec output_spec = WarpUtilsOutputSpec _cmd = 'fnirtfileutils' def _parse_inputs(self, skip=None): if skip is None: skip = [] suffix = 'field' if (isdefined(self.inputs.out_format) and self.inputs.out_format == 'spline'): suffix = 'coeffs' trait_spec = self.inputs.trait('out_file') trait_spec.name_template = "%s_" + suffix if self.inputs.write_jacobian: if not isdefined(self.inputs.out_jacobian): jac_spec = self.inputs.trait('out_jacobian') jac_spec.name_source = ['in_file'] jac_spec.name_template = '%s_jac' jac_spec.output_name = 'out_jacobian' else: skip += ['out_jacobian'] skip += ['write_jacobian'] return super(WarpUtils, self)._parse_inputs(skip=skip) class ConvertWarpInputSpec(FSLCommandInputSpec): reference = File( exists=True, argstr='--ref=%s', mandatory=True, position=1, desc='Name of a file in target space of the full transform.') out_file = File( argstr='--out=%s', position=-1, name_source=['reference'], name_template='%s_concatwarp', output_name='out_file', desc=('Name of output file, containing warps that are the combination ' 'of all those given as arguments. The format of this will be a ' 'field-file (rather than spline coefficients) with any affine ' 'components included.')) premat = File(exists=True, argstr='--premat=%s', desc='filename for pre-transform (affine matrix)') warp1 = File(exists=True, argstr='--warp1=%s', desc='Name of file containing initial ' 'warp-fields/coefficients (follows premat). This could ' 'e.g. be a fnirt-transform from a subjects structural ' 'scan to an average of a group of subjects.') midmat = File(exists=True, argstr="--midmat=%s", desc="Name of file containing mid-warp-affine transform") warp2 = File( exists=True, argstr='--warp2=%s', desc='Name of file containing secondary warp-fields/coefficients ' '(after warp1/midmat but before postmat). This could e.g. be a ' 'fnirt-transform from the average of a group of subjects to some ' 'standard space (e.g. MNI152).') postmat = File( exists=True, argstr='--postmat=%s', desc='Name of file containing an affine transform (applied last). It ' 'could e.g. be an affine transform that maps the MNI152-space ' 'into a better approximation to the Talairach-space (if indeed ' 'there is one).') shift_in_file = File( exists=True, argstr='--shiftmap=%s', desc='Name of file containing a "shiftmap", a non-linear transform ' 'with displacements only in one direction (applied first, before ' 'premat). This would typically be a fieldmap that has been ' 'pre-processed using fugue that maps a subjects functional (EPI) ' 'data onto an undistorted space (i.e. a space that corresponds ' 'to his/her true anatomy).') shift_direction = traits.Enum( 'y-', 'y', 'x', 'x-', 'z', 'z-', argstr="--shiftdir=%s", requires=['shift_in_file'], desc='Indicates the direction that the distortions from ' '--shiftmap goes. It depends on the direction and ' 'polarity of the phase-encoding in the EPI sequence.') cons_jacobian = traits.Bool( False, argstr='--constrainj', desc='Constrain the Jacobian of the warpfield to lie within specified ' 'min/max limits.') jacobian_min = traits.Float(argstr='--jmin=%f', desc='Minimum acceptable Jacobian value for ' 'constraint (default 0.01)') jacobian_max = traits.Float(argstr='--jmax=%f', desc='Maximum acceptable Jacobian value for ' 'constraint (default 100.0)') abswarp = traits.Bool( argstr='--abs', xor=['relwarp'], desc='If set it indicates that the warps in --warp1 and --warp2 should' ' be interpreted as absolute. I.e. the values in --warp1/2 are ' 'the coordinates in the next space, rather than displacements. ' 'This flag is ignored if --warp1/2 was created by fnirt, which ' 'always creates relative displacements.') relwarp = traits.Bool( argstr='--rel', xor=['abswarp'], desc='If set it indicates that the warps in --warp1/2 should be ' 'interpreted as relative. I.e. the values in --warp1/2 are ' 'displacements from the coordinates in the next space.') out_abswarp = traits.Bool( argstr='--absout', xor=['out_relwarp'], desc='If set it indicates that the warps in --out should be absolute, ' 'i.e. the values in --out are displacements from the coordinates ' 'in --ref.') out_relwarp = traits.Bool( argstr='--relout', xor=['out_abswarp'], desc='If set it indicates that the warps in --out should be relative, ' 'i.e. the values in --out are displacements from the coordinates ' 'in --ref.') class ConvertWarpOutputSpec(TraitedSpec): out_file = File( exists=True, desc='Name of output file, containing the warp as field or ' 'coefficients.') class ConvertWarp(FSLCommand): """Use FSL `convertwarp <http://fsl.fmrib.ox.ac.uk/fsl/fsl-4.1.9/fnirt/warp_utils.html>`_ for combining multiple transforms into one. Examples -------- >>> from nipype.interfaces.fsl import ConvertWarp >>> warputils = ConvertWarp() >>> warputils.inputs.warp1 = "warpfield.nii" >>> warputils.inputs.reference = "T1.nii" >>> warputils.inputs.relwarp = True >>> warputils.inputs.output_type = "NIFTI_GZ" >>> warputils.cmdline # doctest: +ELLIPSIS +IGNORE_UNICODE 'convertwarp --ref=T1.nii --rel --warp1=warpfield.nii --out=T1_concatwarp.nii.gz' >>> res = warputils.run() # doctest: +SKIP """ input_spec = ConvertWarpInputSpec output_spec = ConvertWarpOutputSpec _cmd = 'convertwarp' class WarpPointsBaseInputSpec(CommandLineInputSpec): in_coords = File(exists=True, position=-1, argstr='%s', mandatory=True, desc='filename of file containing coordinates') xfm_file = File(exists=True, argstr='-xfm %s', xor=['warp_file'], desc='filename of affine transform (e.g. source2dest.mat)') warp_file = File(exists=True, argstr='-warp %s', xor=['xfm_file'], desc='filename of warpfield (e.g. ' 'intermediate2dest_warp.nii.gz)') coord_vox = traits.Bool(True, argstr='-vox', xor=['coord_mm'], desc='all coordinates in voxels - default') coord_mm = traits.Bool(False, argstr='-mm', xor=['coord_vox'], desc='all coordinates in mm') out_file = File(name_source='in_coords', name_template='%s_warped', output_name='out_file', desc='output file name') class WarpPointsInputSpec(WarpPointsBaseInputSpec): src_file = File(exists=True, argstr='-src %s', mandatory=True, desc='filename of source image') dest_file = File(exists=True, argstr='-dest %s', mandatory=True, desc='filename of destination image') class WarpPointsOutputSpec(TraitedSpec): out_file = File( exists=True, desc='Name of output file, containing the warp as field or ' 'coefficients.') class WarpPoints(CommandLine): """Use FSL `img2imgcoord <http://fsl.fmrib.ox.ac.uk/fsl/fsl-4.1.9/flirt/overview.html>`_ to transform point sets. Accepts plain text files and vtk files. .. Note:: transformation of TrackVis trk files is not yet implemented Examples -------- >>> from nipype.interfaces.fsl import WarpPoints >>> warppoints = WarpPoints() >>> warppoints.inputs.in_coords = 'surf.txt' >>> warppoints.inputs.src_file = 'epi.nii' >>> warppoints.inputs.dest_file = 'T1.nii' >>> warppoints.inputs.warp_file = 'warpfield.nii' >>> warppoints.inputs.coord_mm = True >>> warppoints.cmdline # doctest: +ELLIPSIS +IGNORE_UNICODE 'img2imgcoord -mm -dest T1.nii -src epi.nii -warp warpfield.nii surf.txt' >>> res = warppoints.run() # doctest: +SKIP """ input_spec = WarpPointsInputSpec output_spec = WarpPointsOutputSpec _cmd = 'img2imgcoord' _terminal_output = 'stream' def __init__(self, command=None, **inputs): self._tmpfile = None self._in_file = None self._outformat = None super(WarpPoints, self).__init__(command=command, **inputs) def _format_arg(self, name, trait_spec, value): if name == 'out_file': return '' return super(WarpPoints, self)._format_arg(name, trait_spec, value) def _parse_inputs(self, skip=None): fname, ext = op.splitext(self.inputs.in_coords) setattr(self, '_in_file', fname) setattr(self, '_outformat', ext[1:]) first_args = super(WarpPoints, self)._parse_inputs( skip=['in_coords', 'out_file']) second_args = fname + '.txt' if ext in ['.vtk', '.trk']: if self._tmpfile is None: self._tmpfile = tempfile.NamedTemporaryFile( suffix='.txt', dir=os.getcwd(), delete=False).name second_args = self._tmpfile return first_args + [second_args] def _vtk_to_coords(self, in_file, out_file=None): from ..vtkbase import tvtk from ...interfaces import vtkbase as VTKInfo if VTKInfo.no_tvtk(): raise ImportError( 'TVTK is required and tvtk package was not found') reader = tvtk.PolyDataReader(file_name=in_file + '.vtk') reader.update() mesh = VTKInfo.vtk_output(reader) points = mesh.points if out_file is None: out_file, _ = op.splitext(in_file) + '.txt' np.savetxt(out_file, points) return out_file def _coords_to_vtk(self, points, out_file): from ..vtkbase import tvtk from ...interfaces import vtkbase as VTKInfo if VTKInfo.no_tvtk(): raise ImportError( 'TVTK is required and tvtk package was not found') reader = tvtk.PolyDataReader(file_name=self.inputs.in_file) reader.update() mesh = VTKInfo.vtk_output(reader) mesh.points = points writer = tvtk.PolyDataWriter(file_name=out_file) VTKInfo.configure_input_data(writer, mesh) writer.write() def _trk_to_coords(self, in_file, out_file=None): from nibabel.trackvis import TrackvisFile trkfile = TrackvisFile.from_file(in_file) streamlines = trkfile.streamlines if out_file is None: out_file, _ = op.splitext(in_file) np.savetxt(streamlines, out_file + '.txt') return out_file + '.txt' def _coords_to_trk(self, points, out_file): raise NotImplementedError('trk files are not yet supported') def _overload_extension(self, value, name): if name == 'out_file': return '%s.%s' % (value, getattr(self, '_outformat')) def _run_interface(self, runtime): fname = getattr(self, '_in_file') outformat = getattr(self, '_outformat') tmpfile = None if outformat == 'vtk': tmpfile = self._tmpfile self._vtk_to_coords(fname, out_file=tmpfile) elif outformat == 'trk': tmpfile = self._tmpfile self._trk_to_coords(fname, out_file=tmpfile) runtime = super(WarpPoints, self)._run_interface(runtime) newpoints = np.fromstring( '\n'.join(runtime.stdout.split('\n')[1:]), sep=' ') if tmpfile is not None: try: os.remove(tmpfile.name) except: pass out_file = self._filename_from_source('out_file') if outformat == 'vtk': self._coords_to_vtk(newpoints, out_file) elif outformat == 'trk': self._coords_to_trk(newpoints, out_file) else: np.savetxt(out_file, newpoints.reshape(-1, 3)) return runtime class WarpPointsToStdInputSpec(WarpPointsBaseInputSpec): img_file = File(exists=True, argstr='-img %s', mandatory=True, desc=('filename of input image')) std_file = File(exists=True, argstr='-std %s', mandatory=True, desc=('filename of destination image')) premat_file = File(exists=True, argstr='-premat %s', desc=('filename of pre-warp affine transform ' '(e.g. example_func2highres.mat)')) class WarpPointsToStd(WarpPoints): """ Use FSL `img2stdcoord <http://fsl.fmrib.ox.ac.uk/fsl/fsl-4.1.9/flirt/overview.html>`_ to transform point sets to standard space coordinates. Accepts plain text files and vtk files. .. Note:: transformation of TrackVis trk files is not yet implemented Examples -------- >>> from nipype.interfaces.fsl import WarpPointsToStd >>> warppoints = WarpPointsToStd() >>> warppoints.inputs.in_coords = 'surf.txt' >>> warppoints.inputs.img_file = 'T1.nii' >>> warppoints.inputs.std_file = 'mni.nii' >>> warppoints.inputs.warp_file = 'warpfield.nii' >>> warppoints.inputs.coord_mm = True >>> warppoints.cmdline # doctest: +ELLIPSIS +IGNORE_UNICODE 'img2stdcoord -mm -img T1.nii -std mni.nii -warp warpfield.nii surf.txt' >>> res = warppoints.run() # doctest: +SKIP """ input_spec = WarpPointsToStdInputSpec output_spec = WarpPointsOutputSpec _cmd = 'img2stdcoord' class MotionOutliersInputSpec(FSLCommandInputSpec): in_file = File( exists=True, mandatory=True, desc="unfiltered 4D image", argstr="-i %s") out_file = File(argstr="-o %s", name_source='in_file', name_template='%s_outliers.txt', keep_extension=True, desc='output outlier file name', hash_files=False) mask = File( exists=True, argstr="-m %s", desc="mask image for calculating metric") metric = traits.Enum( 'refrms', ['refrms', 'dvars', 'refmse', 'fd', 'fdrms'], argstr="--%s", desc='metrics: refrms - RMS intensity difference to reference volume ' 'as metric [default metric], refmse - Mean Square Error version ' 'of refrms (used in original version of fsl_motion_outliers), ' 'dvars - DVARS, fd - frame displacement, fdrms - FD with RMS ' 'matrix calculation') threshold = traits.Float(argstr="--thresh=%g", desc=("specify absolute threshold value " "(otherwise use box-plot cutoff = P75 + " "1.5*IQR)")) no_motion_correction = traits.Bool( argstr="--nomoco", desc="do not run motion correction (assumed already done)") dummy = traits.Int( argstr="--dummy=%d", desc='number of dummy scans to delete (before running anything and ' 'creating EVs)') out_metric_values = File( argstr="-s %s", name_source='in_file', name_template='%s_metrics.txt', keep_extension=True, desc='output metric values (DVARS etc.) file name', hash_files=False) out_metric_plot = File( argstr="-p %s", name_source='in_file', name_template='%s_metrics.png', hash_files=False, keep_extension=True, desc='output metric values plot (DVARS etc.) file name') class MotionOutliersOutputSpec(TraitedSpec): out_file = File(exists=True) out_metric_values = File(exists=True) out_metric_plot = File(exists=True) class MotionOutliers(FSLCommand): """ Use FSL fsl_motion_outliers`http://fsl.fmrib.ox.ac.uk/fsl/fslwiki/FSLMotionOutliers`_ to find outliers in timeseries (4d) data. Examples -------- >>> from nipype.interfaces.fsl import MotionOutliers >>> mo = MotionOutliers() >>> mo.inputs.in_file = "epi.nii" >>> mo.cmdline # doctest: +ELLIPSIS +IGNORE_UNICODE 'fsl_motion_outliers -i epi.nii -o epi_outliers.txt -p epi_metrics.png -s epi_metrics.txt' >>> res = mo.run() # doctest: +SKIP """ input_spec = MotionOutliersInputSpec output_spec = MotionOutliersOutputSpec _cmd = 'fsl_motion_outliers'
carolFrohlich/nipype
nipype/interfaces/fsl/utils.py
Python
bsd-3-clause
85,154
[ "Gaussian", "VTK" ]
24919461526849a1b87fe0c6317a522faec6dce847069e6d0460c374f3be3d36
""" Copyright (c) 2013-2014 Benedicte Ofstad Distributed under the GNU Lesser General Public License v3.0. For full terms see the file LICENSE.md. """ """ Module for reading DALTON input The functions of this module is: read_mol_quad(filename, nm) read_magnet(filename, nm) def read_polari(filename, nm) def read_spinrot(filename, natom, nm) read_nucquad(filename, natom, nm) def read_nucquad(filename, natom, nm) def read_optrot(filename, nm) def read_2d_input(filename, nm) def read_3d_input(filename, nm) read_4d_input(filename, natom, nm) read_quartic_force_field(filename, n_cord) read_DALTON_values_4d_reduced read_DALTON_values_4d_full read_DALTON_values_3d_reduced(filename) read_DALTON_values_3d_full(filename) read_cubic_force_field(filename, n_cord) read_cubic_force_field_chiral(filename, n_cord) write_to_file(molecule, property_type, results, n_atom = None) """ from numpy import array, zeros, add, subtract, diag, double import numpy as np import re import pydoc def read_molecule(filename): """Reads the MOLECULE.INP file generated be DALTON, and extracts the information we need from it. filename: The name of the MOLECULE.INP file as saved in the input directory return: The cartessian coordinates of the molecule as a list The masses of the atoms as a list The number of atoms as a list The charge of the atoms as a list The number of atoms in the molecule as an int The atoms making up the molecule as a list """ f = open(filename, 'r') charge_list = [] num_atoms_list = [] atom_list =[] atomicmass1 = {'O': 15.9994, 'H': 1.00794, 'C':12.0107, 'D':2.013553212724,'T':3.0160492, 'F':18.998403, 'Cl': 34.96885268, 'N': 14.00674} coordinates = [] # contains the [x,y,z] coordinates of the input atoms mass = [] # contains the corresponding masses of the atoms finished = 0 while (finished == 0): mline = re.search('(?<=ypes\=)\w+',f.readline()) if mline: atomtypes = int(mline.group(0)) #The input file specifies how many different types of atoms are present finished = 1 while(atomtypes > 0): mline = f.readline() charge = int(re.search('(?<=arge\=)\w+',mline).group(0)) num_atoms = int(re.search('(?<=toms\=)\w+',mline).group(0)) charge_list.append(charge) num_atoms_list.append(num_atoms) for i in range(num_atoms): mline = f.readline().split() atom_list.append(mline[0]) mass.append(atomicmass1[mline[0]]) coordinates.append(mline[1:4]) atomtypes -= 1 f.close() coordinates = array(coordinates, double) return coordinates, mass, num_atoms_list, charge_list, sum(num_atoms_list), atom_list def read_hessian(filename, n_coords): """Reads a hessian from file. filename: The name of the file the hessian is contained in. n_coords: The number of cartessian coordinates needed to express the location of the molecule ie. 3 * number of atoms return: A 2-dimensional np.array containg the hessian """ dummy = [] f = open(filename, 'r') hessian = zeros((n_coords, n_coords)) #dummy = f.readline() for i in range(n_coords): a = f.readline().split() for j in range(n_coords): hessian[i,j] = float(a[j]) f.close() return hessian def read_MOLQUAD(filename, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv = zeros((nm,3,3)) property_type = "Molecular Quadrupole Moment" dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if re.search('Molecular quadrupole moment second derivatives',cur_line): finished = 1 dummy = f.readline() dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv[mode][0][0]= mline[1] second_deriv[mode][0][1]= mline[2] second_deriv[mode][1][1]= mline[3] second_deriv[mode][0][2]= mline[4] second_deriv[mode][1][2]= mline[5] second_deriv[mode][2][2]= mline[6] #second_deriv_t = second_deriv[mode].transpose() #second_deriv_temp = add(second_deriv[mode], second_deriv_t) #second_deriv[mode] = subtract(second_deriv_temp , diag(second_deriv[mode].diagonal())) f.close() return second_deriv def read_MAGNET(filename, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv_magnet = zeros((nm,3,3)) second_deriv_g = zeros((nm,3,3)) property_type = "Magnetizability" dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if re.search('Magnetizability tensor second derivatives',cur_line): finished = 1 dummy = f.readline() dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv_magnet[mode][0][0]= mline[1] second_deriv_magnet[mode][0][1]= mline[2] second_deriv_magnet[mode][1][1]= mline[3] second_deriv_magnet[mode][0][2]= mline[4] second_deriv_magnet[mode][1][2]= mline[5] second_deriv_magnet[mode][2][2]= mline[6] dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv_g[mode][0][0]= mline[1] second_deriv_g[mode][0][1]= mline[2] second_deriv_g[mode][1][1]= mline[3] second_deriv_g[mode][0][2]= mline[4] second_deriv_g[mode][1][2]= mline[5] second_deriv_g[mode][2][2]= mline[6] second_deriv_t = second_deriv_g[mode].transpose() second_deriv_temp = add(second_deriv_g[mode], second_deriv_t) second_deriv_g[mode] = subtract(second_deriv_temp, diag(second_deriv_g[mode].diagonal())) f.close() return second_deriv_magnet def read_GFACTOR(filename, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv = zeros((nm,3,3)) property_type = "Polarizability" dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if re.search('ty second derivatives',cur_line): line_split = cur_line.split() finished = 1 dummy = f.readline() dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv_magnet[mode][0][0]= mline[1] second_deriv_magnet[mode][0][1]= mline[2] second_deriv_magnet[mode][1][1]= mline[3] second_deriv_magnet[mode][0][2]= mline[4] second_deriv_magnet[mode][1][2]= mline[5] second_deriv_magnet[mode][2][2]= mline[6] dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv_g[mode][0][0]= mline[1] second_deriv_g[mode][0][1]= mline[2] second_deriv_g[mode][1][1]= mline[3] second_deriv_g[mode][0][2]= mline[4] second_deriv_g[mode][1][2]= mline[5] second_deriv_g[mode][2][2]= mline[6] second_deriv_t = second_deriv_g[mode].transpose() second_deriv_temp = add(second_deriv_g[mode], second_deriv_t) second_deriv_g[mode] = subtract(second_deriv_temp, diag(second_deriv_g[mode].diagonal())) f.close() return second_deriv_g def read_POLARI(filename, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv = zeros((nm,3,3)) property_type = 0 dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if re.search('ty second derivatives',cur_line): line_split = cur_line.split() property_type = line_split[0] + line_split[1] finished = 1 dummy = f.readline() dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv[mode][0][0]= mline[1] second_deriv[mode][0][1]= mline[2] second_deriv[mode][1][1]= mline[3] second_deriv[mode][0][2]= mline[4] second_deriv[mode][1][2]= mline[5] second_deriv[mode][2][2]= mline[6] f.close() return second_deriv def read_SPINROT(filename, natom, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv = zeros((natom,nm,3,3)) property_type = "Spin-Rotation Constants" dummy = [] values = zeros((9)) finished = 0 while (finished == 0): cur_line = f.readline() if re.search('second derivatives for',cur_line): line_split = cur_line.split() finished = 1 for atom in range(natom): dummy = f.readline() dummy = f.readline() dummy = f.readline() if atom != 0: dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.replace('********', '0.000') #This is just a theory mline = mline.replace(' ', '') index1 = 1 #Before the decimal place index2 = 0 #Which value we are at for i in range(len(mline)): if (mline[i] == '.'): values[index2] = mline[index1:i+4] index2 = index2 + 1 index1 = i+4 second_deriv[atom][mode][0][0]= values[0] second_deriv[atom][mode][0][1]= values[1] second_deriv[atom][mode][0][2]= values[2] second_deriv[atom][mode][1][0]= values[3] second_deriv[atom][mode][1][1]= values[4] second_deriv[atom][mode][1][2]= values[5] second_deriv[atom][mode][2][0]= values[6] second_deriv[atom][mode][2][1]= values[7] second_deriv[atom][mode][2][2]= values[8] f.close() return second_deriv, property_type def read_NUCQUAD(filename, natom, nm): """Reads and returns the second derivative of the property""" """Imports things needed from the DALTON.OUT that I need""" f = open(filename, 'r') second_deriv = zeros((natom,nm,3,3)) property_type = "Nuclear Quadrupole Moment" dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if re.search('second derivatives for:',cur_line): line_split = cur_line.split() finished = 1 for atom in range(natom): dummy = f.readline() dummy = f.readline() dummy = f.readline() if atom != 0: dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv[atom][mode][0][0]= mline[1] second_deriv[atom][mode][0][1]= mline[2] second_deriv[atom][mode][0][2]= mline[3] second_deriv[atom][mode][1][1]= mline[4] second_deriv[atom][mode][1][2]= mline[5] second_deriv[atom][mode][2][2]= mline[6] f.close() return second_deriv, property_type def read_OPTROT(filename, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv_optrot = zeros((nm,3,3)) second_deriv_optrot1 = zeros((nm,3,3)) second_deriv_optrot2 = zeros((nm,3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if re.search('second derivatives',cur_line): finished = finished + 1 dummy = f.readline() dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv_optrot[mode][0][0]= mline[1] second_deriv_optrot[mode][0][1]= mline[2] second_deriv_optrot[mode][1][1]= mline[3] second_deriv_optrot[mode][0][2]= mline[4] second_deriv_optrot[mode][1][2]= mline[5] second_deriv_optrot[mode][2][2]= mline[6] i = 0 while(i < 19): dummy = f.readline() i = i+1 for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv_optrot1[mode][0][0]= mline[1] second_deriv_optrot1[mode][0][1]= mline[2] second_deriv_optrot1[mode][1][1]= mline[3] second_deriv_optrot1[mode][0][2]= mline[4] second_deriv_optrot1[mode][1][2]= mline[5] second_deriv_optrot1[mode][2][2]= mline[6] i = 0 while(i < 19): dummy = f.readline() i = i+1 for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv_optrot2[mode][0][0]= mline[1] second_deriv_optrot2[mode][0][1]= mline[2] second_deriv_optrot2[mode][1][1]= mline[3] second_deriv_optrot2[mode][0][2]= mline[4] second_deriv_optrot2[mode][1][2]= mline[5] second_deriv_optrot2[mode][2][2]= mline[6] f.close() print second_deriv_optrot[0] print second_deriv_optrot1[0] print second_deriv_optrot2[8] return second_deriv_optrot, second_deriv_optrot1, second_deriv_optrot2 def read_2d_input(filename, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv = zeros((6,3)) property_type = 0 dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if re.search('second derivatives',cur_line): finished = 1 dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv[mode][0] = mline[1] second_deriv[mode][1] = mline[2] second_deriv[mode][2] = mline[3] f.close() return second_deriv def read_SHIELD(filename, natom, nm): """Reads and returns the second derivative of the property""" f = open(filename, 'r') second_deriv = zeros((natom,nm,3,3)) property_type = "Nuclear Shieldings" dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if re.search('second derivatives for:',cur_line): line_split = cur_line.split() finished = 1 for atom in range(natom): dummy = f.readline() dummy = f.readline() dummy = f.readline() if atom != 0: dummy = f.readline() dummy = f.readline() for mode in range(nm): mline = f.readline() mline = mline.split() second_deriv[atom][mode][0][0]= mline[1] second_deriv[atom][mode][0][1]= mline[2] second_deriv[atom][mode][0][2]= mline[3] second_deriv[atom][mode][1][0]= mline[4] second_deriv[atom][mode][1][1]= mline[5] second_deriv[atom][mode][1][2]= mline[6] second_deriv[atom][mode][2][0]= mline[7] second_deriv[atom][mode][2][1]= mline[8] second_deriv[atom][mode][2][2]= mline[9] f.close() return second_deriv, property_type def read_quartic_force_field(filename, n_cord): """Reads and returns the quartic force field in cartessian coordinates as a 4 dimensional np.array""" f = open(filename, 'r') quartic_force_field = zeros((n_cord, n_cord, n_cord, n_cord)) dummy = [] for D4 in range(n_cord): dummy = f.readline() for D3 in range(n_cord): dummy = f.readline() for D2 in range(n_cord): mline = f.readline() mline = mline.split() for D1 in range(n_cord): quartic_force_field[D4][D3][D2][D1] = mline[D1] f.close() return quartic_force_field def read_DALTON_NUCQUAD(filename, natom): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((natom,3,3)) corrections = zeros((natom,3,3)) corrected_values = zeros((natom,3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 for atom in range(natom): dummy = f.readline() dummy = f.readline() if atom != 0: dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() mline = f.readline() mline = mline.split() uncorrected_values[atom][0][0] = mline[1] corrections[atom][0][0] = mline[2] corrected_values[atom][0][0] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][0][1] = mline[1] corrections[atom][0][1] = mline[2] corrected_values[atom][0][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][1][1] = mline[1] corrections[atom][1][1] = mline[2] corrected_values[atom][1][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][0][2] = mline[1] corrections[atom][0][2] = mline[2] corrected_values[atom][0][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][1][2] = mline[1] corrections[atom][1][2] = mline[2] corrected_values[atom][1][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][2][2] = mline[1] corrections[atom][2][2] = mline[2] corrected_values[atom][2][2] = mline[3] return uncorrected_values, corrections, corrected_values def read_DALTON_SHIELD(filename, natom): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((natom,3,3)) corrections = zeros((natom,3,3)) corrected_values = zeros((natom,3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 for atom in range(natom): dummy = f.readline() dummy = f.readline() if atom != 0: dummy = f.readline() dummy = f.readline() dummy = f.readline() for i in range(3): mline = f.readline() mline = mline.split() uncorrected_values[atom][0][i] = mline[1] corrections[atom][0][i] = mline[2] corrected_values[atom][0][i] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][1][i] = mline[1] corrections[atom][1][i] = mline[2] corrected_values[atom][1][i] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][2][i] = mline[1] corrections[atom][2][i] = mline[2] corrected_values[atom][2][i] = mline[3] return uncorrected_values, corrections, corrected_values def read_DALTON_SPINROT(filename, natom): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((natom,3,3)) corrections = zeros((natom,3,3)) corrected_values = zeros((natom,3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 for atom in range(natom): dummy = f.readline() dummy = f.readline() if atom != 0: dummy = f.readline() dummy = f.readline() dummy = f.readline() for i in range(3): mline = f.readline() mline = mline.split() uncorrected_values[atom][0][i] = mline[1] corrections[atom][0][i] = mline[2] corrected_values[atom][0][i] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][1][i] = mline[1] corrections[atom][1][i] = mline[2] corrected_values[atom][1][i] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[atom][2][i] = mline[1] corrections[atom][2][i] = mline[2] corrected_values[atom][2][i] = mline[3] return uncorrected_values, corrections, corrected_values def read_DALTON_MAGNET(filename): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((3,3)) corrections = zeros((3,3)) corrected_values = zeros((3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 dummy = f.readline() dummy = f.readline() mline = f.readline() mline = mline.split() uncorrected_values[0][0] = mline[1] corrections[0][0] = mline[2] corrected_values[0][0] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[0][1] = mline[1] corrections[0][1] = mline[2] corrected_values[0][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[0][2] = mline[1] corrections[0][2] = mline[2] corrected_values[0][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[1][1] = mline[1] corrections[1][1] = mline[2] corrected_values[1][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[1][2] = mline[1] corrections[1][2] = mline[2] corrected_values[1][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[2][2] = mline[1] corrections[2][2] = mline[2] corrected_values[2][2] = mline[3] return uncorrected_values, corrections, corrected_values def read_DALTON_OPTROT(filename): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((3,3,3)) corrections = zeros((3,3,3)) corrected_values = zeros((3,3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 for i in range(3): dummy = f.readline() dummy = f.readline() mline = f.readline() mline = mline.split() uncorrected_values[i][0][0] = mline[1] corrections[i][0][0] = mline[2] corrected_values[i][0][0] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[i][0][1] = mline[1] corrections[i][0][1] = mline[2] corrected_values[i][0][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[i][0][2] = mline[1] corrections[i][0][2] = mline[2] corrected_values[i][0][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[i][1][1] = mline[1] corrections[i][1][1] = mline[2] corrected_values[i][1][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[i][1][2] = mline[1] corrections[i][1][2] = mline[2] corrected_values[i][1][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[i][2][2] = mline[1] corrections[i][2][2] = mline[2] corrected_values[i][2][2] = mline[3] dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() dummy = f.readline() return uncorrected_values, corrections, corrected_values def read_DALTON_MOLQUAD(filename): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((3,3)) corrections = zeros((3,3)) corrected_values = zeros((3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 dummy = f.readline() dummy = f.readline() mline = f.readline() mline = mline.split() uncorrected_values[0][0] = mline[1] corrections[0][0] = mline[2] corrected_values[0][0] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[0][1] = mline[1] corrections[0][1] = mline[2] corrected_values[0][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[0][2] = mline[1] corrections[0][2] = mline[2] corrected_values[0][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[1][1] = mline[1] corrections[1][1] = mline[2] corrected_values[1][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[1][2] = mline[1] corrections[1][2] = mline[2] corrected_values[1][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[2][2] = mline[1] corrections[2][2] = mline[2] corrected_values[2][2] = mline[3] return uncorrected_values, corrections, corrected_values def read_DALTON_POLARI(filename): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((3,3)) corrections = zeros((3,3)) corrected_values = zeros((3,3)) dummy = [] finished = 0 while (finished != 2): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 dummy = f.readline() dummy = f.readline() mline = f.readline() mline = mline.split() uncorrected_values[0][0] = mline[1] corrections[0][0] = mline[2] corrected_values[0][0] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[0][1] = mline[1] corrections[0][1] = mline[2] corrected_values[0][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[0][2] = mline[1] corrections[0][2] = mline[2] corrected_values[0][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[1][1] = mline[1] corrections[1][1] = mline[2] corrected_values[1][1] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[1][2] = mline[1] corrections[1][2] = mline[2] corrected_values[1][2] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[2][2] = mline[1] corrections[2][2] = mline[2] corrected_values[2][2] = mline[3] return uncorrected_values, corrections, corrected_values def read_DALTON_GFACTOR(filename): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((3,3)) corrections = zeros((3,3)) corrected_values = zeros((3,3)) dummy = [] finished = 0 while (finished != 3): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 dummy = f.readline() dummy = f.readline() for i in range(3): mline = f.readline() mline = mline.split() uncorrected_values[0][i] = mline[1] corrections[0][i] = mline[2] corrected_values[0][i] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[1][i] = mline[1] corrections[1][i] = mline[2] corrected_values[1][i] = mline[3] mline = f.readline() mline = mline.split() uncorrected_values[2][i] = mline[1] corrections[2][i] = mline[2] corrected_values[2][i] = mline[3] return uncorrected_values, corrections, corrected_values def read_DALTON_values_2d(filename): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') uncorrected_values = zeros((3)) corrections = zeros((3)) corrected_values = zeros((3)) dummy = [] finished = 0 while (finished == 0): cur_line = f.readline() if not cur_line: raise Exception("Dalton file does not contain the values looked for") if re.search('Vibrationally corrected',cur_line): finished = finished + 1 dummy = f.readline() dummy = f.readline() for i in range(3): mline = f.readline() mline = mline.split() uncorrected_values[i] = mline[1] corrections[i] = mline[2] corrected_values[i] = mline[3] return uncorrected_values, corrections, corrected_values def read_eigenvector(filename, n_cord): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') eigenvector = zeros((n_cord, n_cord)) dummy = [] counter = n_cord # Make an if counting, and thus reading correctly.. finished = 0 while (finished == 0): cur_line = f.readline() if re.search('The eigenvectors',cur_line): finished = 1 dummy = f.readline() dummy = f.readline() j = 0 while(j < n_cord): for D2 in range(n_cord): mline = f.readline() mline = mline.split() for D1 in range(min(5,n_cord - j)): eigenvector[D2][D1 + j] = mline[D1 + 1] dummy = f.readline() dummy = f.readline() j = j + 5 f.close() return eigenvector def read_cubic_force_field(filename, n_cord): """Reads and returns the cubic force field in cartessian coordinates as a 4 dimensional np.array""" f = open(filename, 'r') cubic_force_field = zeros((n_cord, n_cord, n_cord)) dummy = [] counter = n_cord # Make an if counting, and thus reading correctly.. finished = 0 while (finished == 0): cur_line = f.readline() if re.search('Anharmonic force constants',cur_line): finished = 1 for D3 in range(n_cord): dummy = f.readline() dummy = f.readline() dummy = f.readline() if(D3 != 0): dummy = f.readline() j = 0 while(j < n_cord): for D2 in range(n_cord): mline = f.readline() mline = mline.split() for D1 in range(min(5,n_cord - j)): cubic_force_field[D3][D2][D1 + j] = mline[D1 + 1] dummy = f.readline() dummy = f.readline() j = j + 5 f.close() return cubic_force_field def read_cubic_force_field_anal(filename, n_cord): """Reads and returns the cubic force field in cartessian coordinates as a 3 dimensional np.array""" f = open(filename, 'r') cubic_force_field = zeros((n_cord, n_cord, n_cord)) dummy = [] for D3 in range(n_cord): dummy = f.readline() for D2 in range(n_cord): mline = f.readline() mline = mline.split() for D1 in range(n_cord): cubic_force_field[D3][D2][D1] = mline[D1] f.close() return cubic_force_field def read_dipole_gradient(filename, n_cord): """Reads and returns the dipole gradient in cartessian coordinates as a 3 dimensional np.array""" f = open(filename, 'r') dipole_gradient = zeros((n_cord, 3)) dummy = [] dummy = f.readline() for D2 in range(n_cord): mline = f.readline() mline = mline.split() for D1 in range(3): dipole_gradient[D2][D1] = mline[D1] f.close() return dipole_gradient def read_dipole_hessian(filename, n_cord): """Reads and returns the dipole second derivative in cartessian coordinates as a 3 dimensional np.array""" f = open(filename, 'r') dipole_hessian = zeros((n_cord, n_cord, 3)) dummy = [] for D3 in range(n_cord): dummy = f.readline() for D2 in range(n_cord): mline = f.readline() mline = mline.split() for D1 in range(3): dipole_hessian[D3][D2][D1] = mline[D1] f.close() return dipole_hessian def read_polari_gradient(filename, n_cord): """Reads and returns the polarizability gradient in cartessian coordinates as a 3 dimensional np.array""" f = open(filename, 'r') polari_gradient = zeros((n_cord, 3, 3)) dummy = [] for D3 in range(n_cord): dummy = f.readline() for D2 in range(3): mline = f.readline() mline = mline.split() for D1 in range(3): polari_gradient[D3][D2][D1] = mline[D1] f.close() return polari_gradient def read_polari_hessian(filename, n_cord): """Reads and returns the polarizability second derivative in cartessian coordinates as a 3 dimensional np.array""" f = open(filename, 'r') dipole_hessian = zeros((n_cord, n_cord, 3, 3)) dummy = [] for D4 in range(n_cord): dummy = f.readline() for D3 in range(n_cord): dummy = f.readline() for D2 in range(3): mline = f.readline() mline = mline.split() for D1 in range(3): dipole_hessian[D4][D3][D2][D1] = mline[D1] f.close() return dipole_hessian def read_cubic_force_field_norm(filename, n_nm): """ For testing purposes, extracts the correct values from DALTON""" f = open(filename, 'r') cubic_force_field = zeros((n_m)) dummy = [] counter = n_cord # Make an if counting, and thus reading correctly.. finished = 0 while (finished == 0): cur_line = f.readline() if re.search('Anharmonic force constants',cur_line): finished = 1 for D3 in range(n_cord): dummy = f.readline() dummy = f.readline() dummy = f.readline() if(D3 != 0): dummy = f.readline() j = 0 while(j < n_cord): for D2 in range(n_cord): mline = f.readline() mline = mline.split() for D1 in range(min(5,n_cord - j)): cubic_force_field[D3][D2][D1 + j] = mline[D1 + 1] dummy = f.readline() dummy = f.readline() j = j + 5 f.close() return cubic_force_field
Benedicte/vibrational_motion
read_input.py
Python
lgpl-3.0
37,852
[ "Dalton" ]
9b77c9196cd22c7c87ebfdff5f71dc30347047b2a417049fb2c5a6aa89614139
# Copyright 2020 The GPflow Contributors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import abc from typing import Any, Callable, Iterable, Tuple, Union import tensorflow as tf from ..base import TensorType class GaussianQuadrature: """ Abstract class implementing quadrature methods to compute Gaussian Expectations. Inheriting classes must provide the method _build_X_W to create points and weights to be used for quadrature. """ @abc.abstractmethod def _build_X_W(self, mean: TensorType, var: TensorType) -> Tuple[tf.Tensor, tf.Tensor]: raise NotImplementedError def __call__( self, fun: Union[Callable[..., tf.Tensor], Iterable[Callable[..., tf.Tensor]]], mean: TensorType, var: TensorType, *args: Any, **kwargs: Any, ) -> tf.Tensor: r""" Compute the Gaussian Expectation of a function f: X ~ N(mean, var) E[f(X)] = ∫f(x, *args, **kwargs)p(x)dx Using the formula: E[f(X)] = sum_{i=1}^{N_quad_points} f(x_i) * w_i where x_i, w_i must be provided by the inheriting class through self._build_X_W. The computations broadcast along batch-dimensions, represented by [b1, b2, ..., bX]. :param fun: Callable or Iterable of Callables that operates elementwise, with signature f(X, *args, **kwargs). Moreover, it must satisfy the shape-mapping: X shape: [N_quad_points, b1, b2, ..., bX, d], usually [N_quad_points, N, d] f(X) shape: [N_quad_points, b1, b2, ...., bX, d'], usually [N_quad_points, N, 1] or [N_quad_points, N, d] In most cases, f should only operate over the last dimension of X :param mean: Array/Tensor with shape [b1, b2, ..., bX, d], usually [N, d], representing the mean of a d-Variate Gaussian distribution :param var: Array/Tensor with shape b1, b2, ..., bX, d], usually [N, d], representing the variance of a d-Variate Gaussian distribution :param *args: Passed to fun :param **kargs: Passed to fun :return: Array/Tensor with shape [b1, b2, ...., bX, d'], usually [N, d] or [N, 1] """ X, W = self._build_X_W(mean, var) if isinstance(fun, Iterable): return [tf.reduce_sum(f(X, *args, **kwargs) * W, axis=0) for f in fun] return tf.reduce_sum(fun(X, *args, **kwargs) * W, axis=0) def logspace( self, fun: Union[Callable[..., tf.Tensor], Iterable[Callable[..., tf.Tensor]]], mean: TensorType, var: TensorType, *args: Any, **kwargs: Any, ) -> tf.Tensor: r""" Compute the Gaussian log-Expectation of a the exponential of a function f: X ~ N(mean, var) log E[exp[f(X)]] = log ∫exp[f(x, *args, **kwargs)]p(x)dx Using the formula: log E[exp[f(X)]] = log sum_{i=1}^{N_quad_points} exp[f(x_i) + log w_i] where x_i, w_i must be provided by the inheriting class through self._build_X_W. The computations broadcast along batch-dimensions, represented by [b1, b2, ..., bX]. :param fun: Callable or Iterable of Callables that operates elementwise, with signature f(X, *args, **kwargs). Moreover, it must satisfy the shape-mapping: X shape: [N_quad_points, b1, b2, ..., bX, d], usually [N_quad_points, N, d] f(X) shape: [N_quad_points, b1, b2, ...., bX, d'], usually [N_quad_points, N, 1] or [N_quad_points, N, d] In most cases, f should only operate over the last dimension of X :param mean: Array/Tensor with shape [b1, b2, ..., bX, d], usually [N, d], representing the mean of a d-Variate Gaussian distribution :param var: Array/Tensor with shape b1, b2, ..., bX, d], usually [N, d], representing the variance of a d-Variate Gaussian distribution :param *args: Passed to fun :param **kargs: Passed to fun :return: Array/Tensor with shape [b1, b2, ...., bX, d'], usually [N, d] or [N, 1] """ X, W = self._build_X_W(mean, var) logW = tf.math.log(W) if isinstance(fun, Iterable): return [tf.reduce_logsumexp(f(X, *args, **kwargs) + logW, axis=0) for f in fun] return tf.reduce_logsumexp(fun(X, *args, **kwargs) + logW, axis=0)
GPflow/GPflow
gpflow/quadrature/base.py
Python
apache-2.0
5,025
[ "Gaussian" ]
ff662a36d0e0ad6f53bdd65677d0eec79f1eec9f617a186a17329f98b886e0d1
# Copyright (c) Charl P. Botha, TU Delft. # All rights reserved. # See COPYRIGHT for details. import cStringIO from vtk.wx.wxVTKRenderWindowInteractor import wxVTKRenderWindowInteractor import wx # wxPython 2.8.8.1 wx.aui bugs severely on GTK. See: # http://trac.wxwidgets.org/ticket/9716 # Until this is fixed, use this PyAUI to which I've added a # wx.aui compatibility layer. if wx.Platform == "__WXGTK__": from external import PyAUI wx.aui = PyAUI else: import wx.aui # one could have loaded a wxGlade created resource like this: #from resources.python import DICOMBrowserPanels #reload(DICOMBrowserPanels) class SkeletonAUIViewerFrame(wx.Frame): """wx.Frame child class used by SkeletonAUIViewer for its interface. This is an AUI-managed window, so we create the top-level frame, and then populate it with AUI panes. """ def __init__(self, parent, id=-1, title="", name=""): wx.Frame.__init__(self, parent, id=id, title=title, pos=wx.DefaultPosition, size=(800,800), name=name) self.menubar = wx.MenuBar() self.SetMenuBar(self.menubar) file_menu = wx.Menu() self.id_file_open = wx.NewId() file_menu.Append(self.id_file_open, "&Open\tCtrl-O", "Open a file", wx.ITEM_NORMAL) self.menubar.Append(file_menu, "&File") views_menu = wx.Menu() views_default_id = wx.NewId() views_menu.Append(views_default_id, "&Default\tCtrl-0", "Activate default view layout.", wx.ITEM_NORMAL) views_max_image_id = wx.NewId() views_menu.Append(views_max_image_id, "&Maximum image size\tCtrl-1", "Activate maximum image view size layout.", wx.ITEM_NORMAL) self.menubar.Append(views_menu, "&Views") # tell FrameManager to manage this frame self._mgr = wx.aui.AuiManager() self._mgr.SetManagedWindow(self) self._mgr.AddPane(self._create_series_pane(), wx.aui.AuiPaneInfo(). Name("series").Caption("Series").Top(). BestSize(wx.Size(600, 100)). CloseButton(False).MaximizeButton(True)) self._mgr.AddPane(self._create_files_pane(), wx.aui.AuiPaneInfo(). Name("files").Caption("Image Files"). Left(). BestSize(wx.Size(200,400)). CloseButton(False).MaximizeButton(True)) self._mgr.AddPane(self._create_meta_pane(), wx.aui.AuiPaneInfo(). Name("meta").Caption("Image Metadata"). Left(). BestSize(wx.Size(200,400)). CloseButton(False).MaximizeButton(True)) self._mgr.AddPane(self._create_rwi_pane(), wx.aui.AuiPaneInfo(). Name("rwi").Caption("3D Renderer"). Center(). BestSize(wx.Size(400,400)). CloseButton(False).MaximizeButton(True)) self.SetMinSize(wx.Size(400, 300)) # first we save this default perspective with all panes # visible self._perspectives = {} self._perspectives['default'] = self._mgr.SavePerspective() # then we hide all of the panes except the renderer self._mgr.GetPane("series").Hide() self._mgr.GetPane("files").Hide() self._mgr.GetPane("meta").Hide() # save the perspective again self._perspectives['max_image'] = self._mgr.SavePerspective() # and put back the default perspective / view self._mgr.LoadPerspective(self._perspectives['default']) # finally tell the AUI manager to do everything that we've # asked self._mgr.Update() # we bind the views events here, because the functionality is # completely encapsulated in the frame and does not need to # round-trip to the DICOMBrowser main module. self.Bind(wx.EVT_MENU, self._handler_default_view, id=views_default_id) self.Bind(wx.EVT_MENU, self._handler_max_image_view, id=views_max_image_id) def close(self): self.Destroy() def _create_files_pane(self): sl = wx.ListCtrl(self, -1, style=wx.LC_REPORT) sl.InsertColumn(0, "Full name") # we'll autosize this column later sl.SetColumnWidth(0, 300) #sl.InsertColumn(SeriesColumns.modality, "Modality") self.files_lc = sl return sl def _create_rwi_pane(self): panel = wx.Panel(self, -1) self.rwi = wxVTKRenderWindowInteractor(panel, -1, (400,400)) self.button1 = wx.Button(panel, -1, "Add Superquadric") self.button2 = wx.Button(panel, -1, "Reset Camera") self.button3 = wx.Button(panel, -1, "Start Timer Event") button_sizer = wx.BoxSizer(wx.HORIZONTAL) button_sizer.Add(self.button1) button_sizer.Add(self.button2) button_sizer.Add(self.button3) sizer1 = wx.BoxSizer(wx.VERTICAL) sizer1.Add(self.rwi, 1, wx.EXPAND|wx.BOTTOM, 7) sizer1.Add(button_sizer) tl_sizer = wx.BoxSizer(wx.VERTICAL) tl_sizer.Add(sizer1, 1, wx.ALL|wx.EXPAND, 7) panel.SetSizer(tl_sizer) tl_sizer.Fit(panel) return panel def _create_meta_pane(self): ml = wx.ListCtrl(self, -1, style=wx.LC_REPORT | wx.LC_HRULES | wx.LC_VRULES | wx.LC_SINGLE_SEL) ml.InsertColumn(0, "Key") ml.SetColumnWidth(0, 70) ml.InsertColumn(1, "Value") ml.SetColumnWidth(1, 70) self.meta_lc = ml return ml def _create_series_pane(self): sl = wx.ListCtrl(self, -1, style=wx.LC_REPORT | wx.LC_HRULES | wx.LC_SINGLE_SEL, size=(600,120)) sl.InsertColumn(0, "Description") sl.SetColumnWidth(1, 170) sl.InsertColumn(2, "Modality") sl.InsertColumn(3, "# Images") sl.InsertColumn(4, "Size") self.series_lc = sl return sl def render(self): """Update embedded RWI, i.e. update the image. """ self.rwi.Render() def _handler_default_view(self, event): """Event handler for when the user selects View | Default from the main menu. """ self._mgr.LoadPerspective( self._perspectives['default']) def _handler_max_image_view(self, event): """Event handler for when the user selects View | Max Image from the main menu. """ self._mgr.LoadPerspective( self._perspectives['max_image'])
chrisidefix/devide
modules/viewers/SkeletonAUIViewerFrame.py
Python
bsd-3-clause
6,877
[ "VTK" ]
356263091d9c466fe11e79ef6f969b48e9be1c0fd8e43a0fe7717bddd9b8ad9c
#!/usr/bin/python from multiprocessing import Pool import time import os import sys import argparse from Bio import SeqIO from Bio.Seq import Seq from Bio.Alphabet import IUPAC from Bio.SeqUtils import GC from Bio.SeqRecord import SeqRecord #from Bio.Seq import Seq #from Bio.Alphabet import generic_dna # Copyright(C) 2015 David Ream # Released under GPL version 3 licence. http://www.gnu.org/licenses/lgpl.html # Do not remove this comment # This exists to make the main function easier to read. It contains code to run the argument parser, and does nothing else. def parser_code(): parser = argparse.ArgumentParser(description='Convert all genbank files found in a specified folder, and optionally a file containing the accessions that you wish to include, and create BLAST searchable databases from them.') #parser.add_argument("-i", "--infolder", dest="infolder", metavar="DIRECTORY", default='./genomes/', # help="Folder containing all genbank files for use by the program.") parser.add_argument("-G", "--genbank_directory", dest="genbank_directory", metavar="DIRECTORY", default='./genomes/', help="Folder containing all genbank files for use by the program.") parser.add_argument("-o", "--outfolder", dest="outfolder", metavar="DIRECTORY", default='./db/', help="Folder where the BLAST searchable databases will be stored.") parser.add_argument("-f", "--filter", dest="filter", metavar="FILE", default='', help="File restrictiong which accession numbers this script will process. If no file is provided, filtering is not performed.") parser.add_argument("-n", "--num_proc", dest="num_proc", metavar="INT", default = os.sysconf("SC_NPROCESSORS_CONF"), type=int, help="Number of processors that you want this script to run on. The default is every CPU that the system has.") parser.add_argument("-p", "--protein", dest="protein", default=True, action='store_false', help="Flag to toggle mode from protein to DNA sequences for use as database construction. The default is protein.") parser.add_argument("-q", "--quiet", dest="quiet", action="store_true", default=False, help="Suppresses most program text outputs.") return parser.parse_args() def check_options(parsed_args): ''' # section of code that checks the infolder entry if os.path.isdir(parsed_args.infolder): infolder = parsed_args.infolder else: print "The folder %s does not exist." % parsed_args.infolder sys.exit() ''' # check the genbank folder if os.path.isdir(parsed_args.genbank_directory): genbank_directory = parsed_args.genbank_directory else: print "The folder %s does not exist." % parsed_args.genbank_directory sys.exit() # if the directory that the user specifies does not exist, then the program makes it for them. if not os.path.isdir(parsed_args.outfolder): os.makedirs(parsed_args.outfolder) outfolder = parsed_args.outfolder if outfolder[-1] != '/': outfolder = outfolder + '/' # Check the filter file if parsed_args.filter == '' or os.path.exists(parsed_args.filter): filter_file = parsed_args.filter else: print "The file %s does not exist." % parsed_args.filter sys.exit() # section of code that deals determining the number of CPU cores that will be used by the program if parsed_args.num_proc > os.sysconf("SC_NPROCESSORS_CONF"): num_proc = os.sysconf("SC_NPROCESSORS_CONF") elif parsed_args.num_proc < 1: num_proc = 1 else: num_proc = int(parsed_args.num_proc) do_protein = parsed_args.protein quiet = parsed_args.quiet #return infolder, outfolder, filter_file, num_proc, do_protein return genbank_directory, outfolder, filter_file, num_proc, do_protein, quiet #this function will return all of the files that are in a directory. os.walk is recursive traversal. def returnRecursiveDirFiles(root_dir): result = [] for path, dir_name, flist in os.walk(root_dir): for f in flist: fname = os.path.join(path, f) if os.path.isfile(fname): result.append(fname) return result ################################################################# #### so yeah.... not gonna do this right now... ##### #### I feel there is no reason to, but keeping ##### #### the code in here just in case i am wrong about that ##### ################################################################# # I need to do an analysis on gc content, and gc skew. # currently this will return the organism gc, (mean, SD, varience) of the GC in coding regions # the results will we retained in a file the calling program opens tab delimited def GCAnalysis(NC, organism, gc_list, seq, outfile): handle = open(outfile, 'a') organism_gc = "%3.2f" % GC(seq) mean = "%3.2f" % numpy.mean(gc_list) #mode = "%5.2f" % numpy.mode(gc_list) var = "%5.2f" % numpy.var(gc_list) std = "%5.2f" % numpy.std(gc_list) handle.write('\t'.join([NC, organism, organism_gc, mean, var, std]) + NEW_LINE) # take the genbank file specified by genbank path, and save the customized result file in the db_directory folder #def convert_genbank(genbank_path, db_directory, error_fname): #, gc_outfile = 'gc_analysis.txt'): def convert_genbank(genbank_tuple): genbank_path, db_directory, error_fname, do_protein = genbank_tuple record_list = [] seq_record = SeqIO.parse(open(genbank_path), "genbank").next() accession = seq_record.annotations['accessions'][0] organism = seq_record.annotations['organism'].replace(' ', '_') err_log = [] gc_list = [] # no need for this right now, but leaving in # loop over the genbank file for fnum, feature in enumerate(seq_record.features): err_flag = False error_in_field = False if feature.type == 'CDS': #print dir(feature.location) try: start = int(feature.location.start) stop = int(feature.location.end) except: error_in_field = True strand = feature.strand dna_seq = seq_record.seq[start:stop] #print "dna_seq", type(dna_seq), dna_seq gc = GC(dna_seq) gc_list.append(gc) gc = "%3.2f" % gc try: locus = feature.qualifiers['locus_tag'][0] except: try: locus = feature.qualifiers['gene'][0] except: locus = 'error' print "Error in the organism %s with NC # %s" % (organism, accession) err_flag = True err_log.append([organism, accession]) if do_protein: #seq = seq.translate() #print type(seq) #print feature.qualifiers.keys() #seq = dir(feature) try: if 'translation' in feature.qualifiers.keys(): prot_seq = Seq(''.join(feature.qualifiers['translation']), IUPAC.protein) #print "prot_seq", type(prot_seq), prot_seq if 'gene' in feature.qualifiers: gene = feature.qualifiers['gene'][0] #record_list.append(SeqRecord(prot_seq, id = '|'.join([accession, organism, locus, gene, str(start), str(stop), str(strand), gc]).replace(' ', ''), description = '')) seq_rec_to_store = SeqRecord(prot_seq, id = '|'.join([accession, organism, locus, gene, str(start), str(stop), str(strand), gc]).replace(' ', ''), description = '') else: #record_list.append(SeqRecord(prot_seq, id = '|'.join([accession, organism, locus, 'unknown', str(start), str(stop), str(strand), gc]).replace(' ', ''),description = '')) seq_rec_to_store = SeqRecord(prot_seq, id = '|'.join([accession, organism, locus, 'unknown', str(start), str(stop), str(strand), gc]).replace(' ', ''),description = '') #print prot_seq else: pass #print "This was not a protein sequence" except: print "Error in function convert_genbank(genbank_tuple) from the format_db.py script, unhandled error in the genbank parse." else: # put something in here that will deal with RNA later, if we plan to go that route. pass if not error_in_field: record_list.append(seq_rec_to_store) else: print "a record was omitted" ''' #print len(seq) if len(seq) < 2: #pass print "len seq", len(seq) elif do_protein: if 'gene' in feature.qualifiers: gene = feature.qualifiers['gene'][0] record_list.append(SeqRecord(seq, id = '|'.join([accession, organism, locus, gene, str(start), str(stop), str(strand), gc]).replace(' ', ''), description = '')) else: record_list.append( SeqRecord(seq, id = '|'.join([accession, organism, locus, 'unknown', str(start), str(stop), str(strand), gc]).replace(' ', ''), description = '')) else: if 'gene' in feature.qualifiers: gene = feature.qualifiers['gene'][0] record_list.append(SeqRecord(seq, id = '|'.join([accession, organism, locus, gene, str(start), str(stop), str(strand), gc]).replace(' ', ''), description = '')) else: record_list.append( SeqRecord(seq, id = '|'.join([accession, organism, locus, 'unknown', str(start), str(stop), str(strand), gc]).replace(' ', ''), description = '')) ''' #if os.path.isfile(gc_outfile): # os.remove(gc_outfile) #GCAnalysis(accession, organism, gc_list, seq_record.seq, gc_outfile) handle = open(error_fname, 'a') for i in err_log: handle.write('\t'.join(i) + '\n') handle.close() if not err_flag: outpath = db_directory + os.path.splitext(os.path.basename(genbank_path))[0] + '.ffc' #print outpath out_handle = open(outpath,"w") SeqIO.write(record_list, out_handle, "fasta") out_handle.close() if do_protein: cmd = "formatdb -i %s -p T -o F" % (outpath) #print "got here" else: cmd = "formatdb -i %s -p F -o F" % (outpath) os.system(cmd) #print "Passed main loop" return outpath, err_flag def parallel_convert_genbank(file_list, outfolder, num_proc, do_protein, error_fname = "./error_log.txt"): # Make sure that we have a new error log each time the program is run if os.path.isfile(error_fname): os.remove(error_fname) # Package the variables for the convert_genbank function so everything can be run in parallel tuple_list = [(i, outfolder, error_fname, do_protein) for i in file_list] pool = Pool(processes = num_proc) result = dict(pool.map(convert_genbank, tuple_list)) def main(): start = time.time() parsed_args = parser_code() #infolder, outfolder, filter_file, num_proc, do_protein = check_options(parsed_args) genbank_directory, outfolder, filter_file, num_proc, do_protein, quiet = check_options(parsed_args) #flist = returnRecursiveDirFiles(infolder) flist = returnRecursiveDirFiles(genbank_directory) if filter_file != '': filter_list = [i.strip() for i in open(filter_file).readlines()] file_list = [i for i in flist if i.split('/')[-1].split('.')[0] in filter_list] else: file_list = flist #print "do_protein", do_protein parallel_convert_genbank(file_list, outfolder, num_proc, do_protein) if not quiet: print time.time() - start # A successful command could look like this: # ./format_db.py -f ./phylo_order.txt # ./format_db.py -i /home/dave/Desktop/all_genbank -o ./db1/ -f ./phylo_order.txt if __name__ == '__main__': main()
nguyenngochuy91/Ancestral-Blocks-Reconstruction
format_db1.py
Python
gpl-3.0
12,782
[ "BLAST" ]
71a91fd3ffb64e6654087a4aeb3618a0f4a4e60f8a3694e36fd11b29234dfc9d
#!/usr/bin/env python # -*- coding: utf-8 -*- # TAMkin is a post-processing toolkit for normal mode analysis, thermochemistry # and reaction kinetics. # Copyright (C) 2008-2012 Toon Verstraelen <Toon.Verstraelen@UGent.be>, An Ghysels # <An.Ghysels@UGent.be> and Matthias Vandichel <Matthias.Vandichel@UGent.be> # Center for Molecular Modeling (CMM), Ghent University, Ghent, Belgium; all # rights reserved unless otherwise stated. # # This file is part of TAMkin. # # TAMkin is free software; you can redistribute it and/or # modify it under the terms of the GNU General Public License # as published by the Free Software Foundation; either version 3 # of the License, or (at your option) any later version. # # In addition to the regulations of the GNU General Public License, # publications and communications based in parts on this program or on # parts of this program are required to cite the following article: # # "TAMkin: A Versatile Package for Vibrational Analysis and Chemical Kinetics", # An Ghysels, Toon Verstraelen, Karen Hemelsoet, Michel Waroquier and Veronique # Van Speybroeck, Journal of Chemical Information and Modeling, 2010, 50, # 1736-1750W # http://dx.doi.org/10.1021/ci100099g # # TAMkin is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program; if not, see <http://www.gnu.org/licenses/> # #-- from __future__ import print_function # Import the tamkin libarary. from tamkin import * # Import unit conversin factors from molmod import * # Import numpy stuff from numpy import * # Load the gaussian data. molecule = load_molecule_g03fchk("gaussian.fchk") print("Energy [kJ/mol]:", molecule.energy/kjmol) # A) Detect all blocks such that only the dihedral angles remain free, and apply # MBH # detect the graph based on inter-atomic distances molecule.set_default_graph() # define a block for each atom and its neighbors (if it has more than one neighbor) blocks = [] for central, neighbors in molecule.graph.neighbors.items(): if len(neighbors) > 1: block = list(neighbors) block.append(central) blocks.append(block) print("Blocks:", blocks) nma = NMA(molecule, MBH(blocks)) print("The zero eigenmodes: %s" % nma.zeros) # write the modes to file dump_modes_gaussian("molden.vib", nma) # B) Construct a partition function with the typical gas phase contributions. pf = PartFun(nma, [ExtTrans(), ExtRot()]) print("Heat capacity at 300K, constant pressure [J/(mol*K)]:", pf.heat_capacity(300*kelvin)/(joule/mol/kelvin)) # Write some general information about the molecule and the partition function # to a file. pf.write_to_file("partfun.txt") # Write an extensive overview of the thermodynamic properties to a file: ta = ThermoAnalysis(pf, arange(300,601,5)) ta.write_to_file("thermo.csv")
molmod/tamkin
tamkin/examples/014_pentane_mbh/thermo.py
Python
gpl-3.0
3,015
[ "Gaussian" ]
7dbf4d37873a5e42d6125b9d1c32b499fc68ec485e1f7dfadcd2ec65d68921ab
"""Group velocity calculation.""" # Copyright (C) 2013 Atsushi Togo # All rights reserved. # # This file is part of phonopy. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions # are met: # # * Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # # * Redistributions in binary form must reproduce the above copyright # notice, this list of conditions and the following disclaimer in # the documentation and/or other materials provided with the # distribution. # # * Neither the name of the phonopy project nor the names of its # contributors may be used to endorse or promote products derived # from this software without specific prior written permission. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS # "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT # LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS # FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE # COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, # INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, # BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; # LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER # CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT # LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN # ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE # POSSIBILITY OF SUCH DAMAGE. import warnings from typing import Optional, Union import numpy as np from phonopy.harmonic.derivative_dynmat import DerivativeOfDynamicalMatrix from phonopy.harmonic.dynamical_matrix import DynamicalMatrix, DynamicalMatrixNAC from phonopy.harmonic.force_constants import similarity_transformation from phonopy.phonon.degeneracy import degenerate_sets from phonopy.structure.symmetry import Symmetry from phonopy.units import VaspToTHz class GroupVelocity: r"""Class to calculate group velocities of phonons. d omega ---- ------- = \ / omega d q \/q Gradient of omega in reciprocal space, which is calculated here by 1 d D(q) ------- <e(q,nu)|------|e(q,nu)> 2 omega d q Attributes ---------- group_velocity : ndarray Group velocities at q-points. shape=(q-points, num_band, 3), dtype='double', order='C' q_length : float Distance in reciprocal space used to calculate finite difference of dynamcial matrix. """ Default_q_length = 1e-5 def __init__( self, dynamical_matrix: Union[DynamicalMatrix, DynamicalMatrixNAC], q_length=None, symmetry: Optional[Symmetry] = None, frequency_factor_to_THz=VaspToTHz, cutoff_frequency=1e-4, ): """Init method. dynamical_matrix : DynamicalMatrix or DynamicalMatrixNAC Dynamical matrix class instance. q_length : float This is used such as D(q + q_length) - D(q - q_length) for calculating finite difference of dynamical matrix. Default is None, which gives 1e-5. symmetry : Symmetry This is used to symmetrize group velocity at each q-points. Default is None, which means no symmetrization. frequency_factor_to_THz : float Unit conversion factor to convert to THz. Default is VaspToTHz. cutoff_frequency : float Group velocity is set zero if phonon frequency is below this value. """ self._dynmat = dynamical_matrix primitive = dynamical_matrix.primitive self._reciprocal_lattice_inv = primitive.cell self._reciprocal_lattice = np.linalg.inv(self._reciprocal_lattice_inv) self._q_length = q_length if self._dynmat.is_nac() and self._dynmat.nac_method == "gonze": if self._q_length is None: self._q_length = self.Default_q_length self._ddm: Optional[DerivativeOfDynamicalMatrix] if self._q_length is None: self._ddm = DerivativeOfDynamicalMatrix(dynamical_matrix) else: self._ddm = None self._symmetry = symmetry self._factor = frequency_factor_to_THz self._cutoff_frequency = cutoff_frequency self._directions = np.array( [[1, 2, 3], [1, 0, 0], [0, 1, 0], [0, 0, 1]], dtype="double" ) self._directions[0] /= np.linalg.norm(self._directions[0]) self._q_points = None self._group_velocities = None self._perturbation = None def run(self, q_points, perturbation=None): """Group velocities are computed at q-points. Calculated group velocities are stored in self._group_velocities. Parameters ---------- q_points : array-like List of q-points such as [[0, 0, 0], [0.1, 0.2, 0.3], ...]. perturbation : array-like Direction in fractional coordinates of reciprocal space. """ self._q_points = q_points self._perturbation = perturbation if perturbation is None: # Give an random direction to break symmetry self._directions[0] = np.array([1, 2, 3]) else: self._directions[0] = np.dot(self._reciprocal_lattice, perturbation) self._directions[0] /= np.linalg.norm(self._directions[0]) gv = [self._calculate_group_velocity_at_q(q) for q in self._q_points] self._group_velocities = np.array(gv, dtype="double", order="C") @property def q_length(self): """Setter an getter of q_length.""" return self._q_length @q_length.setter def q_length(self, q_length): self._q_length = q_length def get_q_length(self): """Return q_length.""" warnings.warn( "GroupVelocity.get_q_length() is deprecated. " "Use q_length attribute instead.", DeprecationWarning, ) return self.q_length def set_q_length(self, q_length): """Set q_length.""" warnings.warn( "GroupVelocity.set_q_length() is deprecated. " "Use q_length attribute instead.", DeprecationWarning, ) self.q_length = q_length @property def group_velocities(self): """Return group velocities.""" return self._group_velocities def get_group_velocity(self): """Return group velocities.""" warnings.warn( "GroupVelocity.get_group_velocity() is deprecated. " "Use group_velocities attribute instead.", DeprecationWarning, ) return self.group_velocities def _calculate_group_velocity_at_q(self, q): self._dynmat.run(q) dm = self._dynmat.dynamical_matrix eigvals, eigvecs = np.linalg.eigh(dm) eigvals = eigvals.real freqs = np.sqrt(abs(eigvals)) * np.sign(eigvals) * self._factor gv = np.zeros((len(freqs), 3), dtype="double", order="C") deg_sets = degenerate_sets(freqs) ddms = self._get_dD(np.array(q)) pos = 0 for deg in deg_sets: gv[pos : pos + len(deg)] = self._perturb_D(ddms, eigvecs[:, deg]) pos += len(deg) for i, f in enumerate(freqs): if f > self._cutoff_frequency: gv[i, :] *= self._factor ** 2 / f / 2 else: gv[i, :] = 0 if self._perturbation is None: if self._symmetry is None: return gv else: return self._symmetrize_group_velocity(gv, q) else: return gv def _symmetrize_group_velocity(self, gv, q): """Symmetrize obtained group velocities using site symmetries.""" rotations = [] for r in self._symmetry.reciprocal_operations: q_in_BZ = q - np.rint(q) diff = q_in_BZ - np.dot(r, q_in_BZ) if (np.abs(diff) < self._symmetry.tolerance).all(): rotations.append(r) gv_sym = np.zeros_like(gv) for r in rotations: r_cart = similarity_transformation(self._reciprocal_lattice, r) gv_sym += np.dot(r_cart, gv.T).T return gv_sym / len(rotations) def _get_dD(self, q): """Compute derivative or finite difference of dynamcial matrices.""" if self._q_length is None: return self._get_dD_analytical(q) else: return self._get_dD_FD(q) def _get_dD_FD(self, q): """Compute finite difference of dynamcial matrices.""" ddm = [] for dqc in self._directions * self._q_length: dq = np.dot(self._reciprocal_lattice_inv, dqc) ddm.append( _delta_dynamical_matrix(q, dq, self._dynmat) / self._q_length / 2 ) return np.array(ddm) def _get_dD_analytical(self, q): """Compute derivative of dynamcial matrices.""" self._ddm.run(q) ddm = self._ddm.get_derivative_of_dynamical_matrix() dtype = "c%d" % (np.dtype("double").itemsize * 2) ddm_dirs = np.zeros((len(self._directions),) + ddm.shape[1:], dtype=dtype) for i, dq in enumerate(self._directions): for j in range(3): ddm_dirs[i] += dq[j] * ddm[j] return ddm_dirs def _perturb_D(self, ddms, eigsets): """Treat degeneracy. Group velocities are calculated using analytical continuation using specified directions (self._directions) in reciprocal space. ddms : array-like List of delta (derivative or finite difference) of dynamical matrices along several q-directions for perturbation. eigsets : array-like List of phonon eigenvectors of degenerate bands. """ _, eigvecs = np.linalg.eigh(np.dot(eigsets.T.conj(), np.dot(ddms[0], eigsets))) gv = [] rot_eigsets = np.dot(eigsets, eigvecs) for ddm in ddms[1:]: gv.append( np.diag(np.dot(rot_eigsets.T.conj(), np.dot(ddm, rot_eigsets))).real ) return np.transpose(gv) def get_group_velocity( q, # q-point dynamical_matrix, q_length=None, # finite distance in q symmetry=None, frequency_factor_to_THz=VaspToTHz, ): """Return group velocity at a q-point.""" gv = GroupVelocity( dynamical_matrix, q_length=q_length, symmetry=symmetry, frequency_factor_to_THz=frequency_factor_to_THz, ) gv.run([q]) return gv.group_velocity[0] def _delta_dynamical_matrix(q, delta_q, dynmat): dynmat.run(q - delta_q) dm1 = dynmat.dynamical_matrix dynmat.run(q + delta_q) dm2 = dynmat.dynamical_matrix return dm2 - dm1
atztogo/phonopy
phonopy/phonon/group_velocity.py
Python
bsd-3-clause
10,970
[ "phonopy" ]
472bdc52deb07e1756b2fa0026bfa7407d24e7ba62113ddba7fbb09ccc1fbb9f
# Copyright (C) 2003-2005 Peter J. Verveer # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions # are met: # # 1. Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # # 2. Redistributions in binary form must reproduce the above # copyright notice, this list of conditions and the following # disclaimer in the documentation and/or other materials provided # with the distribution. # # 3. The name of the author may not be used to endorse or promote # products derived from this software without specific prior # written permission. # # THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS # OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED # WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE # ARE DISCLAIMED. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY # DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL # DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE # GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS # INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, # WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING # NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS # SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. from collections.abc import Iterable import warnings import numpy import operator from numpy.core.multiarray import normalize_axis_index from . import _ni_support from . import _nd_image from . import _ni_docstrings __all__ = ['correlate1d', 'convolve1d', 'gaussian_filter1d', 'gaussian_filter', 'prewitt', 'sobel', 'generic_laplace', 'laplace', 'gaussian_laplace', 'generic_gradient_magnitude', 'gaussian_gradient_magnitude', 'correlate', 'convolve', 'uniform_filter1d', 'uniform_filter', 'minimum_filter1d', 'maximum_filter1d', 'minimum_filter', 'maximum_filter', 'rank_filter', 'median_filter', 'percentile_filter', 'generic_filter1d', 'generic_filter'] def _invalid_origin(origin, lenw): return (origin < -(lenw // 2)) or (origin > (lenw - 1) // 2) @_ni_docstrings.docfiller def correlate1d(input, weights, axis=-1, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a 1-D correlation along the given axis. The lines of the array along the given axis are correlated with the given weights. Parameters ---------- %(input)s weights : array 1-D sequence of numbers. %(axis)s %(output)s %(mode)s %(cval)s %(origin)s Examples -------- >>> from scipy.ndimage import correlate1d >>> correlate1d([2, 8, 0, 4, 1, 9, 9, 0], weights=[1, 3]) array([ 8, 26, 8, 12, 7, 28, 36, 9]) """ input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') output = _ni_support._get_output(output, input) weights = numpy.asarray(weights, dtype=numpy.float64) if weights.ndim != 1 or weights.shape[0] < 1: raise RuntimeError('no filter weights given') if not weights.flags.contiguous: weights = weights.copy() axis = normalize_axis_index(axis, input.ndim) if _invalid_origin(origin, len(weights)): raise ValueError('Invalid origin; origin must satisfy ' '-(len(weights) // 2) <= origin <= ' '(len(weights)-1) // 2') mode = _ni_support._extend_mode_to_code(mode) _nd_image.correlate1d(input, weights, axis, output, mode, cval, origin) return output @_ni_docstrings.docfiller def convolve1d(input, weights, axis=-1, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a 1-D convolution along the given axis. The lines of the array along the given axis are convolved with the given weights. Parameters ---------- %(input)s weights : ndarray 1-D sequence of numbers. %(axis)s %(output)s %(mode)s %(cval)s %(origin)s Returns ------- convolve1d : ndarray Convolved array with same shape as input Examples -------- >>> from scipy.ndimage import convolve1d >>> convolve1d([2, 8, 0, 4, 1, 9, 9, 0], weights=[1, 3]) array([14, 24, 4, 13, 12, 36, 27, 0]) """ weights = weights[::-1] origin = -origin if not len(weights) & 1: origin -= 1 return correlate1d(input, weights, axis, output, mode, cval, origin) def _gaussian_kernel1d(sigma, order, radius): """ Computes a 1-D Gaussian convolution kernel. """ if order < 0: raise ValueError('order must be non-negative') exponent_range = numpy.arange(order + 1) sigma2 = sigma * sigma x = numpy.arange(-radius, radius+1) phi_x = numpy.exp(-0.5 / sigma2 * x ** 2) phi_x = phi_x / phi_x.sum() if order == 0: return phi_x else: # f(x) = q(x) * phi(x) = q(x) * exp(p(x)) # f'(x) = (q'(x) + q(x) * p'(x)) * phi(x) # p'(x) = -1 / sigma ** 2 # Implement q'(x) + q(x) * p'(x) as a matrix operator and apply to the # coefficients of q(x) q = numpy.zeros(order + 1) q[0] = 1 D = numpy.diag(exponent_range[1:], 1) # D @ q(x) = q'(x) P = numpy.diag(numpy.ones(order)/-sigma2, -1) # P @ q(x) = q(x) * p'(x) Q_deriv = D + P for _ in range(order): q = Q_deriv.dot(q) q = (x[:, None] ** exponent_range).dot(q) return q * phi_x @_ni_docstrings.docfiller def gaussian_filter1d(input, sigma, axis=-1, order=0, output=None, mode="reflect", cval=0.0, truncate=4.0): """1-D Gaussian filter. Parameters ---------- %(input)s sigma : scalar standard deviation for Gaussian kernel %(axis)s order : int, optional An order of 0 corresponds to convolution with a Gaussian kernel. A positive order corresponds to convolution with that derivative of a Gaussian. %(output)s %(mode)s %(cval)s truncate : float, optional Truncate the filter at this many standard deviations. Default is 4.0. Returns ------- gaussian_filter1d : ndarray Examples -------- >>> from scipy.ndimage import gaussian_filter1d >>> gaussian_filter1d([1.0, 2.0, 3.0, 4.0, 5.0], 1) array([ 1.42704095, 2.06782203, 3. , 3.93217797, 4.57295905]) >>> gaussian_filter1d([1.0, 2.0, 3.0, 4.0, 5.0], 4) array([ 2.91948343, 2.95023502, 3. , 3.04976498, 3.08051657]) >>> import matplotlib.pyplot as plt >>> np.random.seed(280490) >>> x = np.random.randn(101).cumsum() >>> y3 = gaussian_filter1d(x, 3) >>> y6 = gaussian_filter1d(x, 6) >>> plt.plot(x, 'k', label='original data') >>> plt.plot(y3, '--', label='filtered, sigma=3') >>> plt.plot(y6, ':', label='filtered, sigma=6') >>> plt.legend() >>> plt.grid() >>> plt.show() """ sd = float(sigma) # make the radius of the filter equal to truncate standard deviations lw = int(truncate * sd + 0.5) # Since we are calling correlate, not convolve, revert the kernel weights = _gaussian_kernel1d(sigma, order, lw)[::-1] return correlate1d(input, weights, axis, output, mode, cval, 0) @_ni_docstrings.docfiller def gaussian_filter(input, sigma, order=0, output=None, mode="reflect", cval=0.0, truncate=4.0): """Multidimensional Gaussian filter. Parameters ---------- %(input)s sigma : scalar or sequence of scalars Standard deviation for Gaussian kernel. The standard deviations of the Gaussian filter are given for each axis as a sequence, or as a single number, in which case it is equal for all axes. order : int or sequence of ints, optional The order of the filter along each axis is given as a sequence of integers, or as a single number. An order of 0 corresponds to convolution with a Gaussian kernel. A positive order corresponds to convolution with that derivative of a Gaussian. %(output)s %(mode_multiple)s %(cval)s truncate : float Truncate the filter at this many standard deviations. Default is 4.0. Returns ------- gaussian_filter : ndarray Returned array of same shape as `input`. Notes ----- The multidimensional filter is implemented as a sequence of 1-D convolution filters. The intermediate arrays are stored in the same data type as the output. Therefore, for output types with a limited precision, the results may be imprecise because intermediate results may be stored with insufficient precision. Examples -------- >>> from scipy.ndimage import gaussian_filter >>> a = np.arange(50, step=2).reshape((5,5)) >>> a array([[ 0, 2, 4, 6, 8], [10, 12, 14, 16, 18], [20, 22, 24, 26, 28], [30, 32, 34, 36, 38], [40, 42, 44, 46, 48]]) >>> gaussian_filter(a, sigma=1) array([[ 4, 6, 8, 9, 11], [10, 12, 14, 15, 17], [20, 22, 24, 25, 27], [29, 31, 33, 34, 36], [35, 37, 39, 40, 42]]) >>> from scipy import misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = gaussian_filter(ascent, sigma=5) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ input = numpy.asarray(input) output = _ni_support._get_output(output, input) orders = _ni_support._normalize_sequence(order, input.ndim) sigmas = _ni_support._normalize_sequence(sigma, input.ndim) modes = _ni_support._normalize_sequence(mode, input.ndim) axes = list(range(input.ndim)) axes = [(axes[ii], sigmas[ii], orders[ii], modes[ii]) for ii in range(len(axes)) if sigmas[ii] > 1e-15] if len(axes) > 0: for axis, sigma, order, mode in axes: gaussian_filter1d(input, sigma, axis, order, output, mode, cval, truncate) input = output else: output[...] = input[...] return output @_ni_docstrings.docfiller def prewitt(input, axis=-1, output=None, mode="reflect", cval=0.0): """Calculate a Prewitt filter. Parameters ---------- %(input)s %(axis)s %(output)s %(mode_multiple)s %(cval)s Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.prewitt(ascent) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ input = numpy.asarray(input) axis = normalize_axis_index(axis, input.ndim) output = _ni_support._get_output(output, input) modes = _ni_support._normalize_sequence(mode, input.ndim) correlate1d(input, [-1, 0, 1], axis, output, modes[axis], cval, 0) axes = [ii for ii in range(input.ndim) if ii != axis] for ii in axes: correlate1d(output, [1, 1, 1], ii, output, modes[ii], cval, 0,) return output @_ni_docstrings.docfiller def sobel(input, axis=-1, output=None, mode="reflect", cval=0.0): """Calculate a Sobel filter. Parameters ---------- %(input)s %(axis)s %(output)s %(mode_multiple)s %(cval)s Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.sobel(ascent) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ input = numpy.asarray(input) axis = normalize_axis_index(axis, input.ndim) output = _ni_support._get_output(output, input) modes = _ni_support._normalize_sequence(mode, input.ndim) correlate1d(input, [-1, 0, 1], axis, output, modes[axis], cval, 0) axes = [ii for ii in range(input.ndim) if ii != axis] for ii in axes: correlate1d(output, [1, 2, 1], ii, output, modes[ii], cval, 0) return output @_ni_docstrings.docfiller def generic_laplace(input, derivative2, output=None, mode="reflect", cval=0.0, extra_arguments=(), extra_keywords=None): """ N-D Laplace filter using a provided second derivative function. Parameters ---------- %(input)s derivative2 : callable Callable with the following signature:: derivative2(input, axis, output, mode, cval, *extra_arguments, **extra_keywords) See `extra_arguments`, `extra_keywords` below. %(output)s %(mode_multiple)s %(cval)s %(extra_keywords)s %(extra_arguments)s """ if extra_keywords is None: extra_keywords = {} input = numpy.asarray(input) output = _ni_support._get_output(output, input) axes = list(range(input.ndim)) if len(axes) > 0: modes = _ni_support._normalize_sequence(mode, len(axes)) derivative2(input, axes[0], output, modes[0], cval, *extra_arguments, **extra_keywords) for ii in range(1, len(axes)): tmp = derivative2(input, axes[ii], output.dtype, modes[ii], cval, *extra_arguments, **extra_keywords) output += tmp else: output[...] = input[...] return output @_ni_docstrings.docfiller def laplace(input, output=None, mode="reflect", cval=0.0): """N-D Laplace filter based on approximate second derivatives. Parameters ---------- %(input)s %(output)s %(mode_multiple)s %(cval)s Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.laplace(ascent) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ def derivative2(input, axis, output, mode, cval): return correlate1d(input, [1, -2, 1], axis, output, mode, cval, 0) return generic_laplace(input, derivative2, output, mode, cval) @_ni_docstrings.docfiller def gaussian_laplace(input, sigma, output=None, mode="reflect", cval=0.0, **kwargs): """Multidimensional Laplace filter using Gaussian second derivatives. Parameters ---------- %(input)s sigma : scalar or sequence of scalars The standard deviations of the Gaussian filter are given for each axis as a sequence, or as a single number, in which case it is equal for all axes. %(output)s %(mode_multiple)s %(cval)s Extra keyword arguments will be passed to gaussian_filter(). Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> ascent = misc.ascent() >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> result = ndimage.gaussian_laplace(ascent, sigma=1) >>> ax1.imshow(result) >>> result = ndimage.gaussian_laplace(ascent, sigma=3) >>> ax2.imshow(result) >>> plt.show() """ input = numpy.asarray(input) def derivative2(input, axis, output, mode, cval, sigma, **kwargs): order = [0] * input.ndim order[axis] = 2 return gaussian_filter(input, sigma, order, output, mode, cval, **kwargs) return generic_laplace(input, derivative2, output, mode, cval, extra_arguments=(sigma,), extra_keywords=kwargs) @_ni_docstrings.docfiller def generic_gradient_magnitude(input, derivative, output=None, mode="reflect", cval=0.0, extra_arguments=(), extra_keywords=None): """Gradient magnitude using a provided gradient function. Parameters ---------- %(input)s derivative : callable Callable with the following signature:: derivative(input, axis, output, mode, cval, *extra_arguments, **extra_keywords) See `extra_arguments`, `extra_keywords` below. `derivative` can assume that `input` and `output` are ndarrays. Note that the output from `derivative` is modified inplace; be careful to copy important inputs before returning them. %(output)s %(mode_multiple)s %(cval)s %(extra_keywords)s %(extra_arguments)s """ if extra_keywords is None: extra_keywords = {} input = numpy.asarray(input) output = _ni_support._get_output(output, input) axes = list(range(input.ndim)) if len(axes) > 0: modes = _ni_support._normalize_sequence(mode, len(axes)) derivative(input, axes[0], output, modes[0], cval, *extra_arguments, **extra_keywords) numpy.multiply(output, output, output) for ii in range(1, len(axes)): tmp = derivative(input, axes[ii], output.dtype, modes[ii], cval, *extra_arguments, **extra_keywords) numpy.multiply(tmp, tmp, tmp) output += tmp # This allows the sqrt to work with a different default casting numpy.sqrt(output, output, casting='unsafe') else: output[...] = input[...] return output @_ni_docstrings.docfiller def gaussian_gradient_magnitude(input, sigma, output=None, mode="reflect", cval=0.0, **kwargs): """Multidimensional gradient magnitude using Gaussian derivatives. Parameters ---------- %(input)s sigma : scalar or sequence of scalars The standard deviations of the Gaussian filter are given for each axis as a sequence, or as a single number, in which case it is equal for all axes. %(output)s %(mode_multiple)s %(cval)s Extra keyword arguments will be passed to gaussian_filter(). Returns ------- gaussian_gradient_magnitude : ndarray Filtered array. Has the same shape as `input`. Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.gaussian_gradient_magnitude(ascent, sigma=5) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ input = numpy.asarray(input) def derivative(input, axis, output, mode, cval, sigma, **kwargs): order = [0] * input.ndim order[axis] = 1 return gaussian_filter(input, sigma, order, output, mode, cval, **kwargs) return generic_gradient_magnitude(input, derivative, output, mode, cval, extra_arguments=(sigma,), extra_keywords=kwargs) def _correlate_or_convolve(input, weights, output, mode, cval, origin, convolution): input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') origins = _ni_support._normalize_sequence(origin, input.ndim) weights = numpy.asarray(weights, dtype=numpy.float64) wshape = [ii for ii in weights.shape if ii > 0] if len(wshape) != input.ndim: raise RuntimeError('filter weights array has incorrect shape.') if convolution: weights = weights[tuple([slice(None, None, -1)] * weights.ndim)] for ii in range(len(origins)): origins[ii] = -origins[ii] if not weights.shape[ii] & 1: origins[ii] -= 1 for origin, lenw in zip(origins, wshape): if _invalid_origin(origin, lenw): raise ValueError('Invalid origin; origin must satisfy ' '-(weights.shape[k] // 2) <= origin[k] <= ' '(weights.shape[k]-1) // 2') if not weights.flags.contiguous: weights = weights.copy() output = _ni_support._get_output(output, input) if not isinstance(mode, str) and isinstance(mode, Iterable): raise RuntimeError("A sequence of modes is not supported") mode = _ni_support._extend_mode_to_code(mode) _nd_image.correlate(input, weights, output, mode, cval, origins) return output @_ni_docstrings.docfiller def correlate(input, weights, output=None, mode='reflect', cval=0.0, origin=0): """ Multidimensional correlation. The array is correlated with the given kernel. Parameters ---------- %(input)s weights : ndarray array of weights, same number of dimensions as input %(output)s %(mode)s %(cval)s %(origin_multiple)s Returns ------- result : ndarray The result of correlation of `input` with `weights`. See Also -------- convolve : Convolve an image with a kernel. Examples -------- Correlation is the process of moving a filter mask often referred to as kernel over the image and computing the sum of products at each location. >>> from scipy.ndimage import correlate >>> input_img = np.arange(25).reshape(5,5) >>> print(input_img) [[ 0 1 2 3 4] [ 5 6 7 8 9] [10 11 12 13 14] [15 16 17 18 19] [20 21 22 23 24]] Define a kernel (weights) for correlation. In this example, it is for sum of center and up, down, left and right next elements. >>> weights = [[0, 1, 0], ... [1, 1, 1], ... [0, 1, 0]] We can calculate a correlation result: For example, element ``[2,2]`` is ``7 + 11 + 12 + 13 + 17 = 60``. >>> correlate(input_img, weights) array([[ 6, 10, 15, 20, 24], [ 26, 30, 35, 40, 44], [ 51, 55, 60, 65, 69], [ 76, 80, 85, 90, 94], [ 96, 100, 105, 110, 114]]) """ return _correlate_or_convolve(input, weights, output, mode, cval, origin, False) @_ni_docstrings.docfiller def convolve(input, weights, output=None, mode='reflect', cval=0.0, origin=0): """ Multidimensional convolution. The array is convolved with the given kernel. Parameters ---------- %(input)s weights : array_like Array of weights, same number of dimensions as input %(output)s %(mode)s cval : scalar, optional Value to fill past edges of input if `mode` is 'constant'. Default is 0.0 %(origin_multiple)s Returns ------- result : ndarray The result of convolution of `input` with `weights`. See Also -------- correlate : Correlate an image with a kernel. Notes ----- Each value in result is :math:`C_i = \\sum_j{I_{i+k-j} W_j}`, where W is the `weights` kernel, j is the N-D spatial index over :math:`W`, I is the `input` and k is the coordinate of the center of W, specified by `origin` in the input parameters. Examples -------- Perhaps the simplest case to understand is ``mode='constant', cval=0.0``, because in this case borders (i.e., where the `weights` kernel, centered on any one value, extends beyond an edge of `input`) are treated as zeros. >>> a = np.array([[1, 2, 0, 0], ... [5, 3, 0, 4], ... [0, 0, 0, 7], ... [9, 3, 0, 0]]) >>> k = np.array([[1,1,1],[1,1,0],[1,0,0]]) >>> from scipy import ndimage >>> ndimage.convolve(a, k, mode='constant', cval=0.0) array([[11, 10, 7, 4], [10, 3, 11, 11], [15, 12, 14, 7], [12, 3, 7, 0]]) Setting ``cval=1.0`` is equivalent to padding the outer edge of `input` with 1.0's (and then extracting only the original region of the result). >>> ndimage.convolve(a, k, mode='constant', cval=1.0) array([[13, 11, 8, 7], [11, 3, 11, 14], [16, 12, 14, 10], [15, 6, 10, 5]]) With ``mode='reflect'`` (the default), outer values are reflected at the edge of `input` to fill in missing values. >>> b = np.array([[2, 0, 0], ... [1, 0, 0], ... [0, 0, 0]]) >>> k = np.array([[0,1,0], [0,1,0], [0,1,0]]) >>> ndimage.convolve(b, k, mode='reflect') array([[5, 0, 0], [3, 0, 0], [1, 0, 0]]) This includes diagonally at the corners. >>> k = np.array([[1,0,0],[0,1,0],[0,0,1]]) >>> ndimage.convolve(b, k) array([[4, 2, 0], [3, 2, 0], [1, 1, 0]]) With ``mode='nearest'``, the single nearest value in to an edge in `input` is repeated as many times as needed to match the overlapping `weights`. >>> c = np.array([[2, 0, 1], ... [1, 0, 0], ... [0, 0, 0]]) >>> k = np.array([[0, 1, 0], ... [0, 1, 0], ... [0, 1, 0], ... [0, 1, 0], ... [0, 1, 0]]) >>> ndimage.convolve(c, k, mode='nearest') array([[7, 0, 3], [5, 0, 2], [3, 0, 1]]) """ return _correlate_or_convolve(input, weights, output, mode, cval, origin, True) @_ni_docstrings.docfiller def uniform_filter1d(input, size, axis=-1, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a 1-D uniform filter along the given axis. The lines of the array along the given axis are filtered with a uniform filter of given size. Parameters ---------- %(input)s size : int length of uniform filter %(axis)s %(output)s %(mode)s %(cval)s %(origin)s Examples -------- >>> from scipy.ndimage import uniform_filter1d >>> uniform_filter1d([2, 8, 0, 4, 1, 9, 9, 0], size=3) array([4, 3, 4, 1, 4, 6, 6, 3]) """ input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') axis = normalize_axis_index(axis, input.ndim) if size < 1: raise RuntimeError('incorrect filter size') output = _ni_support._get_output(output, input) if (size // 2 + origin < 0) or (size // 2 + origin >= size): raise ValueError('invalid origin') mode = _ni_support._extend_mode_to_code(mode) _nd_image.uniform_filter1d(input, size, axis, output, mode, cval, origin) return output @_ni_docstrings.docfiller def uniform_filter(input, size=3, output=None, mode="reflect", cval=0.0, origin=0): """Multidimensional uniform filter. Parameters ---------- %(input)s size : int or sequence of ints, optional The sizes of the uniform filter are given for each axis as a sequence, or as a single number, in which case the size is equal for all axes. %(output)s %(mode_multiple)s %(cval)s %(origin_multiple)s Returns ------- uniform_filter : ndarray Filtered array. Has the same shape as `input`. Notes ----- The multidimensional filter is implemented as a sequence of 1-D uniform filters. The intermediate arrays are stored in the same data type as the output. Therefore, for output types with a limited precision, the results may be imprecise because intermediate results may be stored with insufficient precision. Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.uniform_filter(ascent, size=20) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ input = numpy.asarray(input) output = _ni_support._get_output(output, input) sizes = _ni_support._normalize_sequence(size, input.ndim) origins = _ni_support._normalize_sequence(origin, input.ndim) modes = _ni_support._normalize_sequence(mode, input.ndim) axes = list(range(input.ndim)) axes = [(axes[ii], sizes[ii], origins[ii], modes[ii]) for ii in range(len(axes)) if sizes[ii] > 1] if len(axes) > 0: for axis, size, origin, mode in axes: uniform_filter1d(input, int(size), axis, output, mode, cval, origin) input = output else: output[...] = input[...] return output @_ni_docstrings.docfiller def minimum_filter1d(input, size, axis=-1, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a 1-D minimum filter along the given axis. The lines of the array along the given axis are filtered with a minimum filter of given size. Parameters ---------- %(input)s size : int length along which to calculate 1D minimum %(axis)s %(output)s %(mode)s %(cval)s %(origin)s Notes ----- This function implements the MINLIST algorithm [1]_, as described by Richard Harter [2]_, and has a guaranteed O(n) performance, `n` being the `input` length, regardless of filter size. References ---------- .. [1] http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.42.2777 .. [2] http://www.richardhartersworld.com/cri/2001/slidingmin.html Examples -------- >>> from scipy.ndimage import minimum_filter1d >>> minimum_filter1d([2, 8, 0, 4, 1, 9, 9, 0], size=3) array([2, 0, 0, 0, 1, 1, 0, 0]) """ input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') axis = normalize_axis_index(axis, input.ndim) if size < 1: raise RuntimeError('incorrect filter size') output = _ni_support._get_output(output, input) if (size // 2 + origin < 0) or (size // 2 + origin >= size): raise ValueError('invalid origin') mode = _ni_support._extend_mode_to_code(mode) _nd_image.min_or_max_filter1d(input, size, axis, output, mode, cval, origin, 1) return output @_ni_docstrings.docfiller def maximum_filter1d(input, size, axis=-1, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a 1-D maximum filter along the given axis. The lines of the array along the given axis are filtered with a maximum filter of given size. Parameters ---------- %(input)s size : int Length along which to calculate the 1-D maximum. %(axis)s %(output)s %(mode)s %(cval)s %(origin)s Returns ------- maximum1d : ndarray, None Maximum-filtered array with same shape as input. None if `output` is not None Notes ----- This function implements the MAXLIST algorithm [1]_, as described by Richard Harter [2]_, and has a guaranteed O(n) performance, `n` being the `input` length, regardless of filter size. References ---------- .. [1] http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.42.2777 .. [2] http://www.richardhartersworld.com/cri/2001/slidingmin.html Examples -------- >>> from scipy.ndimage import maximum_filter1d >>> maximum_filter1d([2, 8, 0, 4, 1, 9, 9, 0], size=3) array([8, 8, 8, 4, 9, 9, 9, 9]) """ input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') axis = normalize_axis_index(axis, input.ndim) if size < 1: raise RuntimeError('incorrect filter size') output = _ni_support._get_output(output, input) if (size // 2 + origin < 0) or (size // 2 + origin >= size): raise ValueError('invalid origin') mode = _ni_support._extend_mode_to_code(mode) _nd_image.min_or_max_filter1d(input, size, axis, output, mode, cval, origin, 0) return output def _min_or_max_filter(input, size, footprint, structure, output, mode, cval, origin, minimum): if (size is not None) and (footprint is not None): warnings.warn("ignoring size because footprint is set", UserWarning, stacklevel=3) if structure is None: if footprint is None: if size is None: raise RuntimeError("no footprint provided") separable = True else: footprint = numpy.asarray(footprint, dtype=bool) if not footprint.any(): raise ValueError("All-zero footprint is not supported.") if footprint.all(): size = footprint.shape footprint = None separable = True else: separable = False else: structure = numpy.asarray(structure, dtype=numpy.float64) separable = False if footprint is None: footprint = numpy.ones(structure.shape, bool) else: footprint = numpy.asarray(footprint, dtype=bool) input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') output = _ni_support._get_output(output, input) origins = _ni_support._normalize_sequence(origin, input.ndim) if separable: sizes = _ni_support._normalize_sequence(size, input.ndim) modes = _ni_support._normalize_sequence(mode, input.ndim) axes = list(range(input.ndim)) axes = [(axes[ii], sizes[ii], origins[ii], modes[ii]) for ii in range(len(axes)) if sizes[ii] > 1] if minimum: filter_ = minimum_filter1d else: filter_ = maximum_filter1d if len(axes) > 0: for axis, size, origin, mode in axes: filter_(input, int(size), axis, output, mode, cval, origin) input = output else: output[...] = input[...] else: fshape = [ii for ii in footprint.shape if ii > 0] if len(fshape) != input.ndim: raise RuntimeError('footprint array has incorrect shape.') for origin, lenf in zip(origins, fshape): if (lenf // 2 + origin < 0) or (lenf // 2 + origin >= lenf): raise ValueError('invalid origin') if not footprint.flags.contiguous: footprint = footprint.copy() if structure is not None: if len(structure.shape) != input.ndim: raise RuntimeError('structure array has incorrect shape') if not structure.flags.contiguous: structure = structure.copy() if not isinstance(mode, str) and isinstance(mode, Iterable): raise RuntimeError( "A sequence of modes is not supported for non-separable " "footprints") mode = _ni_support._extend_mode_to_code(mode) _nd_image.min_or_max_filter(input, footprint, structure, output, mode, cval, origins, minimum) return output @_ni_docstrings.docfiller def minimum_filter(input, size=None, footprint=None, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a multidimensional minimum filter. Parameters ---------- %(input)s %(size_foot)s %(output)s %(mode_multiple)s %(cval)s %(origin_multiple)s Returns ------- minimum_filter : ndarray Filtered array. Has the same shape as `input`. Notes ----- A sequence of modes (one per axis) is only supported when the footprint is separable. Otherwise, a single mode string must be provided. Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.minimum_filter(ascent, size=20) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ return _min_or_max_filter(input, size, footprint, None, output, mode, cval, origin, 1) @_ni_docstrings.docfiller def maximum_filter(input, size=None, footprint=None, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a multidimensional maximum filter. Parameters ---------- %(input)s %(size_foot)s %(output)s %(mode_multiple)s %(cval)s %(origin_multiple)s Returns ------- maximum_filter : ndarray Filtered array. Has the same shape as `input`. Notes ----- A sequence of modes (one per axis) is only supported when the footprint is separable. Otherwise, a single mode string must be provided. Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.maximum_filter(ascent, size=20) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ return _min_or_max_filter(input, size, footprint, None, output, mode, cval, origin, 0) @_ni_docstrings.docfiller def _rank_filter(input, rank, size=None, footprint=None, output=None, mode="reflect", cval=0.0, origin=0, operation='rank'): if (size is not None) and (footprint is not None): warnings.warn("ignoring size because footprint is set", UserWarning, stacklevel=3) input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') origins = _ni_support._normalize_sequence(origin, input.ndim) if footprint is None: if size is None: raise RuntimeError("no footprint or filter size provided") sizes = _ni_support._normalize_sequence(size, input.ndim) footprint = numpy.ones(sizes, dtype=bool) else: footprint = numpy.asarray(footprint, dtype=bool) fshape = [ii for ii in footprint.shape if ii > 0] if len(fshape) != input.ndim: raise RuntimeError('filter footprint array has incorrect shape.') for origin, lenf in zip(origins, fshape): if (lenf // 2 + origin < 0) or (lenf // 2 + origin >= lenf): raise ValueError('invalid origin') if not footprint.flags.contiguous: footprint = footprint.copy() filter_size = numpy.where(footprint, 1, 0).sum() if operation == 'median': rank = filter_size // 2 elif operation == 'percentile': percentile = rank if percentile < 0.0: percentile += 100.0 if percentile < 0 or percentile > 100: raise RuntimeError('invalid percentile') if percentile == 100.0: rank = filter_size - 1 else: rank = int(float(filter_size) * percentile / 100.0) if rank < 0: rank += filter_size if rank < 0 or rank >= filter_size: raise RuntimeError('rank not within filter footprint size') if rank == 0: return minimum_filter(input, None, footprint, output, mode, cval, origins) elif rank == filter_size - 1: return maximum_filter(input, None, footprint, output, mode, cval, origins) else: output = _ni_support._get_output(output, input) if not isinstance(mode, str) and isinstance(mode, Iterable): raise RuntimeError( "A sequence of modes is not supported by non-separable rank " "filters") mode = _ni_support._extend_mode_to_code(mode) _nd_image.rank_filter(input, rank, footprint, output, mode, cval, origins) return output @_ni_docstrings.docfiller def rank_filter(input, rank, size=None, footprint=None, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a multidimensional rank filter. Parameters ---------- %(input)s rank : int The rank parameter may be less then zero, i.e., rank = -1 indicates the largest element. %(size_foot)s %(output)s %(mode)s %(cval)s %(origin_multiple)s Returns ------- rank_filter : ndarray Filtered array. Has the same shape as `input`. Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.rank_filter(ascent, rank=42, size=20) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ rank = operator.index(rank) return _rank_filter(input, rank, size, footprint, output, mode, cval, origin, 'rank') @_ni_docstrings.docfiller def median_filter(input, size=None, footprint=None, output=None, mode="reflect", cval=0.0, origin=0): """ Calculate a multidimensional median filter. Parameters ---------- %(input)s %(size_foot)s %(output)s %(mode)s %(cval)s %(origin_multiple)s Returns ------- median_filter : ndarray Filtered array. Has the same shape as `input`. Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.median_filter(ascent, size=20) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ return _rank_filter(input, 0, size, footprint, output, mode, cval, origin, 'median') @_ni_docstrings.docfiller def percentile_filter(input, percentile, size=None, footprint=None, output=None, mode="reflect", cval=0.0, origin=0): """Calculate a multidimensional percentile filter. Parameters ---------- %(input)s percentile : scalar The percentile parameter may be less then zero, i.e., percentile = -20 equals percentile = 80 %(size_foot)s %(output)s %(mode)s %(cval)s %(origin_multiple)s Returns ------- percentile_filter : ndarray Filtered array. Has the same shape as `input`. Examples -------- >>> from scipy import ndimage, misc >>> import matplotlib.pyplot as plt >>> fig = plt.figure() >>> plt.gray() # show the filtered result in grayscale >>> ax1 = fig.add_subplot(121) # left side >>> ax2 = fig.add_subplot(122) # right side >>> ascent = misc.ascent() >>> result = ndimage.percentile_filter(ascent, percentile=20, size=20) >>> ax1.imshow(ascent) >>> ax2.imshow(result) >>> plt.show() """ return _rank_filter(input, percentile, size, footprint, output, mode, cval, origin, 'percentile') @_ni_docstrings.docfiller def generic_filter1d(input, function, filter_size, axis=-1, output=None, mode="reflect", cval=0.0, origin=0, extra_arguments=(), extra_keywords=None): """Calculate a 1-D filter along the given axis. `generic_filter1d` iterates over the lines of the array, calling the given function at each line. The arguments of the line are the input line, and the output line. The input and output lines are 1-D double arrays. The input line is extended appropriately according to the filter size and origin. The output line must be modified in-place with the result. Parameters ---------- %(input)s function : {callable, scipy.LowLevelCallable} Function to apply along given axis. filter_size : scalar Length of the filter. %(axis)s %(output)s %(mode)s %(cval)s %(origin)s %(extra_arguments)s %(extra_keywords)s Notes ----- This function also accepts low-level callback functions with one of the following signatures and wrapped in `scipy.LowLevelCallable`: .. code:: c int function(double *input_line, npy_intp input_length, double *output_line, npy_intp output_length, void *user_data) int function(double *input_line, intptr_t input_length, double *output_line, intptr_t output_length, void *user_data) The calling function iterates over the lines of the input and output arrays, calling the callback function at each line. The current line is extended according to the border conditions set by the calling function, and the result is copied into the array that is passed through ``input_line``. The length of the input line (after extension) is passed through ``input_length``. The callback function should apply the filter and store the result in the array passed through ``output_line``. The length of the output line is passed through ``output_length``. ``user_data`` is the data pointer provided to `scipy.LowLevelCallable` as-is. The callback function must return an integer error status that is zero if something went wrong and one otherwise. If an error occurs, you should normally set the python error status with an informative message before returning, otherwise a default error message is set by the calling function. In addition, some other low-level function pointer specifications are accepted, but these are for backward compatibility only and should not be used in new code. """ if extra_keywords is None: extra_keywords = {} input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') output = _ni_support._get_output(output, input) if filter_size < 1: raise RuntimeError('invalid filter size') axis = normalize_axis_index(axis, input.ndim) if (filter_size // 2 + origin < 0) or (filter_size // 2 + origin >= filter_size): raise ValueError('invalid origin') mode = _ni_support._extend_mode_to_code(mode) _nd_image.generic_filter1d(input, function, filter_size, axis, output, mode, cval, origin, extra_arguments, extra_keywords) return output @_ni_docstrings.docfiller def generic_filter(input, function, size=None, footprint=None, output=None, mode="reflect", cval=0.0, origin=0, extra_arguments=(), extra_keywords=None): """Calculate a multidimensional filter using the given function. At each element the provided function is called. The input values within the filter footprint at that element are passed to the function as a 1-D array of double values. Parameters ---------- %(input)s function : {callable, scipy.LowLevelCallable} Function to apply at each element. %(size_foot)s %(output)s %(mode)s %(cval)s %(origin_multiple)s %(extra_arguments)s %(extra_keywords)s Notes ----- This function also accepts low-level callback functions with one of the following signatures and wrapped in `scipy.LowLevelCallable`: .. code:: c int callback(double *buffer, npy_intp filter_size, double *return_value, void *user_data) int callback(double *buffer, intptr_t filter_size, double *return_value, void *user_data) The calling function iterates over the elements of the input and output arrays, calling the callback function at each element. The elements within the footprint of the filter at the current element are passed through the ``buffer`` parameter, and the number of elements within the footprint through ``filter_size``. The calculated value is returned in ``return_value``. ``user_data`` is the data pointer provided to `scipy.LowLevelCallable` as-is. The callback function must return an integer error status that is zero if something went wrong and one otherwise. If an error occurs, you should normally set the python error status with an informative message before returning, otherwise a default error message is set by the calling function. In addition, some other low-level function pointer specifications are accepted, but these are for backward compatibility only and should not be used in new code. """ if (size is not None) and (footprint is not None): warnings.warn("ignoring size because footprint is set", UserWarning, stacklevel=2) if extra_keywords is None: extra_keywords = {} input = numpy.asarray(input) if numpy.iscomplexobj(input): raise TypeError('Complex type not supported') origins = _ni_support._normalize_sequence(origin, input.ndim) if footprint is None: if size is None: raise RuntimeError("no footprint or filter size provided") sizes = _ni_support._normalize_sequence(size, input.ndim) footprint = numpy.ones(sizes, dtype=bool) else: footprint = numpy.asarray(footprint, dtype=bool) fshape = [ii for ii in footprint.shape if ii > 0] if len(fshape) != input.ndim: raise RuntimeError('filter footprint array has incorrect shape.') for origin, lenf in zip(origins, fshape): if (lenf // 2 + origin < 0) or (lenf // 2 + origin >= lenf): raise ValueError('invalid origin') if not footprint.flags.contiguous: footprint = footprint.copy() output = _ni_support._get_output(output, input) mode = _ni_support._extend_mode_to_code(mode) _nd_image.generic_filter(input, function, footprint, output, mode, cval, origins, extra_arguments, extra_keywords) return output
person142/scipy
scipy/ndimage/filters.py
Python
bsd-3-clause
51,486
[ "Gaussian" ]
d999dcdaed3be1df9c8145b456797327cc03685ca2f34c42f774bd9692a3acc3
import unittest from util import meanclip import numpy as np class TestMeanclip(unittest.TestCase): """ Generate 1000 gaussian normal numbers with three outliers. Check that meanclip does the right thing """ def testSimple(self): mu = 100 sig = 10 s = np.random.normal(mu, sig, 1000) s[400] = mu+13*sig s[500] = mu+15*sig s[654] = mu-15*sig mean,sigma,nSurvived = meanclip.meanclip(s, clipsig=9.0) self.assertEqual(nSurvived, 997, \ "three should get cut nSurived=%d" % nSurvived) self.assertAlmostEqual(mu, mean, delta=0.7, \ msg="mu=%f mean=%f" % (mu,mean)) self.assertAlmostEqual(sig, sigma, delta=0.6, \ msg="sig=%f sigma=%f" % (sig,sigma)) if __name__ == '__main__': unittest.main()
bmazin/ARCONS-pipeline
util/test/TestMeanClip.py
Python
gpl-2.0
893
[ "Gaussian" ]
71355dd4f86e891fd330cc800d7fda8351c64545bc1b4ed6ea2a8b00654216e7
""" A script to convert the drosophila connectome into SpineML This build upon the pure data to add in the required infered network components: # Install libSpineML from source # https://github.com/AdamRTomkins/libSpineML """ from __future__ import division from libSpineML import smlExperiment as exp from libSpineML import smlNetwork as net from libSpineML import smlComponent as com from libSpineML.smlUtils import create_spineml_network import csv import sys import cStringIO import graphviz as gv import matplotlib.pyplot as plt import networkx as nx import numpy as np import copy neuron_fieldnames = ['neuron_name', 'innv_neuropil', 'mem_model', 'resting_pot', 'reset_pot', 'threshold_pot', 'rfact_period', 'Cm', 'tm'] neuron_property_list = ['resting_pot', 'reset_pot', 'threshold_pot', 'rfact_period', 'Cm', 'tm'] default_neuron_models ={} default_neuron_models['LIF'] = {'resting_pot' :-60, 'reset_pot' :-70, 'threshold_pot' :-10, 'rfact_period' :0, 'Cm' :10, 'tm' :10 } synapse_fieldnames = ['pre-neuron', 'post-neuron', 'neuropil', 'weight', 'type', 'reversal_pot', 'txt', 'tst', 'pv', 'tD', 'tF', 'tLP', 'PosISI', 'NegISI'] def main(neuron_file,synapse_file): """ Process the parameter files and create a SpineML network """ print "Processing Files..." neurons, populations, projections = process_files(neuron_file,synapse_file) print "Creating SpineML representation..." create_spineml_network(neurons, populations, projections,output_filename='network.xml',project_name= 'drosophila') print "Creating Graph Visualisation..." create_graphviz_graph(populations,projections) def process_neuroarch_files(neuron_file, info_dict, neuron_params): """ Convert the neuroarch files into populations, projections and neurons neuron_file : A csv of neuron pre and post names, with the synapse count lpu_dict : a dictionary of neuron names : LPU """ # Process the text files neuroarch_fieldnames = ['PreSynaptic Neuron', 'PostSynaptic Neuron', 'N', 'Inferred'] neuron_reader = csv.DictReader(open(neuron_file), fieldnames=neuroarch_fieldnames,delimiter=',') lpu_dict = info_dict['neurons'] neurons = {} populations = {} projections = {} skip = True ns = set() for row in neuron_reader: if skip: skip = False continue pre_name = row['PreSynaptic Neuron'] post_name = row['PostSynaptic Neuron'] ns.add(pre_name) ns.add(post_name) try: pre_lpu = lpu_dict[pre_name] except: pre_lpu = pre_name try: post_lpu = lpu_dict[post_name] except: post_lpu = post_name # NEURONS IS WRONG #assert False if pre_name not in neurons.keys(): if pre_lpu not in populations: populations[pre_lpu] = [pre_name] else: populations[pre_lpu].append(pre_name) neurons[pre_name] = neuron_params.copy() neurons[pre_name]['name'] = pre_name neurons[pre_name]['pre'] = pre_lpu neurons[pre_name]['index']= len(populations[pre_lpu])-1 if post_name not in neurons: if post_lpu not in populations: populations[post_lpu] = [post_name] else: populations[post_lpu].append(post_name) neurons[post_name] = neuron_params.copy() neurons[post_name]['name'] = post_name neurons[post_name]['index']= len(populations[post_lpu])-1 print 'POST: %s <%s> %s' %(post_name, post_lpu, neurons[post_name]['index']) print ns print len(list(ns)) neuron_reader = csv.DictReader(open(neuron_file), fieldnames=neuroarch_fieldnames,delimiter=',') skip = True for row in neuron_reader: if skip: skip = False continue pre_neuron = row['PreSynaptic Neuron'] post_neuron = row['PostSynaptic Neuron'] synapse_number = row['N'] # get the LPU of the pre neuron try: assert 'lpus' in lpu_data pre_lpu = lpu_dict[pre_neuron] except: pre_lpu = pre_neuron # get the LPU index of the pre neuron pre_index = neurons[pre_neuron]['index'] # get the LPU of the post neuron try: post_lpu = lpu_dict[post_neuron] except: post_lpu = post_neuron # get the LPU index of the post neuron post_index = neurons[post_neuron]['index'] if pre_lpu not in projections: projections[pre_lpu] = {} if post_lpu not in projections[pre_lpu]: projections[pre_lpu][post_lpu] = [] projections[pre_lpu][post_lpu].append((pre_index,post_index,int(synapse_number))) return (neurons, populations, projections) if __name__ == "__main__": #main('../data/flycircuit1.2/CUNeuParsV1-2.txt','../data/flycircuit1.2/CUSynParsV1-2.txt') #neurons, populations, projections = process_files('../data/flycircuit1.2/CUNeuParsV1-2.txt','../data/flycircuit1.2/CUSynParsV1-2.txt') import pickle info_dict = pickle.load(( open( "lpu_dicts.p", "rb" ) )) #neurons, populations, projections = process_neuroarch_files('../ffbo_connectivity.csv',info_dict,{'mem_model':'LIF'}) neurons, populations, projections = process_neuroarch_files('vision_connectivity.csv',info_dict,{'mem_model':'LIF'}) #neurons, populations, projections = process_neuroarch_files('larval.csv',info_dict,{'mem_model':'LIF'}) data = {"neurons": neurons,"population": populations, "projections":projections} pickle.dump( data, open( "tmp_data.p", "wb" ) ) print "Creating SpineML representation..." create_spineml_network(neurons, populations, projections,output_filename='neuroarch_network.xml',project_name= 'neuroarch') #network = create_networkx_graph(populations,projections,prune=0)
AdamRTomkins/libSpineML
libSpineML/examples/neuroarch_example/spineml/create_executable_drosophila_network.py
Python
gpl-3.0
6,554
[ "NEURON" ]
741e20e246750cf6b60209c2b81850194f83025f9fb66db43881d7000a29d1b5
""" Implementation of logistic regression for chapter 3 of "Python Machine Learning". This is adapted from chapter 2's implementation of ADAptive LInear NEuron (Adaline). """ import numpy as np def homegrown_lr(observations, labels, learning_rate=0.02, max_training_iterations=100): """ Trains a (binary) perceptron, returning a function that can predict / classify given a new observations, as well as insight into how the training progressed via a log of the weights and squared errors for each iteration. :param observations: array of rows :param labels: correct label classification for each row: [1, -1, 1, 1, ...] :param learning_rate: how fast to update weights :param max_training_iterations: max number of times to iterate through observations :return: (prediction_fn, weights_log, errors_log) """ the_weights = np.zeros(1 + observations.shape[1]) weights_log = [] num_errors_log = [] squared_error_log = [] def sigmoid(z): return 1.0 / (1.0 + np.exp(-z)) def net_input(observations, weights): return np.dot(observations, weights[1:]) + weights[0] def activation(observations, weights): return sigmoid(net_input(observations, weights)) def quantized_output(output): return np.where(output >= 0.5, 1, 0) def predict(observations, weights=the_weights): return quantized_output(activation(observations, weights)) for _ in range(max_training_iterations): weights_log.append(np.copy(the_weights)) raw_outputs = activation(observations, the_weights) errors = labels - raw_outputs weight_deltas = learning_rate * np.dot(observations.transpose(), errors) the_weights[1:] += weight_deltas the_weights[0] += learning_rate * np.sum(errors) squared_errors = (errors ** 2).sum() / 2.0 num_errors = (quantized_output(raw_outputs) != labels).sum() squared_error_log.append(squared_errors) num_errors_log.append(num_errors) if num_errors == 0: break return predict, weights_log, squared_error_log, num_errors_log
krosaen/ml-study
python-ml-book/ch03/homegrown_lr.py
Python
mit
2,141
[ "NEURON" ]
f25898b6da31d97d48a12ce8d10fd388171cf3eb4fa5c8f69b601676765a4461
#!/usr/bin/env python # -*- coding: utf-8 -*- """ setup.py ~~~~~~~~ installation script :copyright: (c) 2013-2015 by Jauhien Piatlicki :copyright: (c) 2014 by Brian Dolbec (code for conditional module installation is taken from the layman project) :license: GPL-2, see LICENSE for more details. """ import os from distutils.core import setup SELECTABLE = {'bson': 'file_bson', 'git': 'git_syncer'} use_defaults = ' '.join(list(SELECTABLE)) USE = os.environ.get("USE", use_defaults).split() optional_modules = [] for mod in SELECTABLE: if mod in USE: optional_modules.append('g_sorcery.%s' % SELECTABLE[mod]) setup(name = 'g-sorcery', version = '0.2.1', description = 'framework for automated ebuild generators', author = 'Jauhien Piatlicki', author_email = 'jauhien@gentoo.org', packages = ['g_sorcery', 'gs_db_tool'] + optional_modules, package_data = {'g_sorcery': ['data/*']}, scripts = ['bin/g-sorcery', 'bin/gs-db-tool'], data_files = [('/etc/g-sorcery/', ['g-sorcery.cfg'])], license = 'GPL-2', )
jauhien/g-sorcery
setup.py
Python
gpl-2.0
1,194
[ "Brian" ]
171ad94183d6f77c4f252d0a117df54a65dc38732026058b1207fb325ef09b96
""" Helper for /Registry section """ import errno from DIRAC import S_OK, S_ERROR from DIRAC.Core.Utilities import DErrno from DIRAC.ConfigurationSystem.Client.Config import gConfig from DIRAC.ConfigurationSystem.Client.Helpers.CSGlobals import getVO __RCSID__ = "$Id$" # pylint: disable=missing-docstring gBaseRegistrySection = "/Registry" def getUsernameForDN(dn, usersList=False): if not usersList: retVal = gConfig.getSections("%s/Users" % gBaseRegistrySection) if not retVal['OK']: return retVal usersList = retVal['Value'] for username in usersList: if dn in gConfig.getValue("%s/Users/%s/DN" % (gBaseRegistrySection, username), []): return S_OK(username) return S_ERROR("No username found for dn %s" % dn) def getDNForUsername(username): dnList = gConfig.getValue("%s/Users/%s/DN" % (gBaseRegistrySection, username), []) if dnList: return S_OK(dnList) return S_ERROR("No DN found for user %s" % username) def getDNForHost(host): dnList = gConfig.getValue("%s/Hosts/%s/DN" % (gBaseRegistrySection, host), []) if dnList: return S_OK(dnList) return S_ERROR("No DN found for host %s" % host) def getGroupsForDN(dn): retVal = getUsernameForDN(dn) if not retVal['OK']: return retVal return getGroupsForUser(retVal['Value']) def __getGroupsWithAttr(attrName, value): retVal = gConfig.getSections("%s/Groups" % gBaseRegistrySection) if not retVal['OK']: return retVal groupsList = retVal['Value'] groups = [] for group in groupsList: if value in gConfig.getValue("%s/Groups/%s/%s" % (gBaseRegistrySection, group, attrName), []): groups.append(group) if not groups: return S_ERROR("No groups found for %s=%s" % (attrName, value)) groups.sort() return S_OK(groups) def getGroupsForUser(username): return __getGroupsWithAttr('Users', username) def getGroupsForVO(vo): if getVO(): return gConfig.getSections("%s/Groups" % gBaseRegistrySection) return __getGroupsWithAttr('VO', vo) def getGroupsWithProperty(propName): return __getGroupsWithAttr("Properties", propName) def getHostnameForDN(dn): retVal = gConfig.getSections("%s/Hosts" % gBaseRegistrySection) if not retVal['OK']: return retVal hostList = retVal['Value'] for hostname in hostList: if dn in gConfig.getValue("%s/Hosts/%s/DN" % (gBaseRegistrySection, hostname), []): return S_OK(hostname) return S_ERROR("No hostname found for dn %s" % dn) def getDefaultUserGroup(): return gConfig.getValue("/%s/DefaultGroup" % gBaseRegistrySection, "user") def findDefaultGroupForDN(dn): result = getUsernameForDN(dn) if not result['OK']: return result return findDefaultGroupForUser(result['Value']) def findDefaultGroupForUser(userName): userDefGroups = getUserOption(userName, "DefaultGroup", []) defGroups = userDefGroups + gConfig.getValue("%s/DefaultGroup" % gBaseRegistrySection, ["user"]) result = getGroupsForUser(userName) if not result['OK']: return result userGroups = result['Value'] for group in defGroups: if group in userGroups: return S_OK(group) if userGroups: return S_OK(userGroups[0]) return S_ERROR("User %s has no groups" % userName) def getAllUsers(): retVal = gConfig.getSections("%s/Users" % gBaseRegistrySection) if not retVal['OK']: return [] return retVal['Value'] def getAllGroups(): retVal = gConfig.getSections("%s/Groups" % gBaseRegistrySection) if not retVal['OK']: return [] return retVal['Value'] def getUsersInGroup(groupName, defaultValue=None): if defaultValue is None: defaultValue = [] option = "%s/Groups/%s/Users" % (gBaseRegistrySection, groupName) return gConfig.getValue(option, defaultValue) def getUsersInVO(vo, defaultValue=None): if defaultValue is None: defaultValue = [] result = getGroupsForVO(vo) if not result['OK']: return defaultValue groups = result['Value'] if not groups: return defaultValue userList = [] for group in groups: userList += getUsersInGroup(group) return userList def getDNsInVO(vo): DNs = [] for user in getUsersInVO(vo): result = getDNForUsername(user) if result['OK']: DNs.extend(result['Value']) return DNs def getDNsInGroup(groupName): DNs = [] for user in getUsersInGroup(groupName): result = getDNForUsername(user) if result['OK']: DNs.extend(result['Value']) return DNs def getPropertiesForGroup(groupName, defaultValue=None): if defaultValue is None: defaultValue = [] option = "%s/Groups/%s/Properties" % (gBaseRegistrySection, groupName) return gConfig.getValue(option, defaultValue) def getPropertiesForHost(hostName, defaultValue=None): if defaultValue is None: defaultValue = [] option = "%s/Hosts/%s/Properties" % (gBaseRegistrySection, hostName) return gConfig.getValue(option, defaultValue) def getPropertiesForEntity(group, name="", dn="", defaultValue=None): if defaultValue is None: defaultValue = [] if group == 'hosts': if not name: result = getHostnameForDN(dn) if not result['OK']: return defaultValue name = result['Value'] return getPropertiesForHost(name, defaultValue) else: return getPropertiesForGroup(group, defaultValue) def __matchProps(sProps, rProps): foundProps = [] for prop in sProps: if prop in rProps: foundProps.append(prop) return foundProps def groupHasProperties(groupName, propList): if isinstance(propList, basestring): propList = [propList] return __matchProps(propList, getPropertiesForGroup(groupName)) def hostHasProperties(hostName, propList): if isinstance(propList, basestring): propList = [propList] return __matchProps(propList, getPropertiesForHost(hostName)) def getUserOption(userName, optName, defaultValue=""): return gConfig.getValue("%s/Users/%s/%s" % (gBaseRegistrySection, userName, optName), defaultValue) def getGroupOption(groupName, optName, defaultValue=""): return gConfig.getValue("%s/Groups/%s/%s" % (gBaseRegistrySection, groupName, optName), defaultValue) def getHostOption(hostName, optName, defaultValue=""): return gConfig.getValue("%s/Hosts/%s/%s" % (gBaseRegistrySection, hostName, optName), defaultValue) def getHosts(): return gConfig.getSections('%s/Hosts' % gBaseRegistrySection) def getVOOption(voName, optName, defaultValue=""): return gConfig.getValue("%s/VO/%s/%s" % (gBaseRegistrySection, voName, optName), defaultValue) def getBannedIPs(): return gConfig.getValue("%s/BannedIPs" % gBaseRegistrySection, []) def getVOForGroup(group): voName = getVO() if voName: return voName return gConfig.getValue("%s/Groups/%s/VO" % (gBaseRegistrySection, group), "") def getDefaultVOMSAttribute(): return gConfig.getValue("%s/DefaultVOMSAttribute" % gBaseRegistrySection, "") def getVOMSAttributeForGroup(group): return gConfig.getValue("%s/Groups/%s/VOMSRole" % (gBaseRegistrySection, group), getDefaultVOMSAttribute()) def getDefaultVOMSVO(): vomsVO = gConfig.getValue("%s/DefaultVOMSVO" % gBaseRegistrySection, "") if vomsVO: return vomsVO return getVO() def getVOMSVOForGroup(group): vomsVO = gConfig.getValue("%s/Groups/%s/VOMSVO" % (gBaseRegistrySection, group), getDefaultVOMSVO()) if not vomsVO: vo = getVOForGroup(group) vomsVO = getVOOption(vo, 'VOMSName', '') return vomsVO def getGroupsWithVOMSAttribute(vomsAttr): retVal = gConfig.getSections("%s/Groups" % (gBaseRegistrySection)) if not retVal['OK']: return [] groups = [] for group in retVal['Value']: if vomsAttr == gConfig.getValue("%s/Groups/%s/VOMSRole" % (gBaseRegistrySection, group), ""): groups.append(group) return groups def getVOs(): """ Get all the configured VOs """ voName = getVO() if voName: return S_OK([voName]) return gConfig.getSections('%s/VO' % gBaseRegistrySection) def getVOMSServerInfo(requestedVO=''): """ Get information on VOMS servers for the given VO or for all of them """ vomsDict = {} result = getVOs() if result['OK']: voNames = result['Value'] for vo in voNames: if requestedVO and vo != requestedVO: continue vomsName = getVOOption(vo, 'VOMSName', '') if not vomsName: continue vomsDict.setdefault(vo, {}) vomsDict[vo]['VOMSName'] = getVOOption(vo, 'VOMSName', '') result = gConfig.getSections('%s/VO/%s/VOMSServers' % (gBaseRegistrySection, vo)) if result['OK']: serverList = result['Value'] vomsDict[vo].setdefault("Servers", {}) for server in serverList: vomsDict[vo]['Servers'].setdefault(server, {}) DN = gConfig.getValue('%s/VO/%s/VOMSServers/%s/DN' % (gBaseRegistrySection, vo, server), '') CA = gConfig.getValue('%s/VO/%s/VOMSServers/%s/CA' % (gBaseRegistrySection, vo, server), '') port = gConfig.getValue('%s/VO/%s/VOMSServers/%s/Port' % (gBaseRegistrySection, vo, server), 0) vomsDict[vo]['Servers'][server]['DN'] = DN vomsDict[vo]['Servers'][server]['CA'] = CA vomsDict[vo]['Servers'][server]['Port'] = port return S_OK(vomsDict) def getVOMSRoleGroupMapping(vo=''): """ Get mapping of the VOMS role to the DIRAC group :param str vo: perform the operation for the given VO :return: standard structure with two mappings: VOMS-DIRAC { <VOMS_Role>: [<DIRAC_Group>] } and DIRAC-VOMS { <DIRAC_Group>: <VOMS_Role> } and a list of DIRAC groups without mapping """ result = getGroupsForVO(vo) if not result['OK']: return result groupList = result['Value'] vomsGroupDict = {} groupVomsDict = {} noVOMSGroupList = [] noVOMSSyncGroupList = [] for group in groupList: vomsRole = getGroupOption(group, 'VOMSRole') if vomsRole: vomsGroupDict.setdefault(vomsRole, []) vomsGroupDict[vomsRole].append(group) groupVomsDict[group] = vomsRole syncVOMS = getGroupOption(group, 'AutoSyncVOMS', True) if not syncVOMS: noVOMSSyncGroupList.append(group) for group in groupList: if group not in groupVomsDict: noVOMSGroupList.append(group) return S_OK({"VOMSDIRAC": vomsGroupDict, "DIRACVOMS": groupVomsDict, "NoVOMS": noVOMSGroupList, "NoSyncVOMS": noVOMSSyncGroupList}) def getUsernameForID(ID, usersList=None): """ Get DIRAC user name by ID :param basestring ID: user ID :param list usersList: list of DIRAC user names :return: S_OK(basestring)/S_ERROR() """ if not usersList: retVal = gConfig.getSections("%s/Users" % gBaseRegistrySection) if not retVal['OK']: return retVal usersList = retVal['Value'] for username in usersList: if ID in gConfig.getValue("%s/Users/%s/ID" % (gBaseRegistrySection, username), []): return S_OK(username) return S_ERROR("No username found for ID %s" % ID) def getCAForUsername(username): """ Get CA option by user name :param basestring username: user name :return: S_OK(basestring)/S_ERROR() """ dnList = gConfig.getValue("%s/Users/%s/CA" % (gBaseRegistrySection, username), []) if dnList: return S_OK(dnList) return S_ERROR("No CA found for user %s" % username) def __getDNSectionName(userDN): """ Change user DN string by replacing special symbol that not used in a section names, e.g.: "/O=O_test/OU=OU_test/F=F_test" will replace to: "-O_O_test-OU_OU_test-F_F_test" :param basestring userDN: user DN :return: basestring that can be use as a section name """ return userDN.replace('/', '-').replace('=', '_') def getDNProperty(userDN, value): """ Get property from DNProperties section by user DN :param basestring userDN: user DN :param basestring value: option that need to get :return: S_OK(basestring,list)/S_ERROR() -- basestring or list that contain option value """ result = getUsernameForDN(userDN) if not result['OK']: return result secDN = __getDNSectionName(userDN) return S_OK(gConfig.getValue("%s/Users/%s/DNProperties/%s/%s" % (gBaseRegistrySection, result['Value'], secDN, value))) def getProxyProvidersForDN(userDN): """ Get proxy providers by user DN :param basestring userDN: user DN :return: S_OK(list)/S_ERROR() """ result = getDNProperty(userDN, 'ProxyProviders') if not result['OK']: return result ppList = result['Value'] or [] if not isinstance(ppList, list): ppList = ppList.split() return S_OK(ppList) def getDNFromProxyProviderForUserID(proxyProvider, userID): """ Get groups by user DN in DNProperties :param basestring proxyProvider: proxy provider name :param basestring userID: user identificator :return: S_OK(basestring)/S_ERROR() """ # Get user name result = getUsernameForID(userID) if not result['OK']: return result # Get DNs from user result = getDNForUsername(result['Value']) if not result['OK']: return result for DN in result['Value']: result = getProxyProvidersForDN(DN) if not result['OK']: return result if proxyProvider in result['Value']: return S_OK(DN) return S_ERROR(errno.ENODATA, "No DN found for %s proxy provider for user ID %s" % (proxyProvider, userID)) def isDownloadableGroup(groupName): """ Get permission to download proxy with group in a argument :params basestring groupName: DIRAC group :return: boolean """ if getGroupOption(groupName, 'DownloadableProxy') in [False, 'False', 'false', 'no']: return False return True
chaen/DIRAC
ConfigurationSystem/Client/Helpers/Registry.py
Python
gpl-3.0
13,634
[ "DIRAC" ]
2692948660ac2b5035ee06fd09aa995f53b1cf5239bcff722bdc24f2ba573a1c
#!/usr/bin/env python # -*- coding: utf-8 -*- # For UTF-8 see: http://www.python.org/dev/peps/pep-0263/ # PYTHONIOENCODING=utf_8 # Copyright 2015 Actian Corporation # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # Add:V4 ## Add test on not easily convertable datatypes (MSSQL : sql_variant, xml, byte(s), image, ...) import sys, os, traceback import getopt, re # Import basic modules import warnings import codecs import time import xml.dom.minidom from xml.dom.minidom import Node from string import Template from copy import deepcopy from driverTools import dbconnector reload(sys) sys.setdefaultencoding('utf-8') # Program parameters g_pars = [ 'src=' , 'dest=' , 'loadata' , 'cretab', 'creview', 'creall', 'loaddl', 'loadtest', 'batchsize=', 'truncate', 'parfile=', 'fdelim=', 'unload', 'translation=', 'quote=', 'cmdsep=', 'charmax=', 'creindex', 'ownsrc=', 'owntgt=', 'add_drop' ] g_trnm = {} # Global translation table for names g_trty = {} # Global translation table for datatypes g_quote = None g_cmdsep = '' g_bin = os.path.dirname(__file__) g_bin = "." if g_bin == "" else g_bin g_prg = os.path.basename(__file__).split('.')[0] # The short name of the script (__file__= sys.argv[0]) XMLINI = "%s/../etc/%s.xml" % (g_bin, g_prg) ## Remaining Pg datatypes: ## REM: The postgres datatype with default precision to NULL exceeds the maximum Vector's precision. ## REM: hence, the datatype is converted to a DOUBLE PRECISION which might not fit expectations. ## bytea binary data ("byte array") ## cidr IPv4 or IPv6 network address ## circle circle on a plane ## inet IPv4 or IPv6 host address ## line infinite line on a plane ## lseg line segment on a plane ## macaddr MAC (Media Access Control) address ## path geometric path on a plane ## point geometric point on a plane ## polygon closed geometric path on a plane ## tsquery text search query ## tsvector text search document ## txid_snapshot user-level transaction ID snapshot ## uuid universally unique identifier pg2vw = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "INT4" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "SERIAL" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # 4 Bytes autoincrement N/A in VW "SERIAL4" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # 4 Bytes autoincrement N/A in VW "NUMERIC" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "MONEY" : ("DECIMAL(19,4)" , "<COLNAME>", "<VALUE>" ), # NUMERIC(19,4) ?? To check "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "INT2" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "INT8" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "BIGSERIAL" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes autoincrement N/A in VW "SERIAL8" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes autoincrement N/A in VW "DOUBLE PRECISION" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), # 8 Bytes "FLOAT8" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), # 8 Bytes "FLOAT4" : ("FLOAT4" , "<COLNAME>", "'<VALUE>'"), # 4 bytes "REAL" : ("FLOAT4" , "<COLNAME>", "'<VALUE>'"), # 4 bytes "TIMESTAMP" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), # OR: [0-9] (def: 6) => Add precision VW [max 9] "TIMESTAMP WITHOUT TIME ZONE" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), # "TIMESTAMP WITH TIME ZONE" : ("TIMESTAMP WITH TIME ZONE", "<COLNAME>", "'<VALUE>'"), # "TIMESTAMPTZ" : ("TIMESTAMP WITH TIME ZONE" , "<COLNAME>", "'<VALUE>'"), # "DATE" : ("ANSIDATE" , "<COLNAME>", "'<VALUE>'"), # 1999-01-08 "TIME%" : ("TIME(<SCALE>)" , "<COLNAME>", "'<VALUE>'"), # OR: [0-9] (def: 6) => Add precision VW [max 6] "TIME % WITH TIME ZONE" : ("TIME(<SCALE>) WITH TIME ZONE", "<COLNAME>", "'<VALUE>'"), # "TIMETZ%" : ("TIME(<SCALE>) WITH TIME ZONE", "<COLNAME>", "'<VALUE>'"), # "INTERVAL" : ("INTERVAL" , "<COLNAME>", "'<VALUE>'"), # To check "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "CHARACTER" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "CHARACTER VARYING": ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "TEXT" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "BYTEA" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # N/A in VW / To do something, we convert to VARCHAR "ARRAY" : ("ARRAY(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # N/A in VW / Need to converted to an equivalent table "BIT" : ("BIT(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "BIT VARYING" : ("BIT VARYING(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "BOOLEAN" : ("BOOLEAN" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "BOOL" : ("BOOLEAN" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "IMAGE" : ("BLOB" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "BIT" : ("BOOLEAN" , "<COLNAME>", "<VALUE>" ), # "XML" : ("CLOB" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to SYBASE ASE Sybase default values for NUMERIC and DECIMAL : In Adaptive Server IQ, the default precision is 126 and the default scale is 38. In Adaptive Server Enterprise, the default precision is 18 and the default scale is 0. In Adaptive Server Anywhere, the default precision is 30 and the default scale is 6. IQ: MONEY, SMALLMONEY = NUMERIC(19,4), NUMERIC(10,4). IQ: FLOAT(p) is a synonym for REAL ou DOUBLE depending of precision IQ: REAL is a sigle precision floting point number stored in 4 bytes IQ: SMALLDATETIME = DATETIME => 8 Bytes Global translation table for datatype conversion from MS*SQL to INGRES VW VW : not compressed datatypes : DECIMAL with precision > 18, float, float4 Unsupported datatypes : *BYTES, INGRESDATE, BOOLEAN, UUID, TABLE_KEY, OBJECT_KEY, * WITH TIMEZONE ''' iq2vw = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "NUMERIC" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "MONEY" : ("DECIMAL(19,4)" , "<COLNAME>", "<VALUE>" ), # IQ : NUMERIC(19,4) "SMALLMONEY" : ("DECIMAL(10,4)" , "<COLNAME>", "<VALUE>" ), # IQ : NUMERIC(10,4) "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # IQ: [O:255] VW(TINYINT): -128:+127 "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "DOUBLE" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), # 8 Bytes "FLOAT" : ("FLOAT8" , "<COLNAME>", "'<VALUE>'"), # IQ: 8 Bytes/4 Bytes "REAL" : ("FLOAT4" , "<COLNAME>", "'<VALUE>'"), # IQ: 4 bytes "TIMESTAMP" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), # IQ: 1999-01-08 04:05:06.xxxxxx "DATETIME" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), # IQ: 1999-01-08 04:05:06.xxxxxx "SMALLDATETIME" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), # IQ: 1999-01-08 04:05:06.xxxxxx "DATE" : ("ANSIDATE" , "<COLNAME>", "'<VALUE>'"), # IQ: 1999-01-08 "TIME" : ("TIME WITHOUT TIMEZONE" , "<COLNAME>", "'<VALUE>'"), # RIQ 04:05:00.xxxxxx "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "CHARACTER" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "CHARACTER VARYING": ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # "TEXT" : ("CLOB" , "<COLNAME>", "'<VALUE>'"), # N/A IN VW "NTEXT" : ("CLOB" , "<COLNAME>", "'<VALUE>'"), # N/A IN VW "UNIQUEIDENTIFIER" : ("UNIQUEIDENTIFIER" , "<COLNAME>", "'<VALUE>'"), # N/A IN VW "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "IMAGE" : ("BLOB" , "<COLNAME>", "<VALUE>" ), # N/A IN VW "BIT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # IQ:0/1/NULL "XML" : ("CLOB" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to MYSQL ''' ms2my = { "INT" : ("INT" , "<COLNAME>", "<VALUE>" ), "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)" , "<COLNAME>", "<VALUE>" ), "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)" , "<COLNAME>", "<VALUE>" ), "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), "NVARCHAR" : ("VARCHAR(<PRECISION>) CHARACTER SET UTF8", "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), "NCHAR" : ("NCHAR(<PRECISION>) CHARACTER SET UTF8" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "SMALLDATETIME" : ("DATETIME" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), "BIT" : ("BIT(1)" , "<COLNAME>", "<VALUE>" ), "MONEY" : ("DOUBLE" , "<COLNAME>", "<VALUE>" ), "SMALLMONEY" : ("FLOAT" , "<COLNAME>", "<VALUE>" ), "TINYINT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # [O:255] - My: [0:255] or [-128:127] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # [-32768:32767]- "FLOAT" : ("FLOAT(52,10)" , "<COLNAME>", "'<VALUE>'"), # 8 bytes - 8 (precision suppressed here) "XML" : ("TEXT" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to SYBASE ASE ''' ms2ase = { "INT" : ("INT" , "<COLNAME>", "<VALUE>" ), "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)" , "<COLNAME>", "<VALUE>" ), "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)" , "<COLNAME>", "<VALUE>" ), "DATETIME" : ("DATETIME" , "<COLNAME>", "'<VALUE>'"), # In Sybase "timestamp" is only lowercase "TIMESTAMP" : ("timestamp" , "<COLNAME>", "'<VALUE>'"), "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), "NCHAR" : ("NCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "SMALLDATETIME" : ("SMALLDATETIME" , "<COLNAME>", "'<VALUE>'"), "BIT" : ("BIT" , "<COLNAME>", "<VALUE>" ), "MONEY" : ("MONEY" , "<COLNAME>", "<VALUE>" ), "SMALLMONEY" : ("SMALLMONEY" , "<COLNAME>", "<VALUE>" ), "TINYINT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # [O:255] - My: [0:255] or [-128:127] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # [-32768:32767]- "FLOAT" : ("FLOAT" , "<COLNAME>", "<VALUE>"), # 8 bytes - 8 (precision suppressed here) "XML" : ("TEXT" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to SYBASE ASE Sybase default values for NUMERIC and DECIMAL : In Adaptive Server IQ, the default precision is 126 and the default scale is 38. In Adaptive Server Enterprise, the default precision is 18 and the default scale is 0. In Adaptive Server Anywhere, the default precision is 30 and the default scale is 6. IQ: MONEY, SMALLMONEY = NUMERIC(19,4), NUMERIC(10,4). IQ: SMALLDATETIME = DATETIME => 8 Bytes ''' ms2iq = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # MSSQL: -10^38 +1 through 10^38 –1. "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "MONEY" : ("NUMERIC(19,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(19,4) "SMALLMONEY" : ("NUMERIC(10,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(10,4) "TINYINT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # SQL: [O:255] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "FLOAT" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MS(def) = float(53) precision(4 or 8) "REAL" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MS(def) = FLOAT(24) "ROWVERSION" : ("VARBINARY(8)" , "<COLNAME>", "'<VALUE>'"), # MS : An incremental number for versionning "TIMESTAMP" : ("VARBINARY(8)" , "<COLNAME>", "'<VALUE>'"), # MS = ROWVERSION "DATETIME" : ("DATETIME" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # MS: 1999-01-08 04:05:06.xxxx "SMALLDATETIME" : ("SMALLDATETIME" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), # MS: 1999-01-08 04:05:00 "NCHAR" : ("CHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "NVARCHAR" : ("VARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "TEXT" : ("CLOB" , "<COLNAME>", "'<VALUE>'"), # MS: 2^31 Chars "NTEXT" : ("CLOB" , "<COLNAME>", "'<VALUE>'"), # MS: 2^31/2 UTF8 Chars "UNIQUEIDENTIFIER" : ("UNIQUEIDENTIFIER" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # MS: [1:8000] (Fixed size) "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # MS: [1:8000] (Var size) "IMAGE" : ("BLOB" , "<COLNAME>", "<VALUE>" ), # MS: 2^31 bytes "BIT" : ("BIT" , "<COLNAME>", "<VALUE>" ), # SQL:0/1; Ingres: -128:+127 "XML" : ("CLOB" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to POSTGRES ''' ms2pg = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # MS: 1999-01-08 04:05:06.xxxx "NVARCHAR" : ("VARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), "NCHAR" : ("CHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BITEA" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("BITEA" , "<COLNAME>", "<VALUE>" ), "SMALLDATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), "BIT" : ("BIT" , "<COLNAME>", "<VALUE>" ), "MONEY" : ("DOUBLE PRECISION" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(19,4) "SMALLMONEY" : ("MONEY" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(10,4) "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # [O:255] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "FLOAT" : ("DOUBLE PRECISION" , "<COLNAME>", "'<VALUE>'"), # 8 bytes - 8 (precision suppressed here) "XML" : ("TEXT" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to MATRIX ''' ms2mx = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # MS: 1999-01-08 04:05:06.xxxx "NVARCHAR" : ("VARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), "NCHAR" : ("CHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BITEA" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("BITEA" , "<COLNAME>", "<VALUE>" ), "SMALLDATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), "BIT" : ("BIT" , "<COLNAME>", "<VALUE>" ), "MONEY" : ("NUMERIC(19,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(19,4) "SMALLMONEY" : ("NUMERIC(10,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(10,4) "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # [O:255] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "FLOAT" : ("DOUBLE PRECISION" , "<COLNAME>", "'<VALUE>'"), # 8 bytes - 8 (precision suppressed here) "XML" : ("TEXT" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to INGRES DB ii : Text = VARCHAR(32000) 16000 if UTF8 ''' ms2ii = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) ''' added the full INTEGER value ''' "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # MSSQL: -10^38 +1 through 10^38 –1. "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "BIT" : ("BOOLEAN" , "<COLNAME>", "<VALUE>" ), # SQL:0/1; "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # SQL: [O:255] ; Ingres: -128:+127 "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "FLOAT" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MSSQL: Storage depends of precision(4 or 8). We take 8 "REAL" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MSSQL: = FLOAT "UNIQUEIDENTIFIER" : ("UUID" , "<COLNAME>", "'<VALUE>'"), # DEFAULT is automatic as UUID_CREATE() "ROWVERSION" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS : An incremental number for versionning "MONEY" : ("NUMERIC(19,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(19,4) 8 bytes "SMALLMONEY" : ("NUMERIC(10,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(10,4) 4 bytes "TIMESTAMP" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS = ROWVERSION "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # SQL: 1999-01-08 04:05:06; ii: sweden "SMALLDATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), # depricate the INGRESDATE "NCHAR" : ("NCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "TEXT" : ("LONG VARCHAR" , "<COLNAME>", "'<VALUE>'"), # 2^31 Chars "NTEXT" : ("LONG NVARCHAR" , "<COLNAME>", "'<VALUE>'"), # 2^31/2 UTF8 Chars "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # SQL: 8000 Max (Ingres: max configured row size) "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # SQL: 8000 Max (Ingres: max configured row size) "IMAGE" : ("LONG BYTE" , "<COLNAME>", "<VALUE>" ), # SQL: 2^31 Max (Ingres: max configured row size) "XML" : ("LONG NVARCHAR" , "CAST(<COLNAME> AS NVARCHAR(max))", "'<VALUE>'") # MSSQL : 2 GB } ''' Global translation table for datatype conversion from MS*SQL to INGRES VW VW : not compressed datatypes : DECIMAL with precision > 18, float, float4 Keith Bolam - these are old definitions exclusions Unsupported datatypes : *BYTES, INGRESDATE, BOOLEAN, UUID, TABLE_KEY, OBJECT_KEY, * WITH TIMEZONE Updated list Unsupported datatypes : *BYTES, INGRESDATE, TABLE_KEY, OBJECT_KEY The PLACEHOLDER was added due to a bug with the parsing of the arrary - perhaps introduced by the comment?? ''' ms2vw = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) ''' added the INTEGER ''' "PLACEHOLDER" : ("PLACEHOLDER" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(10,4) "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # MSSQL: -10^38 +1 through 10^38 –1. "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "SMALLMONEY" : ("DECIMAL(10,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(10,4) "MONEY" : ("DECIMAL(19,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(19,4) "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # SQL: [O:255] - VW(TINYINT): -128:+127 "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "FLOAT" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MS(def) = float(53) precision(4 or 8) "REAL" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MS(def) = FLOAT(24) "ROWVERSION" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS : An incremental number for versionning "TIMESTAMP" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS = ROWVERSION "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # MS: 1999-01-08 04:05:06.xxxx "SMALLDATETIME" : ("TIMESTAMP(0)" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), # MS: 1999-01-08 04:05:00 "TIME" : ("TIME" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), # MS: 1999-01-08 04:05:00 "DATE" : ("ANSIDATE" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), # MS: 1999-01-08 "NCHAR" : ("NCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "TEXT" : ("VARCHAR(4000)" , "CAST(<COLNAME> AS VARCHAR(4000))", "'<VALUE>'"), # MS: 2^31 Chars "NTEXT" : ("NVARCHAR(4000)" , "CAST(<COLNAME> AS NVARCHAR(4000))", "'<VALUE>'"), # MS: 2^31/2 UTF8 Chars "UNIQUEIDENTIFIER" : ("UUID" , "<COLNAME>", "'<VALUE>'"), # ADed UUID in Vector 5.0 #the following are not supported in any shape in Vector currently - this can change in Vector 5.1 where the BINARY columns can be put into a hash/heap table and join back the main table "BINARY" : ("BINARY(<PRECISION>)" , "CAST(<COLNAME> AS NVARCHAR(4000))", "'<VALUE>'" ), # MS: [1:8000] (Fixed size) "VARBINARY" : ("CHARACTER VARYING(4000)" , "CASE WHEN <COLNAME> IS NOT NULL THEN '--IMAGE--' END", "'<VALUE>'" ), # MS: [1:8000] (Var size) "IMAGE" : ("LONG BYTE" , "<COLNAME>", "<VALUE>" ), # MS: 2^31 bytes "BIT" : ("TINYINT" , "CAST(<COLNAME> AS TINYINT)", "<VALUE>" ), # SQL:0/1; "XML" : ("NVARCHAR(4000)" , "CAST(<COLNAME> AS NVARCHAR(4000))", "'<VALUE>'"), # MSSQL : 2 GB "HIERARCHYID" : ("NVARCHAR(4000)" , "CAST(<COLNAME> AS NVARCHAR(4000))", "'<VALUE>'"), "GEOMETRY" : ("NVARCHAR(4000)" , "CAST(<COLNAME> AS NVARCHAR(4000))", "'<VALUE>'"), "GEOGRAPHY" : ("NVARCHAR(4000)" , "CAST(<COLNAME> AS NVARCHAR(4000))", "'<VALUE>'"), "BINARY" : ("BINARY(<PRECISION>)" , "CAST(<COLNAME> AS NVARCHAR(4000))", "'<VALUE>'" ), # MS: [1:8000] (Fixed size) "VARBINARY" : ("CHARACTER VARYING(4000)" , "CASE WHEN <COLNAME> IS NOT NULL THEN '--IMAGE--' END", "'<VALUE>'" ), # MS: [1:8000] (Var size) # "BIT" : ("BOOLEAN" , "CAST(<COLNAME> AS TINYINT)", "<VALUE>" ), # SQL:0/1; "BIT" : ("BOOLEAN" , "<COLNAME>", "'<VALUE>'") # SQL:0/1; } ms2vw_default = { "DEFAULT newid" : "", "DEFAULT getdate" : "DEFAULT CURRENT_TIMESTAMP", "IDENTITY(1,1)" : "GENERATED BY DEFAULT AS IDENTITY ", "COMMA" : """,""" } ms2vw_view = [ ["[" , "\""], ["]" , "\""], ["CONVERT(money" , "money"], ## poor mans awk/substitution/translation ["(money,(" , "((money("], ## money and other items are available as automatic CAST operators ["0101" , "-01-01"], ## some rudimentory massage of the dates - shoudle ["1231" , "-12-31"], ["WITH SCHEMABINDING", ""], ["LAST_ITEM_IS_8"] ] ''' Global translation table for datatype conversion from MS*SQL to TERADATA ''' ms2td = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # td <PRECISION> [1-18], <SCALE>[0-<PRECISION>] "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # td: id NUMERIC "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), # 1999-01-08 04:05:06 "TIMESTAMP" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # 1999-01-08 04:05:06 "NVARCHAR" : ("VARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), # td: 64000 or 32000 (unicode) "NCHAR" : ("CHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BITEA" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("BITEA" , "<COLNAME>", "<VALUE>" ), "SMALLDATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), "BIT" : ("BYTEINT" , "<COLNAME>", "<VALUE>" ), # td: [-128,127] "MONEY" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # Signed 8 bytes integer "SMALLMONEY" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # [O:255] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "FLOAT" : ("FLOAT" , "<COLNAME>", "'<VALUE>'"), # 8 bytes "SQL_VARIANT" : ("FLOAT" , "<COLNAME>", "'<VALUE>'"), # 8 bytes "XML" : ("CLOB" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to PROGRESS (SQL-92) ''' ms2pr = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # (pr) Default prec=32; scale=0 "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "{ts '<VALUE>'}"), # yyyy-mm-dd hh:mi:ss.mmm "NVARCHAR" : ("VARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # Max : 31995 (pr) "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), # "NCHAR" : ("CHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Comment : See char datatype "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # Char(Max) = 2000 (pr); 8000 mssql=>Overflow may occured "BINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # binary(Max) = 2000 bytes (pr) ; 8000 mssql "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # Max : 31995 bytes (pr); 8000 mssql "SMALLDATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "{ts '<VALUE>'}"), "BIT" : ("BIT" , "<COLNAME>", "<VALUE>" ), # Single bit 0,1 "MONEY" : ("FLOAT" , "<COLNAME>", "<VALUE>" ), # Signed 8 bytes integer "SMALLMONEY" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # [O:255] (ms) - TINYINT [-127:128] (pr) "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "FLOAT" : ("FLOAT" , "<COLNAME>", "'<VALUE>'"), # Signed 8 bytes "XML" : ("VARCHAR(8000)" , "CAST(<COLNAME> AS VARCHAR(8000))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to MAX DB DOUBLE PRECISION = FLOAT(38) ''' ms2md = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # td <PRECISION> [1-18], <SCALE>[0-<PRECISION>] "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # td: id NUMERIC "BIT" : ("BOOLEAN" , "<COLNAME>", "<VALUE>" ), # "MONEY" : ("NUMERIC(19,4)" , "<COLNAME>", "<VALUE>" ), # Signed 8 bytes integer "SMALLMONEY" : ("NUMERIC(10,4)" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # [O:255] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "FLOAT" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # 8 bytes "BIGINT" : ("DOUBLE PRECISION" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "ROWVERSION" : ("DOUBLE PRECISION" , "<COLNAME>", "'<VALUE>'"), # MS : An incremental number for versionning "TIMESTAMP" : ("DOUBLE PRECISION" , "<COLNAME>", "'<VALUE>'"), # MS = ROWVERSION "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # 1999-01-08 04:05:06 "SMALLDATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), # td: 64000 or 32000 (unicode) "NCHAR" : ("NCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "XML" : ("CLOB" , "CAST(<COLNAME> AS NVARCHAR(max))", "'<VALUE>'") } ''' Global translation table for datatype conversion from MS*SQL to HANA NEW DB ''' ms2ha = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # td <PRECISION> [1-18], <SCALE>[0-<PRECISION>] "BIT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # "MONEY" : ("NUMERIC(19,4)" , "<COLNAME>", "<VALUE>" ), # Signed 8 bytes integer "SMALLMONEY" : ("NUMERIC(10,4)" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer "TINYINT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # [O:255] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "FLOAT" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # 8 bytes "BIGINT" : ("DOUBLE PRECISION" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # td: id NUMERIC "ROWVERSION" : ("DOUBLE PRECISION" , "<COLNAME>", "'<VALUE>'"), # MS : An incremental number for versionning "TIMESTAMP" : ("DOUBLE PRECISION" , "<COLNAME>", "'<VALUE>'"), # MS = ROWVERSION "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # 1999-01-08 04:05:06 "SMALLDATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS TEXT)", "'<VALUE>'"), # Should be NTEXT but pb driver MSSQL "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), # td: 64000 or 32000 (unicode) "NCHAR" : ("NCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), "XML" : ("CLOB" , "CAST(<COLNAME> AS NVARCHAR(max))", "'<VALUE>'") # MSSQL : 2GB } ''' Global translation table for datatype conversion from MYSQL to INGRES VW VW : not compressed datatypes : DECIMAL with precision > 18, float, float4 Unsupported datatypes : *BYTES, INGRESDATE, BOOLEAN, UUID, TABLE_KEY, OBJECT_KEY, * WITH TIMEZONE ''' my2vw = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "NUMERIC" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # MSSQL: -10^38 +1 through 10^38 –1. "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # MSSQL: -10^38 +1 through 10^38 –1. "DEC" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # MSSQL: -10^38 +1 through 10^38 –1. "FIXED" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "BIT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # MY: Bit values "TINYINT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # MY: -128:127 - VW: -128:+127 "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "MEDIUMINT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # MY: 3 Signed bytes "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "DOUBLE" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "DOUBLE PRECISION" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "FLOAT" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "'<VALUE>'"), # MS(def) = float(53) precision(4 or 8) "REAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "'<VALUE>'"), # MS(def) = FLOAT(24) "ROWVERSION" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS : An incremental number for versionning "TIMESTAMP" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS = ROWVERSION "DATE" : ("ANSIDATE" , "<COLNAME>", "'<VALUE>'"), # MY: 1999-01-08 "DATETIME" : ("TIMESTAMP(0)" , "<COLNAME>", "'<VALUE>'"), # MY: 1999-01-08 04:05:06 "TIMESTAMP" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), # MY: 1999-01-08 04:05:00??? "TIME" : ("TIME WITHOUT TIME ZONE" , "<COLNAME>", "'<VALUE>'"), # MY: HH:MI:SS "YEAR" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # MY: 1901:2155, 0000 "NCHAR" : ("NCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS VARCHAR(max))", "'<VALUE>'"), "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "TEXT" : ("VARCHAR(16000)" , "<COLNAME>", "'<VALUE>'"), # MS: 2^31 Chars "LONGTEXT" : ("VARCHAR(16000)" , "<COLNAME>", "'<VALUE>'"), # MS: 2^31 Chars "LONGBLOB" : ("VARCHAR(16000)" , "<COLNAME>", "'<VALUE>'"), # MS: 2^31 Chars "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # MS: [1:8000] (Fixed size) "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # MS: [1:8000] (Var size) } ''' Global translation table for datatype conversion from db2 to db2 ''' d22d2 = { "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), "BINARY" : ("BINARY" , "<COLNAME>", "<VALUE>" ), "BLOB" : ("BLOB" , "<COLNAME>", "<VALUE>" ), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CLOB" : ("CLOB" , "<COLNAME>", "'<VALUE>'"), "DATE" : ("DATE" , "<COLNAME>", "'<VALUE>'"), "DBCLOB" : ("DBCLOB" , "<COLNAME>", "<VALUE>" ), "SDECIMAL" : ("SDECIMAL" , "<COLNAME>", "<VALUE>" ), "DOUBLE" : ("DOUBLE" , "<COLNAME>", "<VALUE>" ), "FLOAT" : ("FLOAT" , "<COLNAME>", "<VALUE>" ), "GRAPHIC" : ("GRAPHIC" , "<COLNAME>", "<VALUE>" ), "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), "LONGVARCHAR" : ("LONGVARCHAR" , "<COLNAME>", "'<VALUE>'"), "LONGVAR" : ("LONGVARCHAR" , "<COLNAME>", "'<VALUE>'"), "LONGVARBINARY" : ("LONGVARBINARY" , "<COLNAME>", "<VALUE>" ), "LONGVARGRAPHIC" : ("LONGVARGRAPHIC" , "<COLNAME>", "<VALUE>" ), "NUMERIC" : ("NUMERIC(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "REAL" : ("REAL" , "<COLNAME>", "<VALUE>" ), "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), "TIME" : ("TIME" , "<COLNAME>", "'<VALUE>'"), "TIMESTAMP" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), "TIMESTMP" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "VARBINARY" : ("VARBINARY" , "<COLNAME>", "<VALUE>" ), "VARGRAPHIC" : ("VARGRAPHIC" , "<COLNAME>", "<VALUE>" ) } ''' Global translation table for datatype conversion from db2 to Vector VW : not compressed datatypes : DECIMAL with precision > 18, float, float4 Unsupported datatypes : *BYTES, INGRESDATE, BOOLEAN, UUID, TABLE_KEY, OBJECT_KEY, * WITH TIMEZONE ''' d22vw = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # d2: [-2,147,483,648, +2,147,483,647] "INTEGER" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # d2: [-2,147,483,648, +2,147,483,647] "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # d2: [32,768, +32,767] "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), "NUMERIC" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # d2: (31,31) "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "REAL" : ("FLOAT4" , "<COLNAME>", "<VALUE>" ), # d2: -7.2E+75 to 7.2E+75 "DOUBLE" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), "FLOAT" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), # d2: 8 Bits "TIME" : ("TIME" , "<COLNAME>", "'<VALUE>'"), "TIMESTAMP" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), "TIMESTMP" : ("TIMESTAMP" , "<COLNAME>", "'<VALUE>'"), "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BINARY" , "<COLNAME>", "<VALUE>" ), "BLOB" : ("BLOB" , "<COLNAME>", "<VALUE>" ), "CLOB" : ("CLOB" , "<COLNAME>", "'<VALUE>'"), "DATE" : ("DATE" , "<COLNAME>", "'<VALUE>'"), "DBCLOB" : ("DBCLOB" , "<COLNAME>", "<VALUE>" ), "SDECIMAL" : ("SDECIMAL" , "<COLNAME>", "<VALUE>" ), "GRAPHIC" : ("GRAPHIC" , "<COLNAME>", "<VALUE>" ), "LONGVARCHAR" : ("LONGVARCHAR" , "<COLNAME>", "'<VALUE>'"), "LONGVAR" : ("LONGVARCHAR" , "<COLNAME>", "'<VALUE>'"), "LONGVARBINARY" : ("LONGVARBINARY" , "<COLNAME>", "<VALUE>" ), "LONGVARGRAPHIC" : ("LONGVARGRAPHIC" , "<COLNAME>", "<VALUE>" ), "VARBINARY" : ("VARBINARY" , "<COLNAME>", "<VALUE>" ), "VARGRAPHIC" : ("VARGRAPHIC" , "<COLNAME>", "<VALUE>" ) } ''' Global translation table for datatype conversion from TERADATA to INGRES VW NEED TERADATA DATATYPE AS DEFINED IN TABLE : DBC.Columns(c.ColumnType) VW : not compressed datatypes : DECIMAL with precision > 18, float, float4 Unsupported datatypes : *BYTES, INGRESDATE, BOOLEAN, UUID, TABLE_KEY, OBJECT_KEY, * WITH TIMEZONE ''' td2vw = { "INT" : ("INTEGER" , "<COLNAME>", "<VALUE>" ), # Signed 4 bytes integer (-2^31; 2^31 - 1 (2,147,483,647)) "NUMERIC" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # MSSQL: -10^38 +1 through 10^38 –1. "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), "MONEY" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(19,4) - VW > 18 not compressed => FLOAT8 "SMALLMONEY" : ("NUMERIC(10,4)" , "<COLNAME>", "<VALUE>" ), # MSSQL : NUMERIC(10,4) "TINYINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # SQL: [O:255] - VW(TINYINT): -128:+127 "SMALLINT" : ("SMALLINT" , "<COLNAME>", "<VALUE>" ), # 2 Bytes [-32768:32767]- "BIGINT" : ("BIGINT" , "<COLNAME>", "<VALUE>" ), # 8 Bytes : -2^63 ;+2^63-1 "FLOAT" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MS(def) = float(53) precision(4 or 8) "REAL" : ("FLOAT(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # MS(def) = FLOAT(24) "ROWVERSION" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS : An incremental number for versionning "TIMESTAMP" : ("BIGINT" , "<COLNAME>", "'<VALUE>'"), # MS = ROWVERSION "DATETIME" : ("TIMESTAMP" , "CONVERT(VARCHAR,<COLNAME>,121)", "'<VALUE>'"), # MS: 1999-01-08 04:05:06.xxxx "SMALLDATETIME" : ("TIMESTAMP(0)" , "CONVERT(VARCHAR,<COLNAME>,120)", "'<VALUE>'"), # MS: 1999-01-08 04:05:00 "NCHAR" : ("NCHAR(<PRECISION>)" , "CAST(<COLNAME> AS NVARCHAR(max))", "'<VALUE>'"), "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS VARCHAR(max))", "'<VALUE>'"), "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "TEXT" : ("LONG VARCHAR" , "<COLNAME>", "'<VALUE>'"), # MS: 2^31 Chars "NTEXT" : ("LONG NVARCHAR" , "<COLNAME>", "'<VALUE>'"), # MS: 2^31/2 UTF8 Chars "UNIQUEIDENTIFIER" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), "BINARY" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # MS: [1:8000] (Fixed size) "VARBINARY" : ("VARBINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # MS: [1:8000] (Var size) "IMAGE" : ("LONG BYTE" , "<COLNAME>", "<VALUE>" ), # MS: 2^31 bytes "BIT" : ("TINYINT" , "<COLNAME>", "<VALUE>" ), # SQL:0/1; "XML" : ("LONG NVARCHAR" , "CAST(<COLNAME> AS NVARCHAR(max))", "'<VALUE>'") # MSSQL : 2 GB } ''' Global translation table for datatype conversion from ORACLE to INGRES VW VW : not compressed datatypes : DECIMAL with precision > 18, float, float4 Unsupported datatypes : *BYTES, INGRESDATE, BOOLEAN, UUID, TABLE_KEY, OBJECT_KEY, * WITH TIMEZONE OR : NUMBER(s,p) s. The precision p can range from 1 to 38. The scale s can range from -84 to 127 TIMESTAMP(x) : [0-9] (def: 6) ''' or2vw = { "INT" : ("DECIMAL(38)" , "<COLNAME>", "<VALUE>" ), # OR: DECIMAL(38) "INTEGER" : ("DECIMAL(38)" , "<COLNAME>", "<VALUE>" ), # OR: DECIMAL(38) "SMALLINT" : ("DECIMAL(38)" , "<COLNAME>", "<VALUE>" ), # OR: DECIMAL(38) "NUMBER" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # OR: p[1,38]; s[84,127]; 1,22 Bytes VW: ? "DECIMAL" : ("DECIMAL(<PRECISION>,<SCALE>)", "<COLNAME>", "<VALUE>" ), # OR: p[1,38]; s[84,127]; 1,22 Bytes VW: ? "FLOAT" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), # OR: p[1,38]; s[84,127]; 1,22 Bytes VW: ? "BINARY_DOUBLE" : ("FLOAT8" , "<COLNAME>", "<VALUE>" ), # OR:8 bytes float "BINARY_FLOAT" : ("FLOAT4" , "<COLNAME>", "'<VALUE>'"), # OR:4 bytes float "TIMESTAMP%" : ("TIMESTAMP(<SCALE>)" , "<COLNAME>", "'<VALUE>'"), # OR: [0-9] (def: 6) => Add precision VW [max 6] "TIMESTAMP % WITH TIME ZONE" : ("TIMESTAMP(<SCALE>)", "<COLNAME>", "'<VALUE>'"), # Not implemented yet "TIMESTAMP % WITH LOCAL TIME ZONE": ("TIMESTAMP(<SCALE>)", "<COLNAME>", "'<VALUE>'"), # Not implemented yet "DATE" : ("TIMESTAMP(0)" , "TO_CHAR(<COLNAME>,'HH24-MM-DD HH24:MI:SS')", "'<VALUE>'"), # OR: 1999-01-08 04:05:00 "CHAR" : ("CHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # OR [1:2000] "VARCHAR" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "VARCHAR2" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), "CLOB" : ("VARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS VARCHAR(max))", "'<VALUE>'"), # OR: 4GB-1*db_block_size VW: Not implemented "NVARCHAR" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS VARCHAR(max))", "'<VALUE>'"), "NCHAR" : ("NCHAR(<PRECISION>)" , "CAST(<COLNAME> AS NVARCHAR(max))", "'<VALUE>'"), "NCLOB" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS VARCHAR(max))", "'<VALUE>'"), # OR: 4GB-1*db_block_size "LONG" : ("LONG VARCHAR" , "<COLNAME>", "'<VALUE>'"), # OR: 2^31 Chars # Add test on unsupported datatypes "ROWID" : ("VARCHAR(64)" , "<COLNAME>", "'<VALUE>'"), # "UROWID" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'"), # OR: [1:4000] "RAW" : ("BINARY(<PRECISION>)" , "<COLNAME>", "<VALUE>" ), # OR [1:2000] "LONG RAW" : ("LONG BYTE" , "<COLNAME>", "<VALUE>" ), # OR: 2^31 bytes "BLOB" : ("NVARCHAR(<PRECISION>)" , "CAST(<COLNAME> AS VARCHAR(max))", "'<VALUE>'"), # OR: 4GB-1*db_block_size "BFILE" : ("VARCHAR(<PRECISION>)" , "<COLNAME>", "'<VALUE>'") # OR: 4GB } ''' Translation table for equivalent datatype Ex: line 1: To transfert data from "mssql" to "netezza" we can use the postgres matrix "ms2pg" To transfert data from "mssql" to "teradata" we use table "ms2td" ''' g_trmxty = { "mssql" : {"mysql" : ms2my, "postgres" : ms2pg, "netezza" : ms2pg, "greenplum" : ms2pg, "teradata" : ms2td, "progress" : ms2pr, "maxdb" : ms2md, "matrix" : ms2mx, "ase" : ms2ase, "ingres" : ms2ii, "vector" : ms2vw, "vectorh" : ms2vw, "iq" : ms2iq, "hana" : ms2ha }, "db2" : {"db2" : d22d2, "vector" : d22vw, }, "oracle" : {"vector" : or2vw }, "mysql" : {"vector" : my2vw }, "iq" : {"vector" : iq2vw }, "postgres" : {"vector" : pg2vw }, "teradata" : {"vector" : td2vw } } ''' Print usage and exit ''' def usage(): print "Usage : " print g_pars sys.exit(1) ''' Get SQL definition from XML file. SQL is retrieved by using keywords passed as function parameters 1: Database type "mysql, mssql, ..." 2: Sqltype : Select, Create, ... 3: Unique Identifier ''' def getXMLdata(p_dbtype, p_sql, p_id): rc="" xmldoc = xml.dom.minidom.parse(XMLINI) for node in xmldoc.getElementsByTagName(p_dbtype)[0].getElementsByTagName(p_sql): if node.getAttribute("id") == p_id: for child in node.childNodes: if child.nodeType == Node.TEXT_NODE: rc = child.data return(rc) ''' Populate g_trnm which is a 2 dimension array built with values of parametre --translation Exemple : --translation=scname:dbo,demo,test,toto;iscname:dbo,demo2 => g_trnm['scname']['dbo'] = demo g_trnm['scname']['test'] = toto g_trnm['iscname']['dbo'] = demo2 => iscname, scname are the column names in the header of an object description query ''' def init_g_trnm(p_s): h2 = {} for line in p_s.split(';'): t1=line.split(':') key1 = t1[0].strip() values_key1 = t1[1] t2=values_key1.split(',') for i in range(len(t2)/2): key2 = t2[i*2].strip() value_key2 = t2[i*2+1].strip() h2[key2] = value_key2 g_trnm[key1]= deepcopy(h2) ''' Function which translate tuple (key1, key2) with values inserted in dictionnary g_trnm Input : key1, key2 if datum is not found key2 is returned. ''' def tr(p_key1, p_key2): rc = p_key2 if g_trnm.has_key(p_key1) and g_trnm[p_key1].has_key(p_key2): rc = g_trnm[p_key1][p_key2] return(rc) ''' Strip values of a row and try to return encoded unicode string. If failed return ascii format ''' def strip_row (p_row): row = [] for v in p_row: if type(v) == str: v = v.strip() try: v = v.decode('utf_8') except UnicodeDecodeError: pass row.append(v) return(row) ''' Add Quote or not according to value of global variable : ''' def quote(p_str): s = p_str if g_quote is not None: s = g_quote + s + g_quote return(s) ''' Generate tables based on src database and convert table to match the destination database format. ''' def generateTb(): scname_src = "" scname = "" tbname = "" isnewtb = True isnewsch= True s = "" rls = [] tmp_tgt = "" drp = s.split('\n'); ddl = s.split('\n'); sql = getXMLdata(p_dbtype=g_srcdbtype, p_sql="select", p_id="tbDefinition") s = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="tb").strip() ddl += s.split('\n') s = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="drop" ).strip() drp += s.split('\n') cur = g_srcdb.execute(sql) for line in cur: row = strip_row(line) ''' An attempt to get one schema only loaded ''' if (p_ownsrc) == (""): scname_src = row[0] p_ownsrc == row[0] else: scname_src = p_ownsrc if (row[0],row[1]) != (scname_src, tbname): #xxxx if row[0] != scname: isnewsch = True; if (scname, tbname) != ("", ""): s += ddl[3] rls.append(s+g_cmdsep+"\n") ''' an attempt to load a specific table ''' if (p_owntgt) == (""): scname = row[0] p_owntgt == row[0] else: scname = p_owntgt tbname = row[1] isnewtb = True; if isnewsch: s = Template(getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="sch").strip()) s = s.substitute(scname=quote(tr('scname',scname)) ) isnewsch = False if ( s!= "" ): rls.append(s+g_cmdsep+"\n") else: rls.append(s+"\n"); if isnewtb: if p_addrop: s = Template(drp[1]) # The drop table statement s = s.substitute(scname=quote(tr('scname',scname)), tbname=quote(tbname) ) if ( s!= "" ): rls.append(s+g_cmdsep+"\n") s = Template(ddl[1]) # The create table statement s = s.substitute(scname=quote(tr('scname',scname)), tbname=quote(tbname) ) isnewtb = False else: s += ',' s += "\n" clname = row[2] tyname = row[3] precision = row[4] if row[4] > 0 else p_charmax scale = 0 if row[5] is None else row[5] isnull = '' if row[6] is None else row[6] dfval = '' if row[7] is None else "DEFAULT " + row[7] if dfval in ms2vw_default: dfval = ms2vw_default[dfval] if "NEXT VALUE FOR" in dfval: dfval = '' (new_type, select_cast, insert_cast) = g_trty[tyname.upper()] # Substitute datatype by equivalent datatype s += Template(ddl[2]).substitute( clname=quote(clname), tyname=new_type, isnull=isnull, dfval=dfval) s = s.replace('<PRECISION>', str(precision) ) s = s.replace('<SCALE>' , str(scale) ) s += ddl[3] rls.append(s+g_cmdsep+"\n") return(rls) ''' Generate views based on src database and convert view to match the destination database format. SELECT s.table_schema as scname, s.table_name as viwname, s.view_definition as viwdef, s.check_option as viwchk , s.is_updateable viwupd ''' def generateViw(): scname = "" scname_src = "" viwname = "" viwdef = "" viwchk = "" viwupd = "" tbname = "" isnewviw = True isnewsch = True s = "" rls = [] sql = getXMLdata(p_dbtype=g_srcdbtype, p_sql="select", p_id="viwDefinition") s = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="viw" ).strip() ddl = s.split(' ') # print "VIEW NAME>>>>" # print sql # print "VIEW NAME <<<<" ''' START View ''' cur = g_srcdb.execute(sql) for line in cur: row = strip_row(line) print line ''' An attempt to get one schema only loaded ''' if (p_ownsrc) == (""): scname_src = row[0] p_ownsrc == row[0] else: scname_src = p_ownsrc if (row[0],row[1]) != (scname_src, viwname): if row[0] != scname: isnewsch =True; if (scname, viwname) != ("", ""): rls.append(s+g_cmdsep+"\n") scname = row[0] viwname = row[1] viwdef = row[2] if (p_owntgt) == (""): scname = row[0] else: scname = p_owntgt scname_src = row[0] # print "VIEW DEF>>>>" # print p_owntgt # print scname_src # print scname # print viwdef # print "VIEW DEF updated<<<<" # Tried regex to swap CONVERT to CAST, but it's detecting too much of the text #regex = re.compile(r'CONVERT\((?P<type>[^,]*),(?P<value>[^,]*)\)', re.MULTILINE) #viwdef = regex.sub(r'CAST(\g<value> AS \g<type>)', viwdef) for i in range(0,len(ms2vw_view)-1): viwdef = viwdef.replace(ms2vw_view[i][0], ms2vw_view[i][1]) viwdef = viwdef.replace(quote(p_ownsrc), quote(p_owntgt)) viwdef = viwdef.replace('['+p_ownsrc+']', quote(p_owntgt)) # print viwdef # print '['+p_ownsrc+']' # print "VIEW DEF end<<<<" isnewviw = True if isnewsch: s = Template(getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="sch").strip()) s = s.substitute(scname=quote(tr('scname',scname)) ) isnewsch = False if ( s!= "" ): rls.append(s+g_cmdsep+"\n") else: rls.append(s+"\n") else: print "Already got" if isnewviw: s = viwdef # The create view statement isnewviw= False else: s += "" s += "\n" viwdef = row[4] # print "VIEW NAME>>>>" # print viwname # print s # print "VIEW NAME <<<<" # print "VIEW DEF>>>>" # print viwdef # print row[1] # print "VIEW DEF<<<<" # s += viwdef # rls.append(s+g_cmdsep+"\n") return(rls) ''' end View ''' ''' Generate unique constraints (also inclue PrimaryKeys since a PK is also a unique constraint) based on src database and convert unique constraint to the new database format. ''' def generateUk(): scname_src = "" scname = "" tbname = "" csname = "" cstype = "" isnewcs = True s = "" msk = '","' t = "" rls = [] # A returned list which contains the results of the function sql = getXMLdata(p_dbtype=g_srcdbtype , p_sql="select", p_id="ukDefinition") ddl = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="uk" ).strip() cur = g_srcdb.execute(sql) for line in cur: row = strip_row(line) ''' An attempt to get one schema only loaded ''' if (p_ownsrc) == (""): scname_src = row[0] p_ownsrc == row[0] else: scname_src = p_ownsrc ''' Constraint type Column Names ''' cstype = row[3] clname = row[4] if (row[0], row[1], row[2]) != (scname_src, tbname, csname): if (scname, tbname, csname) != ("", "", ""): # We pass to the next index definition s = Template(s).substitute(clname='') rls.append(s+g_cmdsep+"\n") # scname = row[0] tbname = row[1] csname = row[2]+p_idxsep+row[1] isnewcs = True ''' an attempt to load a specific table ''' if (p_owntgt) == (""): scname = row[0] scname_src = row[0] else: scname = p_owntgt scname_src = p_ownsrc s = Template(ddl) s = s.substitute(scname=quote(tr('scname',scname)), tbname=quote(tbname), csname=quote(csname), cstype=cstype, clname=quote(clname)+r'${clname}') if isnewcs: isnewcs = False else: s = Template(s).substitute(clname=','+quote(clname)+r'${clname}') s = Template(s).substitute(clname='') # End Uk definition rls.append(s+g_cmdsep+"\n") return(rls) ''' Generate foreign key based on src database and convert fk to the new database format. ''' def generateFk(): scname = "" scname_src = "" tbname = "" csname = "" isnewcs = True s = "" rls = [] sql = getXMLdata(p_dbtype=g_srcdbtype , p_sql="select", p_id="fkDefinition") ddl = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="fk" ).strip() cur = g_srcdb.execute(sql) for line in cur: row = strip_row(line) ''' An attempt to get one schema only loaded ''' if (p_ownsrc) == (""): scname_src = row[0] p_ownsrc == row[0] else: scname_src = p_ownsrc clname = row[3] rclname = row[6] if (row[0], row[1], row[2]) != (scname, tbname, csname): if (scname, tbname, csname) != ("", "", ""): # We pass to the next index definition s = Template(s).substitute(clname='', rclname='') rls.append(s+g_cmdsep+"\n") scname = row[0] tbname = row[1] ''' an attempt to load a specific table ''' if (p_owntgt) == (""): scname = row[0] ## scname_src = row[0] else: scname = p_owntgt rscname = p_owntgt ## scname_src = p_ownsrc ''' Constraint names( Objects names ) must be unique in a schema ''' csname = row[2]+p_idxsep+row[1] ''' Resource owner ... ALTER TABLE "dbo"."Order Details" ADD CONSTRAINT "FK_Order_Details_Orders" FOREIGN KEY ( "OrderID" ) REFERENCES "dbo_rsc"."Orders_rtb" ( "OrderID" ) ''' rscname = row[4] ''' ALTER TABLE "dbo"."CustomerCustomerDemo" ADD CONSTRAINT "FK_CustomerCustomerDemo" FOREIGN KEY ( "CustomerTypeID" ) REFERENCES "dbo"."CustomerDemographics_rtb" ( "CustomerTypeID" ) ''' rtbname = row[5] isnewcs = True s = Template(ddl) s = s.substitute( scname =quote(tr('scname' ,scname)) , tbname=quote(tbname), csname =quote(csname) , clname=quote(clname)+r'${clname}', rscname=quote(tr('rscname',scname)), rtbname=quote(rtbname), rclname=quote(rclname)+r'${rclname}') if isnewcs: isnewcs = False else: s = Template(s).substitute(clname=','+quote(clname)+r'${clname}', rclname=','+quote(rclname)+r'${rclname}') s = Template(s).substitute(clname='', rclname='') # End constraint definition rls.append(s+g_cmdsep+"\n") return(rls) ''' Generate indexes based on src database and convert indexes to match the destination database format. ''' def generateIx(): scname = "" scname_src = "" tbname = "" ixname = "" isnewix = True s = "" rls = [] sql = getXMLdata(p_dbtype=g_srcdbtype , p_sql="select", p_id="ixDefinition") ddl = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="ix" ).strip() # print "INDEX NAME>>>>" # print sql # print "INDEX NAME <<<<" cur = g_srcdb.execute(sql) for line in cur: # print line row = strip_row(line) ''' An attempt to get one schema only loaded ''' if (p_ownsrc) == (""): scname_src = row[0] p_ownsrc == row[0] else: scname_src = p_ownsrc clname = row[6] # print "CLNAME >>>" # print clname # print "CLNAME >>>" if (row[0], row[1], row[2]) != (scname, tbname, ixname): if (scname, tbname, ixname) != ("", "", ""): # We print last index and we pass to the next index definition s = Template(s).substitute(clname='') rls.append(s+"\n") if ixtype != 'BTREE': print "Warning : Unknown %s index type %s. Following command has been skipped\n%s " % (g_srcdbtype, str(ixtype), s ) scname = row[0] tbname = row[1] ''' an attempt to load a specific table ''' if (p_owntgt) == (""): scname = row[0] scname_src = row[0] else: scname = p_owntgt rscname = p_owntgt scname_src = p_ownsrc ''' Constraint names( Objects names ) must be unique in a schema ''' iscname = row[2] ixname = row[3]+p_idxsep+row[1] ixtype = row[4] ixuniq = row[5] isnewix = True s = Template(ddl) s = s.substitute(ixuniq = '' if ixuniq is None else ixuniq, iscname = quote(tr('iscname', iscname)), ixname = quote(ixname), scname = quote(tr('scname',scname)), tbname = quote(tbname), # clname = quote(clname)) clname = quote(clname)+r'${clname}') print s if isnewix: isnewix = False else: s = Template(s).substitute(clname=','+quote(clname)+r'${clname}') print "ADDING ONE" s = Template(s).substitute(clname='') # End index definition rls.append(s+"\n") print s return(rls) ''' Extract data from src db and load data to dest db ''' def unloadData(p_fdelim): scname = "" tbname = "" insert = "" fname = "" fdelim = p_fdelim counter = 0 select = "" sqls = [] s = "" colnum = 0 sql = getXMLdata(p_dbtype=g_srcdbtype, p_sql="select", p_id="tbDefinition") cursrc = g_srcdb.execute(sql) # Iterate to prepare statements select, insert for line in cursrc: row = strip_row(line) if (row[0],row[1]) != (scname, tbname): if (scname, tbname) != ("", ""): select += selfrom sqls.append( (fname, colnum, select, insert)) scname = row[0] tbname = row[1] s = quote(tbname) if scname is None else quote(scname) + '.' + quote(tbname) select = 'SELECT ' selfrom= ' FROM ' + s s = quote(tbname) if scname is None else quote(tr('scname',scname)) + '_' + quote(tbname) + '.txt' fname = s insert = "" colnum = 0 if colnum > 0: insert += fdelim select += "," clname = row[2] tyname = row[3] (new_type, select_cast, insert_cast) = g_trty[tyname.upper()] # Translate datatypes according to translation table select += select_cast select = select.replace('<COLNAME>', '"'+clname+'"') insert += insert_cast insert = insert.replace('<VALUE>', '<V'+str(colnum)+'>') colnum += 1 select += selfrom sqls.append( (fname, colnum, select, insert) ) # Iterate to select, bind and insert data for (fname, colnum, select, insert) in sqls: try: print select cursrc = g_srcdb.execute(select) counter = 0 f = codecs.open(fname, encoding='utf-8', mode= 'w') sz = 0.0 t1 = time.time() for line in cursrc: ## Read source cursor (SELECT) row = strip_row(line) s = insert for i in range(0,colnum): ## Prepare INSERT value = row[i] if value is None: # When Null s = s.replace("'<V" + str(i) + ">'", '' ) # Replace NULL value for strings and dates s = s.replace("<V" + str(i) + ">" , '' ) # Replace NULL value for integers or floats sz+= 1 elif type(value) == unicode: # When string (unicode) value = value.replace("'", "''") # Replace simple ' by '' in insert command s = s.replace("<V" + unicode(str(i), 'utf-8') + ">", value) sz += len(value) else: # When not string try: s = s.replace("<V" + str(i) + ">", str(value) ) sz += len(str(value)) # Not right but gives an idea of the size of numbers except UnicodeDecodeError: # String has an unknown character print "UnicodeDecodeError for column <%d> value = " % (i), print value value = value.replace("'", "''") # Replace simple ' by '' in insert command s = s.replace("<V" + str(i) + ">", unicode(value, 'utf-8', 'ignore') ) sz += len(value) finally: pass try: ## Write line f.write(s + "\n") counter += 1 except Exception: print "%s" % (s) traceback.print_exc(file=sys.stdout) finally: pass except Exception: print "%s" % (s) traceback.print_exc(file=sys.stdout) finally: t2 = time.time() f.close() print "Rows extracted: %d - Elapsed time(s): %f - Mean data size(MB): %f\n" % (counter, (t2-t1), sz/1024/1024) ''' Loads a lot of data in a single predefined table. ''' def loadTest(): # Run precondition script if found (e.g. this can be used to setup session authorization) pres = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="pre") pre = Template(pres).substitute(scname=quote(tr('scname',"dbo"))) g_destdb.execute(pre) # Iterate to select, bind and insert data s = "" total = 10000 try: counter = 0 currentCounter = 0 inserts = [] t1 = time.time() for j in range (0, total/p_batchsize): currentCounter = 0 inserts = [] for i in range (0, p_batchsize): s = "INSERT INTO dbo.Territories VALUES (%d,'%s',%d)" % (i, "Teritory%d" % i, 2*i) inserts.append(s) t2 = time.time() currentCounter += len(inserts) * insertSQL(g_destdb, ";\n".join(inserts)) counter += currentCounter print "[%d] Batch inserted: %d - Elapsed time(s): %f" % (j, currentCounter, (t2-t1)) t2 = time.time() print "Total rows inserted: %d - Elapsed time(s): %f" % (counter, (t2-t1)) except Exception: print s traceback.print_exc(file=sys.stdout) finally: pass ''' Extract data from src db and load data to dest db @param truncate: Decides if the existing data should be erased before import ''' def loadData(truncate): scname = "" tbname = "" insert = "" counter = 0 select = "" sqls = [] s = "" colnum = 0 table_name = "" sql = getXMLdata(p_dbtype=g_srcdbtype, p_sql="select", p_id="tbDefinition") cursrc = g_srcdb.execute(sql) # Iterate to prepare statements select, insert for line in cursrc: row = strip_row(line) if (row[0],row[1]) != (scname, tbname): if (scname, tbname) != ("", ""): insert += ")" select += selfrom sqls.append( (colnum, select, insert, quote(tbname) if scname is None else quote(tr('scname',scname)) + '.' + quote(tbname))) scname = row[0] tbname = row[1] s = quote(tbname) if scname is None else quote(scname) + '.' + quote(tbname) select = 'SELECT ' selfrom= ' FROM ' + s s = quote(tbname) if scname is None else quote(tr('scname',scname)) + '.' + quote(tbname) table_name = s insert = 'INSERT INTO ' + s + ' VALUES (' colnum = 0 if colnum > 0: insert += "," select += "," clname = row[2] tyname = row[3] (new_type, select_cast, insert_cast) = g_trty[tyname.upper()] # Translate datatypes according to translation table select += select_cast select = select.replace('<COLNAME>', '"'+clname+'"') insert += insert_cast insert = insert.replace('<VALUE>', '<V'+str(colnum)+'>') colnum += 1 insert += ")" select += selfrom sqls.append( (colnum, select, insert, table_name)) # Run precondition script if found (e.g. this can be used to setup session authorization) pres = getXMLdata(p_dbtype=g_destdbtype, p_sql="create", p_id="pre") pre = Template(pres).substitute(scname=quote(tr('scname',scname))) for pre_line in pre.split(';'): g_destdb.execute(pre_line) # Iterate to select, bind and insert data for (colnum, select, insert, table_name) in sqls: try: print select cursrc = g_srcdb.execute(select) counter = 0 currentCounter = 0 inserts = [] print "Loading ..." sz = 0.0 t1 = time.time() # If truncate was specified remove existing rows from the destination table. if truncate and table_name !='' : g_destdb.execute('MODIFY %s TO TRUNCATED' % table_name) isFirstInsert = True for line in cursrc: ## Read source cursor (SELECT) row = strip_row(line) s = insert for i in range(0,colnum): ## Prepare INSERT value = row[i] if value is None: # When Null s = s.replace("'<V" + str(i) + ">'", 'NULL' ) # Replace NULL value for strings and dates s = s.replace("<V" + str(i) + ">" , 'NULL' ) # Replace NULL value for integers or floats sz+= 1 elif type(value) == unicode: # When string (unicode) value = value.replace("'", "''") # Replace simple ' by '' in insert command s = s.replace("<V" + unicode(str(i), 'utf-8') + ">", value) sz += len(value) else: # When not string try: s = s.replace("<V" + str(i) + ">", str(value) ) sz += len(str(value)) # Not right but gives an idea of the size of numbers except UnicodeDecodeError: # String has an unknown character print "UnicodeDecodeError for column <%d> value = " % (i), print value value = value.replace("'", "''") # Replace simple ' by '' in insert command s = s.replace("<V" + str(i) + ">", unicode(value, 'utf-8', 'ignore') ) sz += len(value) print "- Resulting DML : %s " % (s) finally: pass if isFirstInsert: inserts.append(s) isFirstInsert = False else: # Get the string after VAULES, e.g. ('<V0>','<V1>',<V2>) s = s.encode("utf-8") values = s[s.index("VALUES") + 6:] inserts.append(values) currentCounter = len(inserts) if currentCounter>= p_batchsize: counter += currentCounter * insertSQL(g_destdb, ",".join(inserts)) inserts = [] t2 = time.time() print "Batch inserted: %d - Elapsed time(s): %f - Estimated size(MB): %f\n" % (currentCounter, (t2-t1), sz/1024/1024) currentCounter = 0 isFirstInsert = True if currentCounter > 0: counter += currentCounter * insertSQL(g_destdb, ",".join(inserts)) t2 = time.time() print "Total Rows inserted: %d - Elapsed time(s): %f - Estimated size(MB): %f\n" % (counter, (t2-t1), sz/1024/1024) except Exception: print s traceback.print_exc(file=sys.stdout) finally: pass ''' call db sql script with exception wrap ''' def insertSQL(db, sql): try: ## Execute INSERT with warnings.catch_warnings(record=True) as w: warnings.simplefilter("always") if len(w) > 0: print len(w) db.execute(sql) db.commit () if len(w) > 0: print sql print str(w[-1].message) return 1 except Exception: print sql traceback.print_exc(file=sys.stdout) finally: pass return 0 # ------------------------------------------------------------------------------------------- # MAIN # ------------------------------------------------------------------------------------------- p_loadata = False p_cretab = False p_creall = False p_creview = False p_creindex = False p_addrop = False p_loaddl = False p_unload = False p_fdelim = "\t" p_src = None p_dest = None p_quote = None p_cmdsep = None p_batchsize = 1000 p_charmax = 6400 p_loadtest = False p_truncate = False global p_ownsrc global p_owntgt fname = "" tbs = [] uks = [] ixs = [] fks = [] viw = [] if sys.argv[1:] == []: usage() ## Print usage and exit try: opts, args = getopt.getopt(sys.argv[1:], '', g_pars ) except getopt.GetoptError, err: print str(err) for s in g_pars: print s sys.exit(2) ####generateViw p_owntgt = "" p_ownsrc = "" for opt, arg in opts: if opt == "--src" : p_src = arg.strip() elif opt == "--dest" : p_dest = arg.strip() elif opt == "--quote" : p_quote = arg.strip() elif opt == "--cmdsep" : p_cmdsep = arg.strip() elif opt == "--loadata": p_loadata= True elif opt == "--cretab" : p_cretab = True elif opt == "--creindex" : p_creindex = True elif opt == "--add_drop" : p_addrop = True elif opt == "--creall" : p_creall = True elif opt == "--creview" : p_creview = True elif opt == "--unload" : p_unload = True elif opt == "--fdelim" : p_fdelim = arg.strip() elif opt == "--loaddl" : p_loaddl = True elif opt == "--batchsize": p_batchsize= int(arg.strip()) elif opt == "--charmax" : p_charmax= int(arg.strip()) elif opt == "--ownsrc" : p_ownsrc= arg.strip() elif opt == "--owntgt" : p_owntgt= arg.strip() elif opt == "--loadtest": p_loadtest= True elif opt == "--truncate": p_truncate= True elif opt == "--parfile": fname = arg if fname != "": for line in open(fname, 'r'): if re.match("^--.*=.*", line): (param, value) = line.split('=') param = param.strip() value = value.strip() if param == "--src" : p_src = value elif param == "--dest" : p_dest = value elif param == "--quote" : p_quote = value elif param == "--cmdsep": p_cmdsep= value elif param == "--fdelim": p_fdelim= value elif param == "--translation": init_g_trnm(value) elif param == "--owntgt" : p_owntgt = value elif param == "--ownsrc" : p_ownsrc = value else: assert False, "unhandled option" if p_dest == "vector": p_idsep = "_x100" elif p_dest == "vectorh": p_idsep = "_x100" else: p_idxsep = "_ax11_" print "Src = %s" % (p_src) print "Dest = %s" % (p_dest) print "New Target Owner = %s" % (p_owntgt) print "Single Source Owner = %s" % (p_ownsrc) g_srcdbtype = p_src.split(':')[0].split('-')[0] g_destdbtype = p_dest.split(':')[0].split('-')[0] g_trty = g_trmxty[g_srcdbtype][g_destdbtype] g_srcdb = dbconnector(p_src) if p_loaddl or p_loadata or p_loadtest: g_destdb = dbconnector(p_dest) if p_quote is not None: g_quote = p_quote if p_cmdsep is not None: g_cmdsep = p_cmdsep if p_cretab: tbs = generateTb() fname = g_prg+'_tab.txt' f = codecs.open(fname, encoding='utf-8', mode= 'w') for s in tbs: f.write(s) f.close() if p_creview: viw = generateViw() fname = g_prg+'_viw.txt' f = codecs.open(fname, encoding='utf-8', mode= 'w') for s in viw: f.write(s) f.close() if p_loaddl and p_cretab: for s in tbs: try: g_destdb.execute(s) print s except Exception: print s print sys.exc_info() if p_loaddl and p_creview: for s in viw: try: g_destdb.execute(s) print s except Exception: print s print sys.exc_info() if p_loadata: loadData(p_truncate) if p_unload : unloadData(p_fdelim) if p_loadtest: loadTest() if p_creall: uks = generateUk() ixs = generateIx() fks = generateFk() viw = generateViw() fname = g_prg+'_all.txt' f = codecs.open(fname, encoding='utf-8', mode= 'w') for s in uks: f.write(s) for s in ixs: f.write(s) for s in fks: f.write(s) for s in viw: f.write(s) f.close() if p_creindex: uks = generateUk() ixs = generateIx() fks = generateFk() fname = g_prg+'_index.txt' f = codecs.open(fname, encoding='utf-8', mode= 'w') for s in uks: f.write(s) for s in ixs: f.write(s) for s in fks: f.write(s) f.close() if p_loaddl and p_creall: for s in uks: print s try: g_destdb.execute(s) except Exception, e: print "Exception : ", e for s in ixs: print s try: g_destdb.execute(s) except Exception, e: print "Exception : ", e for s in fks: print s try: g_destdb.execute(s) except Exception, e: print "Exception : ", e for s in viw: print s try: g_destdb.execute(s) except Exception, e: print "Exception : ", e if p_loaddl and p_creindex: for s in uks: print s try: g_destdb.execute(s) except Exception, e: print "Exception : ", e for s in ixs: try: g_destdb.execute(s) except Exception, e: print "Exception : ", e for s in fks: print s try: g_destdb.execute(s) except Exception, e: print "Exception : ", e if p_loaddl or p_loadata: g_destdb.close() g_srcdb.close()
ActianCorp/dbmv
bin/dbmv.py
Python
apache-2.0
94,490
[ "ASE" ]
8adc3f3a4ebee99cfd8f71beb6c988c911bf0ec81aeb6af5d79898395ee72e88
# -*- coding: utf-8 -*- # # test_growth_curves.py # # This file is part of NEST. # # Copyright (C) 2004 The NEST Initiative # # NEST is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 2 of the License, or # (at your option) any later version. # # NEST is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with NEST. If not, see <http://www.gnu.org/licenses/>. from scipy.integrate import quad import math import numpy from numpy import testing import pylab import unittest import nest from nest import raster_plot import time HAVE_OPENMP = nest.sli_func("is_threaded") class SynapticElementIntegrator(object): """ Generic class which describes how to compute the number of Synaptic Element based on Ca value Each derived class should overwrite the get_se(self, t) method """ def __init__(self, tau_ca=10000.0, beta_ca=0.001): """ Constructor :param tau_ca (float): time constant of Ca decay :param beta_ca (float): each spike increase Ca value by this value """ self.tau_ca = tau_ca self.beta_ca = beta_ca self.t_minus = 0 self.ca_minus = 0 self.se_minus = 0 def reset(self): self.t_minus = 0 self.ca_minus = 0 self.se_minus = 0 def handle_spike(self, t): """ Add beta_ca to the value of Ca at t = spike time Also update the number of synaptic element :param t (float): spike time """ assert t >= self.t_minus # Update the number of synaptic element self.se_minus = self.get_se(t) # update Ca value self.ca_minus = self.get_ca(t) + self.beta_ca self.t_minus = t def get_ca(self, t): """ :param t (float): current time :return: Ca value """ assert t >= self.t_minus ca = self.ca_minus * math.exp((self.t_minus - t) / self.tau_ca) if ca > 0: return ca else: return 0 def get_se(self, t): """ :param t (float): current time :return: Number of synaptic element Should be overwritten """ return 0.0 class LinearExactSEI(SynapticElementIntegrator): """ Compute the number of synaptic element corresponding to a linear growth curve dse/dCa = nu * (1 - Ca/eps) Use the exact solution """ def __init__(self, eps=0.7, growth_rate=1.0, *args, **kwargs): """ Constructor :param eps: fix point :param growth_rate: scaling of the growth curve .. seealso:: SynapticElementIntegrator() """ super(LinearExactSEI, self).__init__(*args, **kwargs) self.eps = eps self.growth_rate = growth_rate def get_se(self, t): """ :param t (float): current time :return: Number of synaptic element """ assert t >= self.t_minus se = 1 / self.eps * ( self.growth_rate * self.tau_ca * ( self.get_ca(t) - self.ca_minus ) + self.growth_rate * self.eps * (t - self.t_minus) ) + self.se_minus if se > 0: return se else: return 0 class LinearNumericSEI(SynapticElementIntegrator): """ Compute the number of synaptic element corresponding to a linear growth curve dse/dCa = nu * (1 - Ca/eps) Use numerical integration (see scipy.integrate.quad) """ def __init__(self, eps=0.7, growth_rate=1.0, *args, **kwargs): """ Constructor :param eps: fix point :param growth_rate: scaling of the growth curve .. seealso:: SynapticElementIntegrator() """ super(LinearNumericSEI, self).__init__(*args, **kwargs) self.eps = eps self.growth_rate = growth_rate def get_se(self, t): """ :param t (float): current time :return: Number of synaptic element """ assert t >= self.t_minus se = self.se_minus + quad(self.growth_curve, self.t_minus, t)[0] if se > 0: return se else: return 0 def growth_curve(self, t): return self.growth_rate * (1.0 - (self.get_ca(t) / self.eps)) class GaussianNumericSEI(SynapticElementIntegrator): """ Compute the number of synaptic element corresponding to a linear growth curve dse/dCa = nu * (2 * exp( ((Ca - xi)/zeta)^2 ) - 1) with: xi = (eta + eps) / 2.0 zeta = (eta - eps) / (2.0 * sqrt(ln(2.0))) Use numerical integration (see scipy.integrate.quad) """ def __init__(self, eta=0.1, eps=0.7, growth_rate=1.0, *args, **kwargs): """ Constructor :param eps: low fix point :param eta: high fix point :param growth_rate: scaling of the growth curve .. seealso:: SynapticElementIntegrator() """ super(GaussianNumericSEI, self).__init__(*args, **kwargs) self.zeta = (eta - eps) / (2.0 * math.sqrt(math.log(2.0))) self.xi = (eta + eps) / 2.0 self.growth_rate = growth_rate def get_se(self, t): """ :param t (float): current time :return: Number of synaptic element """ assert t >= self.t_minus se = self.se_minus + quad(self.growth_curve, self.t_minus, t)[0] if se > 0: return se else: return 0 def growth_curve(self, t): return self.growth_rate * ( 2 * math.exp( - math.pow((self.get_ca(t) - self.xi) / self.zeta, 2) ) - 1 ) class SigmoidNumericSEI(SynapticElementIntegrator): """ Compute the number of synaptic element corresponding to a sigmoid growth curve dse/dCa = nu * ((2.0 / exp( (Ca - eps)/psi)) - 1.0) Use numerical integration (see scipy.integrate.quad) """ def __init__(self, eps=0.7, growth_rate=1.0, psi=0.1, *args, **kwargs): """ Constructor :param eps: set point :param psi: controls width of growth curve :param growth_rate: scaling of the growth curve .. seealso:: SynapticElementIntegrator() """ super(SigmoidNumericSEI, self).__init__(*args, **kwargs) self.eps = eps self.psi = psi self.growth_rate = growth_rate def get_se(self, t): """ :param t (float): current time :return: Number of synaptic element """ assert t >= self.t_minus se = self.se_minus + quad(self.growth_curve, self.t_minus, t)[0] if se > 0: return se else: return 0 def growth_curve(self, t): return self.growth_rate * ( (2.0 / (1.0 + math.exp( (self.get_ca(t) - self.eps) / self.psi ))) - 1.0 ) @unittest.skipIf(not HAVE_OPENMP, 'NEST was compiled without multi-threading') class TestGrowthCurve(unittest.TestCase): """ Unittest class to test the GrowthCurve used with nest """ def setUp(self): nest.ResetKernel() nest.SetKernelStatus({"total_num_virtual_procs": 4}) nest.ResetNetwork() nest.set_verbosity('M_DEBUG') self.sim_time = 10000 self.sim_step = 100 nest.SetKernelStatus( {'structural_plasticity_update_interval': self.sim_time + 1}) self.se_integrator = [] self.sim_steps = None self.ca_nest = None self.ca_python = None self.se_nest = None self.se_python = None # build self.pop = nest.Create('iaf_neuron', 10) self.local_nodes = nest.GetNodes([0], {'model': 'iaf_neuron'}, True)[0] self.spike_detector = nest.Create('spike_detector') nest.Connect(self.pop, self.spike_detector, 'all_to_all') noise = nest.Create('poisson_generator') nest.SetStatus(noise, {"rate": 800000.0}) nest.Connect(noise, self.pop, 'all_to_all') def simulate(self): self.sim_steps = numpy.arange(0, self.sim_time, self.sim_step) self.ca_nest = numpy.zeros( (len(self.local_nodes), len(self.sim_steps))) self.ca_python = numpy.zeros( (len(self.se_integrator), len(self.sim_steps))) self.se_nest = numpy.zeros( (len(self.local_nodes), len(self.sim_steps))) self.se_python = numpy.zeros( (len(self.se_integrator), len(self.sim_steps))) start = time.clock() for t_i, t in enumerate(self.sim_steps): for n_i, n in enumerate(self.local_nodes): self.ca_nest[n_i][t_i], synaptic_elements = nest.GetStatus( [n], ('Ca', 'synaptic_elements'))[0] self.se_nest[n_i][t_i] = synaptic_elements['se']['z'] nest.Simulate(self.sim_step) start = time.clock() tmp = nest.GetStatus(self.spike_detector, 'events')[0] spikes_all = tmp['times'] senders_all = tmp['senders'] for n_i, n in enumerate(self.local_nodes): spikes = spikes_all[senders_all == n] [sei.reset() for sei in self.se_integrator] spike_i = 0 for t_i, t in enumerate(self.sim_steps): while spike_i < len(spikes) and spikes[spike_i] <= t: [sei.handle_spike(spikes[spike_i]) for sei in self.se_integrator] spike_i += 1 for sei_i, sei in enumerate(self.se_integrator): self.ca_python[sei_i, t_i] = sei.get_ca(t) self.se_python[sei_i, t_i] = sei.get_se(t) for sei_i, sei in enumerate(self.se_integrator): testing.assert_almost_equal( self.ca_nest[n_i], self.ca_python[sei_i], decimal=5) testing.assert_almost_equal( self.se_nest[n_i], self.se_python[sei_i], decimal=5) def plot(self): pylab.ion() for i, sei in enumerate(self.se_integrator): pylab.figure() pylab.subplot(1, 2, 1) pylab.title('Ca') pylab.plot(self.sim_steps, self.ca_nest[0, :]) pylab.plot(self.sim_steps, self.ca_python[i]) pylab.legend(('nest', sei.__class__.__name__)) pylab.subplot(1, 2, 2) pylab.title('Synaptic Element') pylab.plot(self.sim_steps, self.se_nest[0, :]) pylab.plot(self.sim_steps, self.se_python[i]) pylab.legend(('nest', sei.__class__.__name__)) pylab.savefig('sp' + sei.__class__.__name__ + '.png') raster_plot.from_device(self.spike_detector) pylab.savefig('sp_raster_plot.png') def test_linear_growth_curve(self): beta_ca = 0.0001 tau_ca = 10000.0 growth_rate = 0.0001 eps = 0.10 nest.SetStatus( self.local_nodes, { 'beta_Ca': beta_ca, 'tau_Ca': tau_ca, 'synaptic_elements': { 'se': { 'growth_curve': 'linear', 'growth_rate': growth_rate, 'eps': eps, 'z': 0.0 } } } ) self.se_integrator.append(LinearExactSEI( tau_ca=tau_ca, beta_ca=beta_ca, eps=eps, growth_rate=growth_rate)) self.se_integrator.append(LinearNumericSEI( tau_ca=tau_ca, beta_ca=beta_ca, eps=eps, growth_rate=growth_rate)) self.simulate() # check that we got the same values from one run to another # expected = self.se_nest[:, 10] # print(self.se_nest[:, 10].__repr__()) expected = numpy.array([ 0.08376263, 0.08374046, 0.08376031, 0.08376756, 0.08375428, 0.08378699, 0.08376784, 0.08369779, 0.08374215, 0.08370484 ]) for n in self.pop: if n in self.local_nodes: testing.assert_almost_equal( self.se_nest[self.local_nodes.index(n), 10], expected[ self.pop.index(n)], decimal=8) def test_gaussian_growth_curve(self): beta_ca = 0.0001 tau_ca = 10000.0 growth_rate = 0.0001 eta = 0.05 eps = 0.10 nest.SetStatus( self.local_nodes, { 'beta_Ca': beta_ca, 'tau_Ca': tau_ca, 'synaptic_elements': { 'se': { 'growth_curve': 'gaussian', 'growth_rate': growth_rate, 'eta': eta, 'eps': eps, 'z': 0.0 } } } ) self.se_integrator.append( GaussianNumericSEI(tau_ca=tau_ca, beta_ca=beta_ca, eta=eta, eps=eps, growth_rate=growth_rate)) self.simulate() # check that we got the same values from one run to another # expected = self.se_nest[:, 30] # print(self.se_nest[:, 30].__repr__()) expected = numpy.array([ 0.10044035, 0.10062526, 0.1003149, 0.10046311, 0.1005713, 0.10031755, 0.10032216, 0.10040191, 0.10058179, 0.10068598 ]) for n in self.pop: if n in self.local_nodes: testing.assert_almost_equal( self.se_nest[self.local_nodes.index(n), 30], expected[ self.pop.index(n)], decimal=5) def test_sigmoid_growth_curve(self): beta_ca = 0.0001 tau_ca = 10000.0 growth_rate = 0.0001 eps = 0.10 psi = 0.10 nest.SetStatus( self.local_nodes, { 'beta_Ca': beta_ca, 'tau_Ca': tau_ca, 'synaptic_elements': { 'se': { 'growth_curve': 'sigmoid', 'growth_rate': growth_rate, 'eps': eps, 'psi': 0.1, 'z': 0.0 } } } ) self.se_integrator.append( SigmoidNumericSEI(tau_ca=tau_ca, beta_ca=beta_ca, eps=eps, psi=psi, growth_rate=growth_rate)) self.simulate() # check that we got the same values from one run to another # expected = self.se_nest[:, 30] # print self.se_nest[:, 30].__repr__() expected = numpy.array([ 0.07801164, 0.07796841, 0.07807825, 0.07797382, 0.07802574, 0.07805961, 0.07808139, 0.07794451, 0.07799474, 0.07794458 ]) for n in self.pop: if n in self.local_nodes: testing.assert_almost_equal( self.se_nest[self.local_nodes.index(n), 30], expected[ self.pop.index(n)], decimal=5) def tearDown(self): # uncomment this line if you want to plot values # self.plot() return def suite(): test_suite = unittest.makeSuite(TestGrowthCurve, 'test') return test_suite if __name__ == '__main__': unittest.main()
drodarie/nest-simulator
pynest/nest/tests/test_sp/test_growth_curves.py
Python
gpl-2.0
15,637
[ "Gaussian" ]
aedfd719f48eeb3a45d962da39d8383653c89334b1345a85e5188cf70ba1380e
"""Standalone Python tool which lets you preview TrueType fonts as they would be rendered on a pinball DMD.""" # font_tester.py # Mission Pinball Framework # Written by Brian Madden & Gabe Knuth # Released under the MIT License. (See license info at the end of this file.) # Documentation and more info at http://missionpinball.com/mpf """ Requirements ------------ * Requires Python & Pygame. Any version of either should be fine? * Works on Windows, Mac, Linux * Does *not* require the Mission Pinball Framework. This tool is completely standalone. Running the tool ---------------- Run this tool by specifying the path to a folder which has TrueType font files (.ttf) you want to test. You can optionally specify a file name too which is the first font it will load. Otherwise it just starts at the beginning of the alphabet. For example: python font_tester.py c:\Windows\Fonts or python font_tester.py ../mpf.fonts/pixelmix.ttf Instructions ------------ Once the window pops up: * Type any characters to have them appear in the window. * Left & Right arrows cycle through the different fonts in the folder. * Up & Down arrows increase & decrease the size of the font. * Shift+Up & Shift+Down adjust the vertical placement of the font * CTRL+A (or CMD+A on a Mac) toggles Antialias mode * CTRL+B (or CMD+B) toggles the green Bounding Box. * CTRL+S (or CMD+S) takes a snapshot of the screen and saves it to the 'font_snapshots' folder Limitations (which we will address soon): * Only works with TrueType fonts with .ttf extensions. * Doesn't work with shift symbols. (i.e. SHIFT+1 shows "1" and not "!") """ import os import sys from optparse import OptionParser import pygame import pygame.locals # CONFIGURATION SETTINGS: You can change these if you want # ------------------------------------------------------------------------------ window_size = (800, 600) # pixel size of the main window dmd_size = (128, 32) # pixel size of the native DMD dmd_screen_size = (640, 160) # pixel size of the on screen DMD pixel_color = (255, 85, 0) # R, G, B colors of the font pixels dark_color = (34, 17, 0) # R, G, B colors of the 'off' pixels pixel_spacing = 2 # Pixel spacing between dots loop_ms = 100 # How many ms it waits per cycle font_bg_color = (0, 200, 0) # R, G, B color of the CTRL+B box max_chars = 20 # How many characters are displayed snapshot_folder = "font_snapshots" # Path of the CTRL+S screenshots prefer_uncompressed_snapshots = False # Do you want uncompressed BMPs? snapshot_flash_brightness = 255 # Color of the snapshot flash snapshot_flash_steps = 5 # Steps for the flash to be done text_string = "HELLO" # Initial text font_size = 10 # Initial size antialias = False # Initial antialias setting bounding_box = False # Initial bounding box settings # ------------------------------------------------------------------------------ # END OF CONFIGURATION SETTINGS. Don't change anything below here font_path = None font_list = list() font_index = 0 char = None y_offset = 0 snapshot_flash_index = 0 def load_font(): global font global font_list global font_index global font_size global font_path font = pygame.font.Font(os.path.join(font_path, font_list[font_index]), font_size) def change_font_size(direction): global font_size if direction == 'up': font_size += 1 elif direction == 'down' and font_size > 1: font_size -= 1 load_font() update_screen() def change_font(direction): global font_list global font_index if direction == 'left': font_index -= 1 elif direction == 'right': font_index += 1 if font_index < 0: font_index = len(font_list) - 1 elif font_index > len(font_list) - 1: font_index = 0 load_font() update_screen() def change_y_offset(direction): global y_offset if direction == 'up': y_offset -= 1 elif direction == 'down': y_offset += 1 def main_loop(): global snapshot_flash_index for event in pygame.event.get(): if event.type == pygame.QUIT: sys.exit() elif event.type == pygame.KEYDOWN: process_key(event.key, event.mod) pygame.time.delay(loop_ms) if snapshot_flash_index: snapshot_flash_index -= 1 update_screen() def process_key(key, mods): global text_string global max_chars ctrl = False shift = False # Calculate mods if (mods & pygame.locals.KMOD_SHIFT) or (mods & pygame.locals.KMOD_CAPS): shift = True if (mods & pygame.locals.KMOD_META) or (mods & pygame.locals.KMOD_CTRL): ctrl = True if key == pygame.locals.K_ESCAPE: sys.exit() else: char = pygame.key.name(key) if ctrl and char == 's': screen_snap() elif ctrl and char == 'a': flip_antialias() elif ctrl and char == 'b': flip_bounding_box() elif shift and (char == 'up' or char == 'down'): change_y_offset(char) elif char == 'up' or char == 'down': change_font_size(char) elif char == 'left' or char == 'right': change_font(char) else: text_string += get_char(char, shift) if len(text_string) > max_chars: text_string = text_string[-max_chars:] update_screen() def update_screen(): global font global antialias global text_string global pixel_color global dark_color global screen global dmd_size global dmd_screen_size global pixel_spacing global font_size global font_index global font_list global font_bg_color global bounding_box global snapshot_flash_index global snapshot_flash_brightness global snapshot_flash_steps global y_offset # render the text if bounding_box: text_surface = font.render(text_string, antialias, pixel_color, font_bg_color) else: text_surface = font.render(text_string, antialias, pixel_color) # figure out the x, y position to center this text in the DMD x = (dmd_size[0] - text_surface.get_width()) / 2 y = ((dmd_size[1] - text_surface.get_height()) / 2) + y_offset # put that text on our 'dmd' surface in the way it will be in MPF dmd_surface = pygame.Surface((dmd_size)) dmd_surface.fill(dark_color) dmd_surface.blit(text_surface, (x, y)) # scale it dmd_screen_surface = pygame.transform.scale(dmd_surface, (dmd_screen_size)) # pixelize it if pixel_spacing: ratio = dmd_screen_surface.get_width() / float(dmd_surface.get_width()) for row in range(dmd_surface.get_height() + 1): pygame.draw.line(dmd_screen_surface, (0, 0, 0), (0, row*ratio), (dmd_screen_surface.get_width()-1, row*ratio), pixel_spacing) for col in range(dmd_surface.get_width() + 1): pygame.draw.line(dmd_screen_surface, (0, 0, 0), (col*ratio, 0), (col*ratio, dmd_screen_surface.get_height()-1), pixel_spacing) # Create the surface for the font name info_font = pygame.font.Font(None, 50) fontname_surface = info_font.render(font_list[font_index], True, (255, 255, 255)) fontsize_surface = info_font.render("Font Size: " + str(font_size), True, (255, 255, 255)) if antialias: aa_string = "ON" else: aa_string = "OFF" antialias_surface = info_font.render("Antialias: " + aa_string, True, (255, 255, 255)) screen.fill((0,0,0)) # center the DMD screen on the display surface x = (screen.get_width() - dmd_screen_surface.get_width()) / 2 y = (screen.get_height() - dmd_screen_surface.get_height()) / 2 # draw a box around the DMD pygame.draw.rect(screen, (255, 255, 255), (x-1, y-1,dmd_screen_surface.get_width() + 2, dmd_screen_surface.get_height() + 2), 1) screen.blit(dmd_screen_surface, (x, y)) screen.blit(fontname_surface, (10,10)) x = screen.get_width() - fontsize_surface.get_width() - 10 screen.blit(fontsize_surface, (x, 10)) y = screen.get_height() - antialias_surface.get_height() - 10 screen.blit(antialias_surface, (10, y)) if snapshot_flash_index: value = int(snapshot_flash_brightness * snapshot_flash_index / float(snapshot_flash_steps)) screen.fill((value, value, value)) pygame.display.update() def screen_snap(): global snapshot_folder global font_list global font_index global font_size global antialias global prefer_uncompressed_snapshots global bounding_box global snapshot_flash_index global snapshot_flash_steps global y_offset # make sure we have our folder if not os.path.isdir(snapshot_folder): os.mkdir(snapshot_folder) surface = pygame.display.get_surface() filename = font_list[font_index].split('.')[0] + '-' + str(font_size) if antialias: filename += '-aa' if bounding_box: filename += '-bb' if y_offset: filename += '-y' + str(y_offset) if prefer_uncompressed_snapshots or not pygame.image.get_extended(): filename += '.bmp' else: filename += '.png' filename = os.path.join(snapshot_folder, filename) pygame.image.save(surface, filename) snapshot_flash_index = snapshot_flash_steps def flip_antialias(): global antialias antialias ^= 1 def flip_bounding_box(): global bounding_box bounding_box ^= 1 def get_char(char, shift): if char == 'space': return ' ' if len(char) == 1: if char.isalpha() and shift: return char.upper() else: return char return '' def setup_file_list(font_string): global font_file global font_path global font_list global font_index if os.path.isdir(font_string): font_path = font_string font_file = None elif os.path.isfile(font_string): font_path, font_file = os.path.split(font_string) else: print "ERROR: Parameter passed isn't a valid path or file name." sys.exit() # Find all the fonts in this folder and add them to the list for item in os.walk(font_path): for file_name in item[2]: if file_name.upper().endswith('.TTF'): font_list.append(file_name) # figure out which one is ours if font_file: font_index = font_list.index(font_file) def main(): global screen # Get command line input parser = OptionParser() (options, args) = parser.parse_args() options = vars(options) if len(args) != 1: print "Error. This tool requires a font filename as a command line parameter" sys.exit() else: setup_file_list(args[0]) pygame.init() # Set up the window flags = 0 flags = flags | pygame.locals.RESIZABLE screen = pygame.display.set_mode(window_size, flags) pygame.display.set_caption("Mission Pinball Framework Font Tester") load_font() update_screen() while 1: main_loop() if __name__ == "__main__": main() # The MIT License (MIT) # Copyright (c) 2013-2015 Brian Madden and Gabe Knuth # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell # copies of the Software, and to permit persons to whom the Software is # furnished to do so, subject to the following conditions: # The above copyright notice and this permission notice shall be included in # all copies or substantial portions of the Software. # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN # THE SOFTWARE.
jabdoa2/mpf
tools/font_tester.py
Python
mit
12,828
[ "Brian" ]
d1e1eb0b3913ce29ac84b6d3d68901154b17867e9db869d2f5cda9faf99a18cf
#!/usr/bin/env python2.6 """ Tue Nov 27 14:50:38 PST 2012 Parse blastclust output files and call the different cluster types. This is applied in searching for similar (but not identical) clones to the expanded clones. The input blast was done on the top clones of each patients: For each V-J recombination: Blast the top clones with that V-J against all the clones carrying that V-J In a way, we use each top clone as a seed and look for similar sequences using that seed. The hits from the blast that pass a certain similarity cutoff form the cluster. We distinguish 5 types of cluster: #Types: 1: "Multiple expanded clones from multiple samples" # 2: "Multiple expanded clones from only one sample" # 3: "Expanded clones that do not cluster with any other sequence" # 4: "Non-expanded clones that do not cluster with any other sequence" # 5: "Others" Return a summary of: nknguyen at soe ucsc edu """ import os, sys, re from Bio.Blast import NCBIXML import immunoseq.lib.immunoseqLib as iseqlib def getCloneInfo(clonestr): #as11D;183042;size=8925 items = clonestr.lstrip('>').split(';') sample = items[0] size = int(items[-1].lstrip("size=")) id = items[1] return sample, id, size class Clone(): def __init__(self, clonestr): sample, id, size = getCloneInfo(clonestr) self.desc = clonestr.lstrip('>') self.sample = sample self.id = id self.size = size def setFreq(self, total): if total == 0: raise ValueError("Error: Total sequences of sample %s is 0." %(self.sample)) else: self.freq = 100.0*self.size/total class Cluster(): def __init__(self, line, vj, sample2total): self.vj = vj items = line.strip().split() clones = [Clone(item) for item in items] #set clone frequency: for clone in clones: if sample2total: if clone.sample in sample2total: clone.setFreq(sample2total[clone.sample]) else: raise ValueError("The total number of sequences is required but not found for sample %s\n" %clone.sample) self.clones = sorted(clones, key=lambda c: c.size, reverse=True) self.totalReads = sum([c.size for c in clones]) self.numClones = len(self.clones) def getDesc(self): return "%s;%d;%d" %(self.vj, self.numClones, self.totalReads) def readBlastclustOutfiles(infile, vjname, options): #minPos, minLen, minExpSize, minExpClones, minMotifClones, minExpFreq, sample2total #Read in blastclust output file: f = open(infile, 'r') clusters = [] for line in f: cluster = Cluster(line, vjname, options.sample2total) clusters.append(cluster) f.close() return clusters def getClusterType(cluster, minExpFreq, minExpSize, minExpClones): #Types: 1: "Multiple expanded clones from multiple samples" # 2: "Multiple expanded clones from only one sample" # 3: "Expanded clones that do not cluster with any other sequence" # 4: "Non-expanded clones that do not cluster with any other sequence" # 5: "Others" numExp = 0 expSamples = [] #samples with expanded clones besides seed sample clones = {} #non-redundant clone of the current cluster, key=cloneStr, value = clone sequence type = 5 if cluster.numClones == 1: #type 3 or 4 clone = cluster.clones[0] if clone.size >= minExpSize and clone.freq >= minExpFreq: #expanded clone, type 3 numExp += 1 type = 3 else: #non-expanded clone, type 4 type = 4 else: for clone in cluster.clones: #expanded if clone.size >= minExpSize and clone.freq >= minExpFreq: #expanded clone numExp += 1 if clone.sample not in expSamples: expSamples.append(clone.sample) if numExp >= minExpClones: #type 1 or 2 if len(expSamples) == 1: #no other sample has expanded clones type = 2 else: type = 1 return type, numExp def getFh(type, fh1, fh2, fh3, fh4, fh5): if type == 1: return fh1 elif type == 2: return fh2 elif type == 3: return fh3 elif type == 4: return fh4 else: return fh5 def printCluster(cluster, fh): fh.write("\n>%s\n" %cluster.getDesc()) fh.write("\t%s\n" %("\n\t".join([clone.desc for clone in cluster.clones])) ) def clusterId2info(): id2info = { 1: "Multiple expanded clones from multiple samples", 2: "Multiple expanded clones from only one sample", 3: "Expanded clones that do not cluster with any other sequence", 4: "Non-expanded clones that do not cluster with any other sequence", 5: "Others", } return id2info def separateClusters(clusters, minExpFreq, minExpSize, minExpClones, fh1, fh2, fh3, fh4, fh5, type2count, type2clusters): #Types: 1: "Multiple expanded clones from multiple samples" # 2: "Multiple expanded clones from only one sample" # 3: "Expanded clones that do not cluster with any other sequence" # 4: "Non-expanded clones that do not cluster with any other sequence" # 5: "Others" totalseq = 0 expseq = 0 for cluster in clusters: type, numExp = getClusterType(cluster, minExpFreq, minExpSize, minExpClones) expseq += numExp totalseq += cluster.numClones fh = getFh(type, fh1, fh2, fh3, fh4, fh5) printCluster(cluster, fh) #Update type count if type not in type2count: type2count[type] = 1 else: type2count[type] += 1 #Update type2clusters: if type not in type2clusters: type2clusters[type] = [cluster] else: type2clusters[type].append(cluster) return totalseq, expseq def getPc(count, total): if total == 0: return 0 return 100.0*count/total def readFaFile(file): header2seq = {} f = open(file, 'r') header = '' seq = '' for line in f: line = line.strip() if len(line) == 0: continue if line[0] == '>': if header != '' and header not in header2seq: header2seq[header] = seq header = line.lstrip('>') seq = '' else: seq += line if header != '' and seq != '' and header not in header2seq: header2seq[header] = seq f.close() return header2seq def readSample2total(file): sample2total = {} f = open(file, 'r') for line in f: items = line.strip().split() sample2total[items[0]] = int(items[1]) f.close() return sample2total def addOptions(parser): parser.add_option('-i', '--indir', dest='indir', help='Input directory, containing blastclust output files') parser.add_option('-f', '--fasta', dest='fadir', help='Fasta directory, containing fasta files') parser.add_option('-o', '--outdir', dest='outdir', help='Output directory') parser.add_option('-b', '--basename', dest='basename', default='out', help='Output files basename. Default=%default') parser.add_option('-S', '--minExpandedSize', dest='minExpSize', type='int', default=1000, help='Minimum number of reads for a clone to be called "expanded". Default=%default') parser.add_option('-C', '--minExpandedClones', dest='minExpClones', type='int', default=2, help='Minimum number of expanded clones for a cluster to be classified as type 1. Default=%default') parser.add_option('-F', '--minExpandedFreq', dest='minExpFreq', type='float', default=0.0, help='Minimun frequency (ranging from 0 - 100%) for a clone to be called "expanded". Default=%default') parser.add_option('--sample2total', dest='sample2total', help='Required if --minExpandedFreq is larger than 0. Format: <sample> <totalCount>') parser.add_option('-v', '--removeV', dest='vfile', help='If specified, remove the rest of V gene and only print out the CDR3 region of each sequence in the output fasta files. Default = None') #parser.add_option('-p', '--positive', dest='minPos', type='float', default=0.9, help='Minimum portion of positive matches. Default=%default') #parser.add_option('-l', '--len', dest='minLen', type='int', default=10, help='Minimum sequence length to be included in the output. Default=%default') #parser.add_option('-c', '--minMotifClones', dest='minMotifClones', type='int', default=10, help='Minimum number of clones carrying the same motif for a seed and its cluster to be classified as type 2. Default=%default ') def main(): parser = iseqlib.initOptions() addOptions(parser) options, args = parser.parse_args() if options.minExpFreq > 0 and not options.sample2total: parser.error("--sample2total is required as --minExpandedFreq > 0\n") if options.sample2total: options.sample2total = readSample2total(options.sample2total) ext = 'txt' infiles = iseqlib.getfiles(options.indir, ext) outbasename = os.path.join(options.outdir, options.basename) fh1 = open("%s-1.txt" %outbasename, 'w') fh2 = open("%s-2.txt" %outbasename, 'w') fh3 = open("%s-3.txt" %outbasename, 'w') fh4 = open("%s-4.txt" %outbasename, 'w') fh5 = open("%s-5.txt" %outbasename, 'w') type2count = {} type2clusters = {} totalseq = 0 expseq = 0 for file in infiles: infile = os.path.join(options.indir, file) vjname = file.rstrip(ext).rstrip('.') clusters = readBlastclustOutfiles(infile, vjname, options) total, exp = separateClusters(clusters, options.minExpFreq, options.minExpSize, options.minExpClones, fh1, fh2, fh3, fh4, fh5, type2count, type2clusters) totalseq += total expseq += exp fh1.close() fh2.close() fh3.close() fh4.close() fh5.close() #summary stats: summaryFile = "%s-summary.txt" %outbasename fh = open(summaryFile, 'w') fh.write("#min size to be called expanded clones: %d\n#min number of expanded clones required for type 1: %d\n" %(options.minExpSize, options.minExpClones)) id2info = clusterId2info() fh.write("Total number of clones: %d\n" %totalseq) fh.write("Total number of expanded clones: %d\n" %expseq) for type in sorted(type2count.keys()): fh.write("%d\t%s\t%d\n" %(type, id2info[type], type2count[type])) fh.close() #Print type2clones: #Read v files: v2seq = {} if options.vfile: v2seq = readFaFile(options.vfile) #Read fasta files: ext = 'fa' infiles = iseqlib.getfiles(options.fadir, ext) vj2id2seq = {} for file in infiles: infile = os.path.join(options.fadir, file) vjname = file.rstrip(ext).rstrip('.') vj2id2seq[vjname] = readFaFile(infile) for type, clusters in type2clusters.iteritems(): outfile = "%s-%d.fa" %(outbasename, type) f = open(outfile, 'w') f.write("#Type: %s\n" %type) clusters = sorted(clusters, key=lambda c: c.totalReads, reverse=True) for cluster in clusters: f.write("#Cluster %s\n" %cluster.getDesc()) id2seq = vj2id2seq[cluster.vj] v = cluster.vj.split(".")[0] vseq = "" if v in v2seq: vseq = v2seq[v] for clone in cluster.clones: seq = id2seq[ clone.desc ] cdr3seq = seq[ len(vseq): ] header = "%s;%s;%d;%s" %(clone.sample, cdr3seq, clone.size, cluster.vj) f.write(">%s\n" %header) f.write("%s\n" %seq) f.close() if __name__ == '__main__': main()
ngannguyen/immunoseq
src/clusterType_blastclust.py
Python
mit
11,873
[ "BLAST" ]
025d794255e063730197be7f95a0862d4cde7bc303f0c20d532aadb4d17912b0
############################################################################## # adaptiveMD: A Python Framework to Run Adaptive Molecular Dynamics (MD) # Simulations on HPC Resources # Copyright 2017 FU Berlin and the Authors # # Authors: Jan-Hendrik Prinz # Contributors: # # `adaptiveMD` is free software: you can redistribute it and/or modify # it under the terms of the GNU Lesser General Public License as # published by the Free Software Foundation, either version 2.1 # of the License, or (at your option) any later version. # # This library is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU Lesser General Public License for more details. # # You should have received a copy of the GNU Lesser General Public # License along with MDTraj. If not, see <http://www.gnu.org/licenses/>. ############################################################################## from __future__ import print_function, absolute_import from itertools import chain from .condition import Condition from .task import Task class Event(object): """ Class describing the condition and function execution of some code """ _skip_done_conditions = True _wait_for_completion = True def __init__(self, when=None): """ Parameters ---------- when : `Condition` the callable that determines when an Event should be executed """ self._on = None self._until = None self._finish_conditions = [] self._active_tasks = [] self._generator = None self._current_when = None self._current_iter = None if when is not None: self.on(when) def on(self, when): """ Specify a list of conditions when the event is to be executed Parameters ---------- when : (list of) callable -> bool a condition (a function the returns a bool) that is tested for and if it is true (once trigger is called) the event will be executed and the next condition will be waited for. Returns ------- self return the object itself for chaining """ self._on = when if hasattr(self._on, '__iter__'): # there are multiple conditions so pick first self._current_iter = iter(self._on) else: self._current_iter = iter([self._on]) self._advance() return self def _advance(self): try: # there are multiple conditions so pick first self._current_when = next(self._current_iter) except StopIteration: self._current_when = None def _update_conditions(self): self._active_tasks = [x for x in self._active_tasks if not x.is_done()] self._finish_conditions = [x for x in self._finish_conditions if x()] @property def active_tasks(self): """ Returns ------- list of `Task` the list of currently active tasks in this event """ self._update_conditions() return self._active_tasks @property def has_running_tasks(self): self._update_conditions() return len(self._finish_conditions) > 0 # return len(self._active_tasks) > 0 def __bool__(self): self._update_conditions() return self._current_when is not None or self.has_running_tasks def _generate(self, scheduler): if self._generator is not None: # todo: this should be cleaner and not guess the number of args try: return self._generator(scheduler) except TypeError: return self._generator() else: return [] def __call__(self, scheduler): generated = self._generate(scheduler) tasks = scheduler.submit(generated) for t in tasks: if isinstance(t, Task): self._active_tasks.append(t) self._finish_conditions.append(t.is_done) # self._active_tasks.extend(tasks) return generated def trigger(self, scheduler): """ Test conditions and trigger execution if they are fulfilled Parameters ---------- scheduler : `Scheduler` the scheduler which will handle submission of tasks if desired Returns ------- list of `Task` a list of new tasks that should be submitted """ if self: if not self.has_running_tasks or not self._wait_for_completion: if self._until is not None and self._until(): self._current_when = None if self._current_when and self._current_when(): tasks = self(scheduler) self._advance() if self._skip_done_conditions: while self._current_when is not None and \ self._current_when(): self._advance() return tasks return [] def __str__(self): return '%s(%s, %s[%s])' % ( 'active' if self else '------', self.__class__.__name__, str(self._current_when), str(self._current_when()) if self._current_when else 'None', ) def repeat(self, times=None): """ Set the event iter to restart if its tasks are finished Notes ----- This overrides potential multiple trigger events and just repeats when finished until the stop condition is met Returns ------- self """ if times is None: self._current_iter = chain( self._current_iter, (TasksFinished(self) for _ in iter(int, 1))) else: self._current_iter = chain( self._current_iter, (TasksFinished(self) for _ in range(times))) return self def until(self, repeat): """ Set the event iter to restart if its tasks are finished Notes ----- This overrides potential multiple trigger events and just repeats when finished until the stop condition is met Returns ------- self """ self._until = repeat return self def do(self, generator): """ Set the task generator to be used once a condition is met Parameters ---------- generator : function -> list of `Task` Returns ------- self """ self._generator = generator return self def cancel(self): """ Stop execution of future events """ self._current_when = None @property def on_done(self): """ Return a `Condition` that is True once the event is finished Returns ------- """ return TasksFinished(self) class TasksFinished(Condition): """ Condition to represent the completion of an event """ def __init__(self, event): super(TasksFinished, self).__init__() self.event = event def check(self): return not bool(self.event) class StopEvent(Event): """ Event that represents the termination of the used scheduler """ def __call__(self, scheduler): return StopIteration
jrossyra/adaptivemd
adaptivemd/event.py
Python
lgpl-2.1
7,626
[ "MDTraj" ]
9f48d4024470ac5837641f40aed5d5fa802df74824d19fd5e85d869631d7985b
# -*- coding: utf-8 -*- # # Copyright (C) 2016-2017 Bitergia # # This program is free software; you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation; either version 3 of the License, or # (at your option) any later version. # # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program; if not, write to the Free Software # Foundation, 51 Franklin Street, Fifth Floor, Boston, MA 02110-1335, USA. # # Authors: # Alberto Martín <alberto.martin@bitergia.com> # Santiago Dueñas <sduenas@bitergia.com> # import json import logging import time from grimoirelab.toolkit.datetime import datetime_to_utc from grimoirelab.toolkit.uris import urijoin from ...backend import (Backend, BackendCommand, BackendCommandArgumentParser) from ...client import HttpClient from ...utils import DEFAULT_DATETIME MAX_QUESTIONS = 100 # Maximum number of reviews per query logger = logging.getLogger(__name__) class StackExchange(Backend): """StackExchange backend for Perceval. This class retrieves the questions stored in any of the StackExchange sites. To initialize this class the site must be provided. :param site: StackExchange site :param tagged: filter items by question Tag :param api_token: StackExchange access_token for the API :param max_questions: max of questions per page retrieved :param tag: label used to mark the data :param archive: archive to store/retrieve items """ version = '0.9.0' def __init__(self, site, tagged=None, api_token=None, max_questions=None, tag=None, archive=None): origin = site super().__init__(origin, tag=tag, archive=archive) self.site = site self.api_token = api_token self.tagged = tagged self.max_questions = max_questions self.client = None def fetch(self, from_date=DEFAULT_DATETIME): """Fetch the questions from the site. The method retrieves, from a StackExchange site, the questions updated since the given date. :param from_date: obtain questions updated since this date :returns: a generator of questions """ if not from_date: from_date = DEFAULT_DATETIME from_date = datetime_to_utc(from_date) kwargs = {'from_date': from_date} items = super().fetch("question", **kwargs) return items def fetch_items(self, **kwargs): """Fetch the questions""" from_date = kwargs['from_date'] logger.info("Looking for questions at site '%s', with tag '%s' and updated from '%s'", self.site, self.tagged, str(from_date)) whole_pages = self.client.get_questions(from_date) for whole_page in whole_pages: questions = self.parse_questions(whole_page) for question in questions: yield question @classmethod def has_archiving(cls): """Returns whether it supports archiving items on the fetch process. :returns: this backend supports items archive """ return True @classmethod def has_resuming(cls): """Returns whether it supports to resume the fetch process. :returns: this backend supports items resuming """ return True @staticmethod def metadata_id(item): """Extracts the identifier from a StackExchange item.""" return str(item['question_id']) @staticmethod def metadata_updated_on(item): """Extracts the update time from a StackExchange item. The timestamp is extracted from 'last_activity_date' field. This date is a UNIX timestamp but needs to be converted to a float value. :param item: item generated by the backend :returns: a UNIX timestamp """ return float(item['last_activity_date']) @staticmethod def metadata_category(item): """Extracts the category from a StackExchange item. This backend only generates one type of item which is 'question'. """ return 'question' @staticmethod def parse_questions(raw_page): """Parse a StackExchange API raw response. The method parses the API response retrieving the questions from the received items :param items: items from where to parse the questions :returns: a generator of questions """ raw_questions = json.loads(raw_page) questions = raw_questions['items'] for question in questions: yield question def _init_client(self, from_archive=False): """Init client""" return StackExchangeClient(self.site, self.tagged, self.api_token, self.max_questions, self.archive, from_archive) class StackExchangeClient(HttpClient): """StackExchange API client. This class implements a simple client to retrieve questions from any Stackexchange site. :param site: URL of the Bugzilla server :param tagged: filter items by question Tag :param token: StackExchange access_token for the API :param max_questions: max number of questions per query :param archive: an archive to store/read fetched data :param from_archive: it tells whether to write/read the archive :raises HTTPError: when an error occurs doing the request """ # Filters are immutable and non-expiring. This filter allows to retrieve all # the information regarding Each question. To know more, visit # https://api.stackexchange.com/docs/questions and paste the filter in the # whitebox filter. It will display a list of checkboxes with the selected # values for the filter provided. QUESTIONS_FILTER = 'Bf*y*ByQD_upZqozgU6lXL_62USGOoV3)MFNgiHqHpmO_Y-jHR' STACKEXCHANGE_API_URL = 'https://api.stackexchange.com' VERSION_API = '2.2' def __init__(self, site, tagged, token, max_questions, archive=None, from_archive=False): super().__init__(self.STACKEXCHANGE_API_URL, archive=archive, from_archive=from_archive) self.site = site self.tagged = tagged self.token = token self.max_questions = max_questions def __build_payload(self, page, from_date, order='desc', sort='activity'): payload = {'page': page, 'pagesize': self.max_questions, 'order': order, 'sort': sort, 'tagged': self.tagged, 'site': self.site, 'key': self.token, 'filter': self.QUESTIONS_FILTER} if from_date: timestamp = int(from_date.timestamp()) payload['min'] = timestamp return payload def __log_status(self, quota_remaining, quota_max, page_size, total): logger.debug("Rate limit: %s/%s" % (quota_remaining, quota_max)) if (total != 0): nquestions = min(page_size, total) logger.info("Fetching questions: %s/%s" % (nquestions, total)) else: logger.info("No questions were found.") def get_questions(self, from_date): """Retrieve all the questions from a given date. :param from_date: obtain questions updated since this date """ page = 1 url = urijoin(self.base_url, self.VERSION_API, "questions") req = self.fetch(url, payload=self.__build_payload(page, from_date)) questions = req.text data = req.json() tquestions = data['total'] nquestions = data['page_size'] self.__log_status(data['quota_remaining'], data['quota_max'], nquestions, tquestions) while questions: yield questions questions = None if data['has_more']: page += 1 backoff = data.get('backoff', None) if backoff: logger.debug("Expensive query. Wait %s secs to send a new request", backoff) time.sleep(float(backoff)) req = self.fetch(url, payload=self.__build_payload(page, from_date)) data = req.json() questions = req.text nquestions += data['page_size'] self.__log_status(data['quota_remaining'], data['quota_max'], nquestions, tquestions) class StackExchangeCommand(BackendCommand): """Class to run StackExchange backend from the command line.""" BACKEND = StackExchange @staticmethod def setup_cmd_parser(): """Returns the StackExchange argument parser.""" parser = BackendCommandArgumentParser(from_date=True, token_auth=True, archive=True) # StackExchange options group = parser.parser.add_argument_group('StackExchange arguments') group.add_argument('--site', dest='site', required=True, help="StackExchange site") group.add_argument('--tagged', dest='tagged', help="filter items by question Tag") group.add_argument('--max-questions', dest='max_questions', type=int, default=MAX_QUESTIONS, help="Maximum number of questions requested in the same query") return parser
sduenas/perceval
perceval/backends/core/stackexchange.py
Python
gpl-3.0
10,117
[ "VisIt" ]
b14796107d139f6004e53cf3ea093d13b3ac24b4a77c7fd0ed85550eb28be465
#!/usr/bin/python # -*- coding: utf-8 -*- # (c) 2017, Brian Coca <bcoca@ansible.com> # (c) 2017, Adam Miller <admiller@redhat.com> # (c) 2017 Ansible Project # GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt) from __future__ import absolute_import, division, print_function __metaclass__ = type ANSIBLE_METADATA = { 'metadata_version': '1.1', 'status': ['preview'], 'supported_by': 'core' } DOCUMENTATION = ''' module: sysvinit author: - "Ansible Core Team" version_added: "2.6" short_description: Manage SysV services. description: - Controls services on target hosts that use the SysV init system. options: name: required: true description: - Name of the service. aliases: ['service'] state: choices: [ 'started', 'stopped', 'restarted', 'reloaded' ] description: - C(started)/C(stopped) are idempotent actions that will not run commands unless necessary. Not all init scripts support C(restarted) nor C(reloaded) natively, so these will both trigger a stop and start as needed. enabled: type: bool description: - Whether the service should start on boot. B(At least one of state and enabled are required.) sleep: default: 1 description: - If the service is being C(restarted) or C(reloaded) then sleep this many seconds between the stop and start command. This helps to workaround badly behaving services. pattern: description: - A substring to look for as would be found in the output of the I(ps) command as a stand-in for a status result. - If the string is found, the service will be assumed to be running. - "This option is mainly for use with init scripts that don't support the 'status' option." runlevels: description: - The runlevels this script should be enabled/disabled from. - Use this to override the defaults set by the package or init script itself. arguments: description: - Additional arguments provided on the command line that some init scripts accept. aliases: [ 'args' ] daemonize: type: bool description: - Have the module daemonize as the service itself might not do so properly. - This is useful with badly written init scripts or deamons, which commonly manifests as the task hanging as it is still holding the tty or the service dying when the task is over as the connection closes the session. default: no notes: - One option other than name is required. requirements: - That the service managed has a corresponding init script. ''' EXAMPLES = ''' - name: make sure apache2 is started sysvinit: name: apache2 state: started enabled: yes - name: make sure apache2 is started on runlevels 3 and 5 sysvinit: name: apache2 state: started enabled: yes runlevels: - 3 - 5 ''' RETURN = ''' results: description: results from actions taken returned: always type: complex contains: "attempts": 1 "changed": true "name": "apache2" "status": { "enabled": { "changed": true, "rc": 0, "stderr": "", "stdout": "" }, "stopped": { "changed": true, "rc": 0, "stderr": "", "stdout": "Stopping web server: apache2.\n" } } ''' import re from time import sleep from ansible.module_utils.basic import AnsibleModule from ansible.module_utils.service import sysv_is_enabled, get_sysv_script, sysv_exists, fail_if_missing, get_ps, daemonize def main(): module = AnsibleModule( argument_spec=dict( name=dict(required=True, type='str', aliases=['service']), state=dict(choices=['started', 'stopped', 'restarted', 'reloaded'], type='str'), enabled=dict(type='bool'), sleep=dict(type='int', default=1), pattern=dict(type='str'), arguments=dict(type='str', aliases=['args']), runlevels=dict(type='list'), daemonize=dict(type='bool', default=False), ), supports_check_mode=True, required_one_of=[['state', 'enabled']], ) name = module.params['name'] action = module.params['state'] enabled = module.params['enabled'] runlevels = module.params['runlevels'] pattern = module.params['pattern'] sleep_for = module.params['sleep'] rc = 0 out = err = '' result = { 'name': name, 'changed': False, 'status': {} } # ensure service exists, get script name fail_if_missing(module, sysv_exists(name), name) script = get_sysv_script(name) # locate binaries for service management paths = ['/sbin', '/usr/sbin', '/bin', '/usr/bin'] binaries = ['chkconfig', 'update-rc.d', 'insserv', 'service'] # Keeps track of the service status for various runlevels because we can # operate on multiple runlevels at once runlevel_status = {} location = {} for binary in binaries: location[binary] = module.get_bin_path(binary, opt_dirs=paths) # figure out enable status if runlevels: for rl in runlevels: runlevel_status.setdefault(rl, {}) runlevel_status[rl]["enabled"] = sysv_is_enabled(name, runlevel=rl) else: runlevel_status["enabled"] = sysv_is_enabled(name) # figure out started status, everyone does it different! is_started = False worked = False # user knows other methods fail and supplied pattern if pattern: worked = is_started = get_ps(module, pattern) else: if location.get('service'): # standard tool that has been 'destandarized' by reimplementation in other OS/distros cmd = '%s %s status' % (location['service'], name) elif script: # maybe script implements status (not LSB) cmd = '%s status' % script else: module.fail_json(msg="Unable to determine service status") (rc, out, err) = module.run_command(cmd) if not rc == -1: # special case if name == 'iptables' and "ACCEPT" in out: worked = True is_started = True # check output messages, messy but sadly more reliable than rc if not worked and out.count('\n') <= 1: cleanout = out.lower().replace(name.lower(), '') for stopped in ['stop', 'is dead ', 'dead but ', 'could not access pid file', 'inactive']: if stopped in cleanout: worked = True break if not worked: for started_status in ['run', 'start', 'active']: if started_status in cleanout and "not " not in cleanout: is_started = True worked = True break # hope rc is not lying to us, use often used 'bad' returns if not worked and rc in [1, 2, 3, 4, 69]: worked = True if not worked: # hail mary if rc == 0: is_started = True worked = True # ps for luck, can only assure positive match elif get_ps(module, name): is_started = True worked = True module.warn("Used ps output to match service name and determine it is up, this is very unreliable") if not worked: module.warn("Unable to determine if service is up, assuming it is down") ########################################################################### # BEGIN: Enable/Disable result['status'].setdefault('enabled', {}) result['status']['enabled']['changed'] = False result['status']['enabled']['rc'] = None result['status']['enabled']['stdout'] = None result['status']['enabled']['stderr'] = None if runlevels: result['status']['enabled']['runlevels'] = runlevels for rl in runlevels: if enabled != runlevel_status[rl]["enabled"]: result['changed'] = True result['status']['enabled']['changed'] = True if not module.check_mode and result['changed']: # Perform enable/disable here if enabled: if location.get('update-rc.d'): (rc, out, err) = module.run_command("%s %s enable %s" % (location['update-rc.d'], name, ' '.join(runlevels))) elif location.get('chkconfig'): (rc, out, err) = module.run_command("%s --level %s %s on" % (location['chkconfig'], ''.join(runlevels), name)) else: if location.get('update-rc.d'): (rc, out, err) = module.run_command("%s %s disable %s" % (location['update-rc.d'], name, ' '.join(runlevels))) elif location.get('chkconfig'): (rc, out, err) = module.run_command("%s --level %s %s off" % (location['chkconfig'], ''.join(runlevels), name)) else: if enabled is not None and enabled != runlevel_status["enabled"]: result['changed'] = True result['status']['enabled']['changed'] = True if not module.check_mode and result['changed']: # Perform enable/disable here if enabled: if location.get('update-rc.d'): (rc, out, err) = module.run_command("%s %s defaults" % (location['update-rc.d'], name)) elif location.get('chkconfig'): (rc, out, err) = module.run_command("%s %s on" % (location['chkconfig'], name)) else: if location.get('update-rc.d'): (rc, out, err) = module.run_command("%s %s disable" % (location['update-rc.d'], name)) elif location.get('chkconfig'): (rc, out, err) = module.run_command("%s %s off" % (location['chkconfig'], name)) # Assigned above, might be useful is something goes sideways if not module.check_mode and result['status']['enabled']['changed']: result['status']['enabled']['rc'] = rc result['status']['enabled']['stdout'] = out result['status']['enabled']['stderr'] = err rc, out, err = None, None, None if "illegal runlevel specified" in result['status']['enabled']['stderr']: module.fail_json(msg="Illegal runlevel specified for enable operation on service %s" % name, **result) # END: Enable/Disable ########################################################################### ########################################################################### # BEGIN: state result['status'].setdefault(module.params['state'], {}) result['status'][module.params['state']]['changed'] = False result['status'][module.params['state']]['rc'] = None result['status'][module.params['state']]['stdout'] = None result['status'][module.params['state']]['stderr'] = None if action: action = re.sub(r'p?ed$', '', action.lower()) def runme(doit): args = module.params['arguments'] cmd = "%s %s %s" % (script, doit, "" if args is None else args) # how to run if module.params['daemonize']: (rc, out, err) = daemonize(cmd) else: (rc, out, err) = module.run_command(cmd) # FIXME: ERRORS if rc != 0: module.fail_json(msg="Failed to %s service: %s" % (action, name), rc=rc, stdout=out, stderr=err) return (rc, out, err) if action == 'restart': result['changed'] = True result['status'][module.params['state']]['changed'] = True if not module.check_mode: # cannot rely on existing 'restart' in init script for dothis in ['stop', 'start']: (rc, out, err) = runme(dothis) if sleep_for: sleep(sleep_for) elif is_started != (action == 'start'): result['changed'] = True result['status'][module.params['state']]['changed'] = True if not module.check_mode: rc, out, err = runme(action) elif is_started == (action == 'stop'): result['changed'] = True result['status'][module.params['state']]['changed'] = True if not module.check_mode: rc, out, err = runme(action) if not module.check_mode and result['status'][module.params['state']]['changed']: result['status'][module.params['state']]['rc'] = rc result['status'][module.params['state']]['stdout'] = out result['status'][module.params['state']]['stderr'] = err rc, out, err = None, None, None # END: state ########################################################################### module.exit_json(**result) if __name__ == '__main__': main()
pilou-/ansible
lib/ansible/modules/system/sysvinit.py
Python
gpl-3.0
13,409
[ "Brian" ]
8540b1cb277ef6b9b2e28f5add608acfcdb3030a210d8d84c64ec02c235b4c12
import threading import os import functools import sublime from .show_error import show_error from .console_write import console_write from .unicode import unicode_from_os from .clear_directory import clear_directory, delete_directory, clean_old_files from .automatic_upgrader import AutomaticUpgrader from .package_manager import PackageManager from .open_compat import open_compat from .package_io import package_file_exists from .settings import preferences_filename, pc_settings_filename, load_list_setting, save_list_setting from . import loader, text, __version__ from .providers.release_selector import is_compatible_version class PackageCleanup(threading.Thread): """ Cleans up folders for packages that were removed, but that still have files in use. """ def __init__(self): self.manager = PackageManager() settings = sublime.load_settings(pc_settings_filename()) # We no longer use the installed_dependencies setting because it is not # necessary and created issues with settings shared across operating systems if settings.get('installed_dependencies'): settings.erase('installed_dependencies') sublime.save_settings(pc_settings_filename()) self.original_installed_packages = load_list_setting(settings, 'installed_packages') self.remove_orphaned = settings.get('remove_orphaned', True) threading.Thread.__init__(self) def run(self): # Ensure we record the installation of Package Control itself if 'Package Control' not in self.original_installed_packages: params = { 'package': 'Package Control', 'operation': 'install', 'version': __version__ } self.manager.record_usage(params) self.original_installed_packages.append('Package Control') found_packages = [] installed_packages = list(self.original_installed_packages) found_dependencies = [] installed_dependencies = self.manager.list_dependencies() # We scan the Installed Packages folder in ST3 before we check for # dependencies since some dependencies might be specified by a # .sublime-package-new that has not yet finished being installed. if int(sublime.version()) >= 3000: installed_path = sublime.installed_packages_path() for file in os.listdir(installed_path): # If there is a package file ending in .sublime-package-new, it # means that the .sublime-package file was locked when we tried # to upgrade, so the package was left in ignored_packages and # the user was prompted to restart Sublime Text. Now that the # package is not loaded, we can replace the old version with the # new one. if file[-20:] == '.sublime-package-new' and file != loader.loader_package_name + '.sublime-package-new': package_name = file.replace('.sublime-package-new', '') package_file = os.path.join(installed_path, package_name + '.sublime-package') if os.path.exists(package_file): os.remove(package_file) os.rename(os.path.join(installed_path, file), package_file) console_write( u''' Finished replacing %s.sublime-package ''', package_name ) continue if file[-16:] != '.sublime-package': continue package_name = file.replace('.sublime-package', '') if package_name == loader.loader_package_name: found_dependencies.append(package_name) continue # Cleanup packages that were installed via Package Control, but # we removed from the "installed_packages" list - usually by # removing them from another computer and the settings file # being synced. if self.remove_orphaned and package_name not in self.original_installed_packages and package_file_exists(package_name, 'package-metadata.json'): # Since Windows locks the .sublime-package files, we must # do a dance where we disable the package first, which has # to be done in the main Sublime Text thread. package_filename = os.path.join(installed_path, file) # We use a functools.partial to generate the on-complete callback in # order to bind the current value of the parameters, unlike lambdas. sublime.set_timeout(functools.partial(self.remove_package_file, package_name, package_filename), 10) else: found_packages.append(package_name) required_dependencies = set(self.manager.find_required_dependencies()) extra_dependencies = list(set(installed_dependencies) - required_dependencies) # Clean up unneeded dependencies so that found_dependencies will only # end up having required dependencies added to it for dependency in extra_dependencies: dependency_dir = os.path.join(sublime.packages_path(), dependency) if delete_directory(dependency_dir): console_write( u''' Removed directory for unneeded dependency %s ''', dependency ) else: cleanup_file = os.path.join(dependency_dir, 'package-control.cleanup') if not os.path.exists(cleanup_file): open_compat(cleanup_file, 'w').close() console_write( u''' Unable to remove directory for unneeded dependency %s - deferring until next start ''', dependency ) # Make sure when cleaning up the dependency files that we remove the loader for it also loader.remove(dependency) for package_name in os.listdir(sublime.packages_path()): found = True package_dir = os.path.join(sublime.packages_path(), package_name) if not os.path.isdir(package_dir): continue clean_old_files(package_dir) # Cleanup packages/dependencies that could not be removed due to in-use files cleanup_file = os.path.join(package_dir, 'package-control.cleanup') if os.path.exists(cleanup_file): if delete_directory(package_dir): console_write( u''' Removed old directory %s ''', package_name ) found = False else: if not os.path.exists(cleanup_file): open_compat(cleanup_file, 'w').close() console_write( u''' Unable to remove old directory %s - deferring until next start ''', package_name ) # Finish reinstalling packages that could not be upgraded due to # in-use files reinstall = os.path.join(package_dir, 'package-control.reinstall') if os.path.exists(reinstall): metadata_path = os.path.join(package_dir, 'package-metadata.json') if not clear_directory(package_dir, [metadata_path]): if not os.path.exists(reinstall): open_compat(reinstall, 'w').close() def show_still_locked(package_name): show_error( u''' An error occurred while trying to finish the upgrade of %s. You will most likely need to restart your computer to complete the upgrade. ''', package_name ) # We use a functools.partial to generate the on-complete callback in # order to bind the current value of the parameters, unlike lambdas. sublime.set_timeout(functools.partial(show_still_locked, package_name), 10) else: self.manager.install_package(package_name) if package_file_exists(package_name, 'package-metadata.json'): # This adds previously installed packages from old versions of # PC. As of PC 3.0, this should basically never actually be used # since installed_packages was added in late 2011. if not self.original_installed_packages: installed_packages.append(package_name) params = { 'package': package_name, 'operation': 'install', 'version': self.manager.get_metadata(package_name).get('version') } self.manager.record_usage(params) # Cleanup packages that were installed via Package Control, but # we removed from the "installed_packages" list - usually by # removing them from another computer and the settings file # being synced. elif self.remove_orphaned and package_name not in self.original_installed_packages: self.manager.backup_package_dir(package_name) if delete_directory(package_dir): console_write( u''' Removed directory for orphaned package %s ''', package_name ) found = False else: if not os.path.exists(cleanup_file): open_compat(cleanup_file, 'w').close() console_write( u''' Unable to remove directory for orphaned package %s - deferring until next start ''', package_name ) if package_name[-20:] == '.package-control-old': console_write( u''' Removed old directory %s ''', package_name ) delete_directory(package_dir) # Skip over dependencies since we handle them separately if (package_file_exists(package_name, 'dependency-metadata.json') or package_file_exists(package_name, '.sublime-dependency')) and (package_name == loader.loader_package_name or loader.exists(package_name)): found_dependencies.append(package_name) continue if found: found_packages.append(package_name) invalid_packages = [] invalid_dependencies = [] # Check metadata to verify packages were not improperly installed for package in found_packages: if package == 'User': continue metadata = self.manager.get_metadata(package) if metadata: if not self.is_compatible(metadata): invalid_packages.append(package) # Make sure installed dependencies are not improperly installed for dependency in found_dependencies: metadata = self.manager.get_metadata(dependency, is_dependency=True) if metadata and not self.is_compatible(metadata): invalid_dependencies.append(package) if invalid_packages or invalid_dependencies: def show_sync_error(): message = u'' if invalid_packages: package_s = 's were' if len(invalid_packages) != 1 else ' was' message += text.format( u''' The following incompatible package%s found installed: %s ''', (package_s, '\n'.join(invalid_packages)) ) if invalid_dependencies: dependency_s = 'ies were' if len(invalid_dependencies) != 1 else 'y was' message += text.format( u''' The following incompatible dependenc%s found installed: %s ''', (dependency_s, '\n'.join(invalid_dependencies)) ) message += text.format( u''' This is usually due to syncing packages across different machines in a way that does not check package metadata for compatibility. Please visit https://packagecontrol.io/docs/syncing for information about how to properly sync configuration and packages across machines. To restore package functionality, please remove each listed package and reinstall it. ''' ) show_error(message) sublime.set_timeout(show_sync_error, 100) sublime.set_timeout(lambda: self.finish(installed_packages, found_packages, found_dependencies), 10) def remove_package_file(self, name, filename): """ On Windows, .sublime-package files are locked when imported, so we must disable the package, delete it and then re-enable the package. :param name: The name of the package :param filename: The filename of the package """ def do_remove(): try: os.remove(filename) console_write( u''' Removed orphaned package %s ''', name ) except (OSError) as e: console_write( u''' Unable to remove orphaned package %s - deferring until next start: %s ''', (name, unicode_from_os(e)) ) finally: # Always re-enable the package so it doesn't get stuck pref_filename = preferences_filename() settings = sublime.load_settings(pref_filename) ignored = load_list_setting(settings, 'ignored_packages') new_ignored = list(ignored) try: new_ignored.remove(name) except (ValueError): pass save_list_setting(settings, pref_filename, 'ignored_packages', new_ignored, ignored) # Disable the package so any filesystem locks are released pref_filename = preferences_filename() settings = sublime.load_settings(pref_filename) ignored = load_list_setting(settings, 'ignored_packages') new_ignored = list(ignored) new_ignored.append(name) save_list_setting(settings, pref_filename, 'ignored_packages', new_ignored, ignored) sublime.set_timeout(do_remove, 700) def is_compatible(self, metadata): """ Detects if a package is compatible with the current Sublime Text install :param metadata: A dict from a metadata file :return: If the package is compatible """ sublime_text = metadata.get('sublime_text') platforms = metadata.get('platforms', []) # This indicates the metadata is old, so we assume a match if not sublime_text and not platforms: return True if not is_compatible_version(sublime_text): return False if not isinstance(platforms, list): platforms = [platforms] platform_selectors = [sublime.platform() + '-' + sublime.arch(), sublime.platform(), '*'] for selector in platform_selectors: if selector in platforms: return True return False def finish(self, installed_packages, found_packages, found_dependencies): """ A callback that can be run the main UI thread to perform saving of the Package Control.sublime-settings file. Also fires off the :class:`AutomaticUpgrader`. :param installed_packages: A list of the string package names of all "installed" packages, even ones that do not appear to be in the filesystem. :param found_packages: A list of the string package names of all packages that are currently installed on the filesystem. :param found_dependencies: A list of the string package names of all dependencies that are currently installed on the filesystem. """ # Make sure we didn't accidentally ignore packages because something # was interrupted before it completed. pc_filename = pc_settings_filename() pc_settings = sublime.load_settings(pc_filename) in_process = load_list_setting(pc_settings, 'in_process_packages') if in_process: filename = preferences_filename() settings = sublime.load_settings(filename) ignored = load_list_setting(settings, 'ignored_packages') new_ignored = list(ignored) for package in in_process: if package in new_ignored: # This prevents removing unused dependencies from being messed up by # the functionality to re-enable packages that were left disabled # by an error. if loader.loader_package_name == package and loader.is_swapping(): continue console_write( u''' The package %s is being re-enabled after a Package Control operation was interrupted ''', package ) new_ignored.remove(package) save_list_setting(settings, filename, 'ignored_packages', new_ignored, ignored) save_list_setting(pc_settings, pc_filename, 'in_process_packages', []) save_list_setting(pc_settings, pc_filename, 'installed_packages', installed_packages, self.original_installed_packages) AutomaticUpgrader(found_packages, found_dependencies).start()
herove/dotfiles
sublime/Packages/Package Control/package_control/package_cleanup.py
Python
mit
19,285
[ "VisIt" ]
dc618a8624443b86f3d27d7d53fe2aecd1a1c4bf7b5adf171838a0f3d5d3289c
# Copyright 2019 DeepMind Technologies Limited. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """JAX functions for working with probability distributions. Reinforcement learning algorithms often require to estimate suitably parametrized probability distributions. In this subpackage a distribution is represented as a collection of functions that may be used to sample from a distribution, to evaluate its probability mass (or density) function, and to compute statistics such as its entropy. """ import collections import chex import distrax import jax import jax.numpy as jnp Array = chex.Array Numeric = chex.Numeric DiscreteDistribution = collections.namedtuple( "DiscreteDistribution", ["sample", "probs", "logprob", "entropy", "kl"]) ContinuousDistribution = collections.namedtuple( "ContinuousDistribution", ["sample", "prob", "logprob", "entropy", "kl_to_standard_normal", "kl"]) def categorical_sample(key, probs): """Sample from a set of discrete probabilities.""" return distrax.Categorical(probs=probs).sample(seed=key) def softmax(temperature=1.): """A softmax distribution.""" def sample_fn(key: Array, logits: Array): return distrax.Softmax(logits, temperature).sample(seed=key) def probs_fn(logits: Array): return distrax.Softmax(logits, temperature).probs def logprob_fn(sample: Array, logits: Array): return distrax.Softmax(logits, temperature).log_prob(sample) def entropy_fn(logits: Array): return distrax.Softmax(logits, temperature).entropy() def kl_fn(p_logits: Array, q_logits: Array): return categorical_kl_divergence(p_logits, q_logits, temperature) return DiscreteDistribution(sample_fn, probs_fn, logprob_fn, entropy_fn, kl_fn) def clipped_entropy_softmax(temperature=1., entropy_clip=1.): """A softmax distribution with clipped entropy (1 is eq to not clipping).""" def sample_fn(key: Array, logits: Array, action_spec=None): del action_spec return distrax.Softmax(logits, temperature).sample(seed=key) def probs_fn(logits: Array, action_spec=None): del action_spec return distrax.Softmax(logits, temperature).probs def logprob_fn(sample: Array, logits: Array, action_spec=None): del action_spec return distrax.Softmax(logits, temperature).log_prob(sample) def entropy_fn(logits: Array): return jnp.minimum( distrax.Softmax(logits, temperature).entropy(), entropy_clip * jnp.log(logits.shape[-1])) def kl_fn(p_logits: Array, q_logits: Array): return categorical_kl_divergence(p_logits, q_logits, temperature) return DiscreteDistribution(sample_fn, probs_fn, logprob_fn, entropy_fn, kl_fn) def _mix_with_uniform(probs, epsilon): """Mix an arbitrary categorical distribution with a uniform distribution.""" num_actions = probs.shape[-1] uniform_probs = jnp.ones_like(probs) / num_actions return (1 - epsilon) * probs + epsilon * uniform_probs def epsilon_softmax(epsilon, temperature): """An epsilon-softmax distribution.""" def sample_fn(key: Array, logits: Array): probs = distrax.Softmax(logits=logits, temperature=temperature).probs return distrax.Categorical( probs=_mix_with_uniform(probs, epsilon)).sample(seed=key) def probs_fn(logits: Array): probs = distrax.Softmax(logits=logits, temperature=temperature).probs return distrax.Categorical( probs=_mix_with_uniform(probs, epsilon)).probs def log_prob_fn(sample: Array, logits: Array): probs = distrax.Softmax(logits=logits, temperature=temperature).probs return distrax.Categorical( probs=_mix_with_uniform(probs, epsilon)).log_prob(sample) def entropy_fn(logits: Array): probs = distrax.Softmax(logits=logits, temperature=temperature).probs return distrax.Categorical( probs=_mix_with_uniform(probs, epsilon)).entropy() def kl_fn(p_logits: Array, q_logits: Array): return categorical_kl_divergence(p_logits, q_logits, temperature) return DiscreteDistribution(sample_fn, probs_fn, log_prob_fn, entropy_fn, kl_fn) def greedy(): """A greedy distribution.""" def sample_fn(key: Array, preferences: Array): return distrax.Greedy(preferences).sample(seed=key) def probs_fn(preferences: Array): return distrax.Greedy(preferences).probs def log_prob_fn(sample: Array, preferences: Array): return distrax.Greedy(preferences).log_prob(sample) def entropy_fn(preferences: Array): return distrax.Greedy(preferences).entropy() return DiscreteDistribution(sample_fn, probs_fn, log_prob_fn, entropy_fn, None) def epsilon_greedy(epsilon=None): """An epsilon-greedy distribution.""" def sample_fn(key: Array, preferences: Array, epsilon=epsilon): return distrax.EpsilonGreedy(preferences, epsilon).sample(seed=key) def probs_fn(preferences: Array, epsilon=epsilon): return distrax.EpsilonGreedy(preferences, epsilon).probs def logprob_fn(sample: Array, preferences: Array, epsilon=epsilon): return distrax.EpsilonGreedy(preferences, epsilon).log_prob(sample) def entropy_fn(preferences: Array, epsilon=epsilon): return distrax.EpsilonGreedy(preferences, epsilon).entropy() return DiscreteDistribution(sample_fn, probs_fn, logprob_fn, entropy_fn, None) def safe_epsilon_softmax(epsilon, temperature): """Tolerantly handles the temperature=0 case.""" egreedy = epsilon_greedy(epsilon) unsafe = epsilon_softmax(epsilon, temperature) def sample_fn(key: Array, logits: Array): return jax.lax.cond(temperature > 0, (key, logits), lambda tup: unsafe.sample(*tup), (key, logits), lambda tup: egreedy.sample(*tup)) def probs_fn(logits: Array): return jax.lax.cond(temperature > 0, logits, unsafe.probs, logits, egreedy.probs) def log_prob_fn(sample: Array, logits: Array): return jax.lax.cond(temperature > 0, (sample, logits), lambda tup: unsafe.logprob(*tup), (sample, logits), lambda tup: egreedy.logprob(*tup)) def entropy_fn(logits: Array): return jax.lax.cond(temperature > 0, logits, unsafe.entropy, logits, egreedy.entropy) def kl_fn(p_logits: Array, q_logits: Array): return categorical_kl_divergence(p_logits, q_logits, temperature) return DiscreteDistribution(sample_fn, probs_fn, log_prob_fn, entropy_fn, kl_fn) def _add_gaussian_noise(key, sample, sigma): noise = jax.random.normal(key, shape=sample.shape) * sigma return sample + noise def gaussian_diagonal(sigma=None): """A gaussian distribution with diagonal covariance matrix.""" def sample_fn(key: Array, mu: Array, sigma: Array = sigma): return distrax.MultivariateNormalDiag( mu, jnp.ones_like(mu) * sigma).sample(seed=key) def prob_fn(sample: Array, mu: Array, sigma: Array = sigma): return distrax.MultivariateNormalDiag( mu, jnp.ones_like(mu) * sigma).prob(sample) def logprob_fn(sample: Array, mu: Array, sigma: Array = sigma): return distrax.MultivariateNormalDiag( mu, jnp.ones_like(mu) * sigma).log_prob(sample) def entropy_fn(mu: Array, sigma: Array = sigma): return distrax.MultivariateNormalDiag( mu, jnp.ones_like(mu) * sigma).entropy() def kl_to_standard_normal_fn(mu: Array, sigma: Array = sigma): return distrax.MultivariateNormalDiag( mu, jnp.ones_like(mu) * sigma).kl_divergence( distrax.MultivariateNormalDiag( jnp.zeros_like(mu), jnp.ones_like(mu))) def kl_fn(mu_0: Array, sigma_0: Numeric, mu_1: Array, sigma_1: Numeric): return distrax.MultivariateNormalDiag( mu_0, jnp.ones_like(mu_0) * sigma_0).kl_divergence( distrax.MultivariateNormalDiag(mu_1, jnp.ones_like(mu_1) * sigma_1)) return ContinuousDistribution(sample_fn, prob_fn, logprob_fn, entropy_fn, kl_to_standard_normal_fn, kl_fn) def squashed_gaussian(sigma_min=-4, sigma_max=0.): """A squashed gaussian distribution with diagonal covariance matrix.""" def minmaxvals(a, action_spec): # broadcasts action spec to action shape min_shape = action_spec.minimum.shape or (1,) max_shape = action_spec.maximum.shape or (1,) min_vals = jnp.broadcast_to(action_spec.minimum, a.shape[:-1] + min_shape) max_vals = jnp.broadcast_to(action_spec.maximum, a.shape[:-1] + max_shape) return min_vals, max_vals def sigma_activation(sigma, sigma_min=sigma_min, sigma_max=sigma_max): return jnp.exp(sigma_min + 0.5 * (sigma_max - sigma_min) * (jnp.tanh(sigma) + 1.)) def mu_activation(mu): return jnp.tanh(mu) def transform(a, action_spec): min_vals, max_vals = minmaxvals(a, action_spec) scale = (max_vals - min_vals) * 0.5 actions = (jnp.tanh(a) + 1.0) * scale + min_vals return actions def inv_transform(a, action_spec): min_vals, max_vals = minmaxvals(a, action_spec) scale = (max_vals - min_vals) * 0.5 actions_tanh = (a - min_vals) / scale - 1. return jnp.arctanh(actions_tanh) def log_det_jacobian(a, action_spec): min_vals, max_vals = minmaxvals(a, action_spec) scale = (max_vals - min_vals) * 0.5 log_ = jnp.sum(jnp.log(scale)) # computes sum log (1-tanh(a)**2) log_ += jnp.sum(2. * (jnp.log(2.) - a - jax.nn.softplus(-2. * a))) return log_ def sample_fn(key: Array, mu: Array, sigma: Array, action_spec, ): mu = mu_activation(mu) sigma = sigma_activation(sigma) action = _add_gaussian_noise(key, mu, sigma) return transform(action, action_spec) def prob_fn(sample: Array, mu: Array, sigma: Array, action_spec): # Support scalar and vector `sigma`. If vector, mu.shape==sigma.shape. mu = mu_activation(mu) sigma = sigma_activation(sigma) # Compute pdf for multivariate gaussian. d = mu.shape[-1] det = jnp.prod(sigma**2, axis=-1) z = ((2 * jnp.pi)**(0.5 * d)) * (det**0.5) exp = jnp.exp(-0.5 * jnp.sum( ((mu - inv_transform(sample, action_spec)) / sigma)**2, axis=-1)) det_jacobian = jnp.prod(jnp.clip(1 - sample**2, 0., 1.) + 1e-6) return exp / (z * det_jacobian) def logprob_fn(sample: Array, mu: Array, sigma: Array, action_spec): # Support scalar and vector `sigma`. If vector, mu.shape==sigma.shape. mu = mu_activation(mu) sigma = sigma_activation(sigma) # Compute logpdf for multivariate gaussian in a numerically safe way. d = mu.shape[-1] half_logdet = jnp.sum(jnp.log(sigma), axis=-1) logz = half_logdet + 0.5 * d * jnp.log(2 * jnp.pi) logexp = -0.5 * jnp.sum( ((mu - inv_transform(sample, action_spec)) / sigma)**2, axis=-1) return logexp - logz - log_det_jacobian(sample, action_spec) def entropy_fn(mu: Array, sigma: Array): # Support scalar and vector `sigma`. If vector, mu.shape==sigma.shape. mu = mu_activation(mu) sigma = sigma_activation(sigma) # Compute entropy in a numerically safe way. d = mu.shape[-1] half_logdet = jnp.sum(jnp.log(sigma), axis=-1) return half_logdet + 0.5 * d * (1 + jnp.log(2 * jnp.pi)) def kl_to_standard_normal_fn(mu: Array, sigma: Array, per_dimension: bool = False): mu = mu_activation(mu) sigma = sigma_activation(sigma) v = jnp.clip(sigma**2, 1e-6, 1e6) kl = 0.5 * (v + mu**2 - jnp.ones_like(mu) - jnp.log(v)) if not per_dimension: kl = jnp.sum(kl, axis=-1) return kl def kl_fn(mu_0: Array, sigma_0: Numeric, mu_1: Array, sigma_1: Numeric): sigma_0 = sigma_activation(sigma_0) mu_0 = mu_activation(mu_0) sigma_1 = sigma_activation(sigma_1) mu_1 = mu_activation(mu_1) return multivariate_normal_kl_divergence(mu_0, sigma_0, mu_1, sigma_1) return ContinuousDistribution(sample_fn, prob_fn, logprob_fn, entropy_fn, kl_to_standard_normal_fn, kl_fn) def categorical_importance_sampling_ratios(pi_logits_t: Array, mu_logits_t: Array, a_t: Array) -> Array: """Compute importance sampling ratios from logits. Args: pi_logits_t: unnormalized logits at time t for the target policy. mu_logits_t: unnormalized logits at time t for the behavior policy. a_t: actions at time t. Returns: importance sampling ratios. """ return distrax.importance_sampling_ratios(distrax.Categorical( pi_logits_t), distrax.Categorical(mu_logits_t), a_t) def categorical_cross_entropy( labels: Array, logits: Array ) -> Array: """Computes the softmax cross entropy between sets of logits and labels. See "Deep Learning" by Goodfellow et al. (http://www.deeplearningbook.org/contents/prob.html). Args: labels: a valid probability distribution (non-negative, sum to 1). logits: unnormalized log probabilities. Returns: a scalar loss. """ chex.assert_rank([logits, labels], 1) return -jnp.sum(labels * jax.nn.log_softmax(logits)) def categorical_kl_divergence( p_logits: Array, q_logits: Array, temperature: float = 1. ) -> Array: """Compute the KL between two categorical distributions from their logits. Args: p_logits: unnormalized logits for the first distribution. q_logits: unnormalized logits for the second distribution. temperature: the temperature for the softmax distribution, defaults at 1. Returns: the kl divergence between the distributions. """ return distrax.Softmax(p_logits, temperature).kl_divergence( distrax.Softmax(q_logits, temperature)) def multivariate_normal_kl_divergence( mu_0: Array, sigma_0: Numeric, mu_1: Array, sigma_1: Numeric, ) -> Array: """Compute the KL between 2 gaussian distrs with diagonal covariance matrices. Args: mu_0: array like of mean values for policy 0 sigma_0: array like of std values for policy 0 mu_1: array like of mean values for policy 1 sigma_1: array like of std values for policy 1 Returns: the kl divergence between the distributions. """ return distrax.MultivariateNormalDiag(mu_0, sigma_0).kl_divergence( distrax.MultivariateNormalDiag(mu_1, sigma_1))
deepmind/rlax
rlax/_src/distributions.py
Python
apache-2.0
15,076
[ "Gaussian" ]
a66f2686fa5e409200901f0c1312acd4486b321621ebd2718c6b429281034085
#!/usr/bin/env python #20-11-2017 #Authors:Sebastian ECHEVERRI RESTREPO, # sebastian.echeverri.restrepo@skf.com, sebastianecheverrir@gmail.com # James EWEN # j.ewen14@imperial.ac.uk, jimmyewen@gmail.com #################################################################################3 # This file generates all the input files needed by moltemplate # (.lt extension) and calls it to generate the input files needed # by lammps #################################################################################3 import os import sys sys.path.append("root") from Rough import Rough from AddEAM import AddEAM from Fe2O3 import Fe2O3 from AddFe2O3 import AddFe2O3 def lopls(xlo,xhi,ylo,yhi,zlo,zhi,OFMn_x,OFMn_y,nAlkane, Alkanen_x,\ Alkanen_y, Alkanen_z, Alkane, BZBZ, BZBZn_x, BZBZn_y, BZBZn_z,\ Squalane, Squalanen_x, Squalanen_y, Squalanen_z, OFM ,OFMtype, Surfaces,\ FractalLevels,RMSin,H,boxLenghtX,boxLenghtY,boxLenghtZ,aFe,Separation): f = open('lopls.lt','wr+') ############################################################# f.write('import "root/loplsaaMETAL.lt"') f.write("\n") if Surfaces == 1: f.write('import "WEA.lt"') if Surfaces == 2: f.write('import "Fe2O3.lt"') ## This part builds the basic CH, CH2, CH3, COOH, CONH2, RCOOR f.write("\n") f.write("\n") f.write('CH inherits LOPLSAA {') f.write("\n") f.write(' write("Data Atoms") {') f.write("\n") f.write(' $atom:C $mol:... @atom:87 0.00 0.000 0.000 0.000') f.write("\n") f.write(' $atom:H $mol:... @atom:89 0.00 0.0 1.0 0.000') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write(' write(\'Data Bond List\') {') f.write("\n") f.write(' $bond:CH $atom:C $atom:H') f.write("\n") f.write('}') f.write("\n") f.write(' } #CH') f.write("\n") f.write("\n") f.write('CH2 inherits LOPLSAA {') f.write("\n") f.write(' write("Data Atoms") {') f.write("\n") f.write(' $atom:C $mol:... @atom:81 0.00 0.000 0.000 0.000') f.write("\n") f.write(' $atom:H1 $mol:... @atom:8500 0.00 0.892430762954 0.63104384422426 0.000') f.write("\n") f.write(' $atom:H2 $mol:... @atom:8500 0.00 -0.892430762954 0.63104384422426 -0.000') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write(' write(\'Data Bond List\') {') f.write("\n") f.write(' $bond:CH1 $atom:C $atom:H1') f.write("\n") f.write(' $bond:CH2 $atom:C $atom:H2') f.write("\n") f.write('}') f.write("\n") f.write(' } #CH2') f.write("\n") f.write("\n") f.write('CH3 inherits LOPLSAA {') f.write("\n") f.write(' write("Data Atoms") {') f.write("\n") f.write(' $atom:C $mol:... @atom:80 0.00 0.000000 0.000000 0.000000') f.write("\n") f.write(' $atom:H1 $mol:... @atom:85 0.00 0.8924307629540046 0.6310438442242609 0.000000') f.write("\n") f.write(' $atom:H2 $mol:... @atom:85 0.00 -0.8924307629540046 0.6310438442242609 -0.000000') f.write("\n") f.write(' $atom:H3 $mol:... @atom:85 0.00 -0.000000 -0.6310438442242609 -0.8924307629540046') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write(' write(\'Data Bond List\') {') f.write("\n") f.write(' $bond:CH1 $atom:C $atom:H1') f.write("\n") f.write(' $bond:CH2 $atom:C $atom:H2') f.write("\n") f.write(' $bond:CH3 $atom:C $atom:H3') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write('} # CH3') f.write("\n") f.write("\n") f.write('COOH inherits LOPLSAA {') f.write("\n") f.write(' write("Data Atoms") {') f.write("\n") f.write(' $atom:C $mol:... @atom:209 0.00 0.000000 0.000000 0.000000') f.write("\n") f.write(' $atom:O $mol:... @atom:210 0.00 0.00000 1.000000 0.000000') f.write("\n") f.write(' $atom:OH $mol:... @atom:211 0.00 -0.000000 0.000000 -1.000000') f.write("\n") f.write(' $atom:HO $mol:... @atom:212 0.00 -0.000000 0.400000 -2.00000') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write(' write(\'Data Bond List\') {') f.write("\n") f.write(' $bond:CO $atom:C $atom:O') f.write("\n") f.write(' $bond:COH $atom:C $atom:OH') f.write("\n") f.write(' $bond:OHHO $atom:OH $atom:HO') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write('} # COOH') f.write("\n") f.write("\n") f.write('CONH2 inherits LOPLSAA {') f.write("\n") f.write(' write("Data Atoms") {') f.write("\n") f.write(' $atom:C $mol:... @atom:177 0.00 0.000000 0.000000 0.000000') f.write("\n") f.write(' $atom:O $mol:... @atom:178 0.00 0.00000 1.000000 0.000000') f.write("\n") f.write(' $atom:N $mol:... @atom:179 0.00 -0.000000 0.000000 -1.000000') f.write("\n") f.write(' $atom:H1 $mol:... @atom:182 0.00 -0.000000 -1.00000 -1.00000') f.write("\n") f.write(' $atom:H2 $mol:... @atom:182 0.00 -0.000000 0.000000 -2.00000') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write(' write(\'Data Bond List\') {') f.write("\n") f.write(' $bond:CO $atom:C $atom:O') f.write("\n") f.write(' $bond:CN $atom:C $atom:N') f.write("\n") f.write(' $bond:NH1 $atom:N $atom:H1') f.write("\n") f.write(' $bond:NH2 $atom:N $atom:H2') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write('} # CONH2') f.write("\n") f.write("\n") f.write('RCOOR inherits LOPLSAA {') f.write("\n") f.write(' write("Data Atoms") {') f.write("\n") f.write(' $atom:C $mol:... @atom:406 0.00 0.000000 0.000000 0.000000') f.write("\n") f.write(' $atom:O $mol:... @atom:407 0.00 0.00000 1.000000 0.000000') f.write("\n") f.write(' $atom:OS $mol:... @atom:408 0.00 -0.000000 0.000000 -1.000000') f.write("\n") f.write(' $atom:CT $mol:... @atom:409 0.00 -0.000000 0.00000 -2.00000') f.write("\n") f.write(' $atom:H1 $mol:... @atom:8500 0.00 0.892430762954 0.63104384422426 -2.000') f.write("\n") f.write(' $atom:H2 $mol:... @atom:8500 0.00 -0.892430762954 0.63104384422426 -2.000') f.write("\n") f.write(' $atom:CT2 $mol:... @atom:100 0.00 -0.000000 0.00000 -3.00000') f.write("\n") f.write(' $atom:HC $mol:... @atom:8500 0.00 -0.892430762954 -0.63104384422426 -3.000') # f.write(' $atom:HC $mol:... @atom:89 0.00 -0.892430762954 -0.63104384422426 -3.000') f.write("\n") f.write(' $atom:OH $mol:... @atom:96 0.00 0.892430762954 -0.63104384422426 -3.000') f.write("\n") f.write(' $atom:HO $mol:... @atom:97 0.00 1.6 -1.2 -3.000') f.write("\n") f.write(' $atom:CT3 $mol:... @atom:99 0.00 -0.000000 0.00000 -4.00000') f.write("\n") f.write(' $atom:H3 $mol:... @atom:8500 0.00 0.892430762954 0.63104384422426 -4.000') f.write("\n") f.write(' $atom:H4 $mol:... @atom:8500 0.00 -0.892430762954 0.63104384422426 -4.000') f.write("\n") f.write(' $atom:OH2 $mol:... @atom:96 0.00 -0.000000 0.00000 -5.00000') f.write("\n") f.write(' $atom:HO2 $mol:... @atom:97 0.00 -0.000000 0.00000 -6.00000') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write(' write(\'Data Bond List\') {') f.write("\n") f.write(' $bond:CO $atom:C $atom:O') f.write("\n") f.write(' $bond:COS $atom:C $atom:OS') f.write("\n") f.write(' $bond:OSCT $atom:OS $atom:CT') f.write("\n") f.write(' $bond:CTH1 $atom:CT $atom:H1') f.write("\n") f.write(' $bond:CTH2 $atom:CT $atom:H2') f.write("\n") f.write(' $bond:CTCT2 $atom:CT $atom:CT2') f.write("\n") f.write(' $bond:CT2HC $atom:CT2 $atom:HC') f.write("\n") f.write(' $bond:CT2OH $atom:CT2 $atom:OH') f.write("\n") f.write(' $bond:OHHO $atom:OH $atom:HO') f.write("\n") f.write(' $bond:CT2CT3 $atom:CT2 $atom:CT3') f.write("\n") f.write(' $bond:CT3H3 $atom:CT3 $atom:H3') f.write("\n") f.write(' $bond:CT3H4 $atom:CT3 $atom:H4') f.write("\n") f.write(' $bond:CT3OH2 $atom:CT3 $atom:OH2') f.write("\n") f.write(' $bond:OH2HO2 $atom:OH2 $atom:HO2') f.write("\n") f.write(' }') f.write("\n") f.write("\n") f.write('} # RCOOR') ###################################################################### # This part ensembles the CH2 and CH3 into polymers, import is the data on line 95 which makes sure the final molecule is in the right direction #the OFM SA f.write("\n") f.write("\n") f.write('SA inherits LOPLSAA {') f.write("\n") f.write("\n") f.write(' create_var {$mol} ') f.write("\n") f.write(' OFMpolymers = new CH2 [') n_OFMpolymers = str(18) f.write(n_OFMpolymers) f.write('].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' delete OFMpolymers[0]') f.write("\n") f.write(' delete OFMpolymers[') OFMn_1= (17) f.write(str(OFMn_1)) f.write("]") f.write("\n") f.write(' OFMpolymers[0] = new CH3') f.write("\n") f.write(' OFMpolymers[') f.write(str(OFMn_1)) f.write('] = new COOH ') f.write("\n") f.write(' OFMpolymers[') f.write(str(OFMn_1)) f.write("].rot(180,1,") f.write('0') f.write(',0).move(0,0,') OFMd_n_1 = (OFMn_1)*1.2533223 f.write(str(OFMd_n_1)) f.write(')') f.write("\n") f.write("\n") f.write(" write('Data Bond List') {") f.write("\n") for a in range (0, (17)): f.write(" $bond:b") f.write(str(a+1)) f.write(" $atom:OFMpolymers[") f.write(str(a)) f.write("]/C $atom:OFMpolymers[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write("\n") f.write(" }") f.write("\n") f.write("} # SA") f.write("\n") ############################################################### #the OFM SAm f.write("\n") f.write("\n") f.write('SAm inherits LOPLSAA {') f.write("\n") f.write("\n") f.write(' create_var {$mol} ') f.write("\n") f.write(' OFMpolymers = new CH2 [') n_OFMpolymers = str(18) f.write(n_OFMpolymers) f.write('].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' delete OFMpolymers[0]') f.write("\n") f.write(' delete OFMpolymers[') OFMn_1= (17) f.write(str(OFMn_1)) f.write("]") f.write("\n") f.write(' OFMpolymers[0] = new CH3') f.write("\n") f.write(' OFMpolymers[') f.write(str(OFMn_1)) f.write('] = new CONH2 ') f.write("\n") f.write(' OFMpolymers[') f.write(str(OFMn_1)) f.write("].rot(180,1,") f.write('0') f.write(',0).move(0,0,') OFMd_n_1 = (OFMn_1)*1.2533223 f.write(str(OFMd_n_1)) f.write(')') f.write("\n") f.write("\n") f.write(" write('Data Bond List') {") f.write("\n") for a in range (0, (17)): f.write(" $bond:b") f.write(str(a+1)) f.write(" $atom:OFMpolymers[") f.write(str(a)) f.write("]/C $atom:OFMpolymers[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write("\n") f.write(" }") f.write("\n") f.write("} # SAm") f.write("\n") ############################################################### #the OFM GMS f.write("\n") f.write("\n") f.write('GMS inherits LOPLSAA {') f.write("\n") f.write("\n") f.write(' create_var {$mol} ') f.write("\n") f.write(' OFMpolymers = new CH2 [') n_OFMpolymers = str(18) f.write(n_OFMpolymers) f.write('].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' delete OFMpolymers[0]') f.write("\n") f.write(' delete OFMpolymers[') OFMn_1= (17) f.write(str(OFMn_1)) f.write("]") f.write("\n") f.write(' OFMpolymers[0] = new CH3') f.write("\n") f.write(' OFMpolymers[') f.write(str(OFMn_1)) f.write('] = new RCOOR ') f.write("\n") f.write(' OFMpolymers[') f.write(str(OFMn_1)) f.write("].rot(180,1,") f.write('0') f.write(',0).move(0,0,') OFMd_n_1 = (OFMn_1)*1.2533223 f.write(str(OFMd_n_1)) f.write(')') f.write("\n") f.write("\n") f.write(" write('Data Bond List') {") f.write("\n") for a in range (0, (17)): f.write(" $bond:b") f.write(str(a+1)) f.write(" $atom:OFMpolymers[") f.write(str(a)) f.write("]/C $atom:OFMpolymers[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write("\n") f.write(" }") f.write("\n") f.write("} # GMS") f.write("\n") ############################################################### #the OFM OA f.write("\n") f.write("\n") f.write('OA inherits LOPLSAA {') f.write("\n") f.write("\n") f.write(' create_var {$mol} ') f.write("\n") f.write(' OFMpolymers = new CH2 [') n_OFMpolymers = str(8) f.write(n_OFMpolymers) f.write('].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' delete OFMpolymers[0]') f.write("\n") f.write(' OFMpolymers[0] = new CH3') f.write("\n") f.write(' OFMpolymers[8] = new CH') f.write("\n") f.write(' OFMpolymers[8].rot(45,1,0,0).move(0,0,10.0)') f.write("\n") f.write(' OFMpolymers[9] = new CH') f.write("\n") f.write(' OFMpolymers[9].rot(45,1,0,0).move(0,0,10.0).move(0,-0.8,0.8)') f.write("\n") f.write(' OFMpolymers2 = new CH2 [7].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' OFMpolymers2[].rot(180,0,0,1).rot(45,1,0,0).move(0,0,10.0).move(0,-1.6,1.6)') f.write("\n") f.write(' OFMpolymers2[7] = new COOH') f.write("\n") f.write(' OFMpolymers2[7].rot(-180,0,0,1).rot(-125,1,0,0).move(0,0,10.0).move(0,-7.8,7.8)') f.write("\n") f.write("\n") f.write(" write('Data Bond List') {") f.write("\n") for a in range (0, (9)): f.write(" $bond:b") f.write(str(a+1)) f.write(" $atom:OFMpolymers[") f.write(str(a)) f.write("]/C $atom:OFMpolymers[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write(' $bond:bc $atom:OFMpolymers[9]/C $atom:OFMpolymers2[0]/C ') f.write("\n") for a in range (0, (7)): f.write(" $bond:c") f.write(str(a+1)) f.write(" $atom:OFMpolymers2[") f.write(str(a)) f.write("]/C $atom:OFMpolymers2[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write("\n") f.write(" }") f.write("\n") f.write("} # OA") f.write("\n") ############################################################### #the OFM OAm f.write("\n") f.write("\n") f.write('OAm inherits LOPLSAA {') f.write("\n") f.write("\n") f.write(' create_var {$mol} ') f.write("\n") f.write(' OFMpolymers = new CH2 [') n_OFMpolymers = str(8) f.write(n_OFMpolymers) f.write('].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' delete OFMpolymers[0]') f.write("\n") f.write(' OFMpolymers[0] = new CH3') f.write("\n") f.write(' OFMpolymers[8] = new CH') f.write("\n") f.write(' OFMpolymers[8].rot(45,1,0,0).move(0,0,10.0)') f.write("\n") f.write(' OFMpolymers[9] = new CH') f.write("\n") f.write(' OFMpolymers[9].rot(45,1,0,0).move(0,0,10.0).move(0,-0.8,0.8)') f.write("\n") f.write(' OFMpolymers2 = new CH2 [7].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' OFMpolymers2[].rot(180,0,0,1).rot(45,1,0,0).move(0,0,10.0).move(0,-1.6,1.6)') f.write("\n") f.write(' OFMpolymers2[7] = new CONH2') f.write("\n") f.write(' OFMpolymers2[7].rot(-180,0,0,1).rot(-125,1,0,0).move(0,0,10.0).move(0,-7.8,7.8)') f.write("\n") f.write("\n") f.write(" write('Data Bond List') {") f.write("\n") for a in range (0, (9)): f.write(" $bond:b") f.write(str(a+1)) f.write(" $atom:OFMpolymers[") f.write(str(a)) f.write("]/C $atom:OFMpolymers[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write(' $bond:bc $atom:OFMpolymers[9]/C $atom:OFMpolymers2[0]/C ') f.write("\n") for a in range (0, (7)): f.write(" $bond:c") f.write(str(a+1)) f.write(" $atom:OFMpolymers2[") f.write(str(a)) f.write("]/C $atom:OFMpolymers2[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write("\n") f.write(" }") f.write("\n") f.write("} # OAm") f.write("\n") ############################################################### ############################################################### #the OFM GMO f.write("\n") f.write("\n") f.write('GMO inherits LOPLSAA {') f.write("\n") f.write("\n") f.write(' create_var {$mol} ') f.write("\n") f.write(' OFMpolymers = new CH2 [') n_OFMpolymers = str(8) f.write(n_OFMpolymers) f.write('].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' delete OFMpolymers[0]') f.write("\n") f.write(' OFMpolymers[0] = new CH3') f.write("\n") f.write(' OFMpolymers[8] = new CH') f.write("\n") f.write(' OFMpolymers[8].rot(45,1,0,0).move(0,0,10.0)') f.write("\n") f.write(' OFMpolymers[9] = new CH') f.write("\n") f.write(' OFMpolymers[9].rot(45,1,0,0).move(0,0,10.0).move(0,-0.8,0.8)') f.write("\n") f.write(' OFMpolymers2 = new CH2 [7].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' OFMpolymers2[].rot(180,0,0,1).rot(45,1,0,0).move(0,0,10.0).move(0,-1.6,1.6)') f.write("\n") f.write(' OFMpolymers2[7] = new RCOOR') f.write("\n") f.write(' OFMpolymers2[7].rot(-180,0,0,1).rot(-125,1,0,0).move(0,0,10.0).move(0,-7.8,7.8)') f.write("\n") f.write("\n") f.write(" write('Data Bond List') {") f.write("\n") for a in range (0, (9)): f.write(" $bond:b") f.write(str(a+1)) f.write(" $atom:OFMpolymers[") f.write(str(a)) f.write("]/C $atom:OFMpolymers[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write(' $bond:bc $atom:OFMpolymers[9]/C $atom:OFMpolymers2[0]/C ') f.write("\n") for a in range (0, (7)): f.write(" $bond:c") f.write(str(a+1)) f.write(" $atom:OFMpolymers2[") f.write(str(a)) f.write("]/C $atom:OFMpolymers2[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write("\n") f.write(" }") f.write("\n") f.write("} # GMO") f.write("\n") ############################################################### ############################################################### #### #The AlKane f.write("\n") f.write("\n") f.write('Hexadecane inherits LOPLSAA {') f.write("\n") f.write("\n") f.write(' create_var {$mol} ') f.write("\n") f.write(' AlkanePolymer = new CH2 [') n_AlkanePolymer = str(nAlkane) f.write(n_AlkanePolymer) f.write('].rot(180,0,0,1).move(0,0,1.2533223)') f.write("\n") f.write(' delete AlkanePolymer[0]') f.write("\n") f.write(' delete AlkanePolymer[') Alkanen_1= (nAlkane-1) f.write(str(Alkanen_1)) f.write("]") f.write("\n") f.write(' AlkanePolymer[0] = new CH3') f.write("\n") f.write(' AlkanePolymer[') f.write(str(Alkanen_1)) f.write('] = new CH3 ') f.write("\n") f.write(' AlkanePolymer[') f.write(str(Alkanen_1)) f.write("]") if nAlkane%2==0: f.write('.rot(180,0,0,1).rot(180,0,1,0).') else: f.write('.rot(180,0,1,0).') f.write('move(0,0,') Alkaned_n_1 = (Alkanen_1)*1.2533223 f.write(str(Alkaned_n_1)) f.write(')') f.write("\n") f.write("\n") f.write(" write('Data Bond List') {") f.write("\n") for a in range (0, (nAlkane-1)): f.write(" $bond:b") f.write(str(a+1)) f.write(" $atom:AlkanePolymer[") f.write(str(a)) f.write("]/C $atom:AlkanePolymer[") f.write(str(a+1)) f.write("]/C") f.write("\n") f.write("\n") f.write(" }") f.write("\n") f.write("} # Hexadecane") f.write("\n") ############################################################### #### #Benzyl Benzoate f.write("BZBZ inherits LOPLSAA {\n") f.write(" # atomID molID atomType charge X Y Z\n") f.write(" write('Data Atoms') {\n") f.write(" $atom:C1 $mol:... @atom:90 0.00 1.617 2.278 2.109 \n") f.write(" $atom:C2 $mol:... @atom:90 0.00 2.453 2.282 0.996 \n") f.write(" $atom:C3 $mol:... @atom:90 0.00 3.836 2.153 1.161 \n") f.write(" $atom:C4 $mol:... @atom:90 0.00 4.380 2.026 2.443 \n") f.write(" $atom:C5 $mol:... @atom:90 0.00 3.546 2.027 3.561 \n") f.write(" $atom:C6 $mol:... @atom:842 0.00 2.158 2.153 3.398 \n") f.write(" $atom:C7 $mol:... @atom:40600 0.00 1.215 2.158 4.553 \n") f.write(" $atom:C8 $mol:... @atom:81 0.00 0.980 2.119 6.918 \n") f.write(" $atom:C9 $mol:... @atom:90 0.00 2.283 3.365 8.682 \n") f.write(" $atom:C10 $mol:... @atom:90 0.00 1.854 2.146 8.142 \n") f.write(" $atom:C11 $mol:... @atom:90 0.00 2.261 0.951 8.751 \n") f.write(" $atom:C12 $mol:... @atom:90 0.00 3.083 0.974 9.879 \n") f.write(" $atom:C13 $mol:... @atom:90 0.00 3.507 2.195 10.410 \n") f.write(" $atom:C14 $mol:... @atom:90 0.00 3.105 3.392 9.810 \n") f.write(" $atom:H1 $mol:... @atom:91 0.00 0.541 2.374 2.000 \n") f.write(" $atom:H2 $mol:... @atom:91 0.00 2.030 2.381 0.000 \n") f.write(" $atom:H3 $mol:... @atom:91 0.00 4.490 2.152 0.293 \n") f.write(" $atom:H4 $mol:... @atom:91 0.00 5.454 1.927 2.572 \n") f.write(" $atom:H5 $mol:... @atom:91 0.00 3.965 1.933 4.557 \n") f.write(" $atom:H6 $mol:... @atom:8500 0.00 0.349 1.226 6.888 \n") f.write(" $atom:H7 $mol:... @atom:8500 0.00 0.332 2.997 6.858 \n") f.write(" $atom:H8 $mol:... @atom:91 0.00 1.968 4.298 8.219 \n") f.write(" $atom:H9 $mol:... @atom:91 0.00 1.928 0.000 8.341 \n") f.write(" $atom:H10 $mol:... @atom:91 0.00 3.388 0.040 10.346 \n") f.write(" $atom:H11 $mol:... @atom:91 0.00 4.143 2.214 11.292 \n") f.write(" $atom:H12 $mol:... @atom:91 0.00 3.429 4.344 10.223 \n") f.write(" $atom:O1 $mol:... @atom:40700 0.00 0.000 2.208 4.444 \n") f.write(" $atom:O2 $mol:... @atom:40800 0.00 1.844 2.107 5.743 \n") f.write(" }\n") f.write(" write('Data Bond List') {\n") f.write(" # Aromatic Carbon Cycles\n") f.write(" $bond:CC1 $atom:C1 $atom:C2\n") f.write(" $bond:CC2 $atom:C2 $atom:C3\n") f.write(" $bond:CC3 $atom:C3 $atom:C4\n") f.write(" $bond:CC4 $atom:C4 $atom:C5\n") f.write(" $bond:CC5 $atom:C5 $atom:C6\n") f.write(" $bond:CC6 $atom:C6 $atom:C1\n") f.write(" $bond:CC7 $atom:C9 $atom:C10\n") f.write(" $bond:CC8 $atom:C10 $atom:C11\n") f.write(" $bond:CC9 $atom:C11 $atom:C12\n") f.write(" $bond:CC10 $atom:C12 $atom:C13\n") f.write(" $bond:CC11 $atom:C13 $atom:C14\n") f.write(" $bond:CC12 $atom:C14 $atom:C9\n") f.write("# Non Aromatic Carbons\n") f.write(" $bond:CC13 $atom:C7 $atom:C6\n") f.write(" $bond:CC14 $atom:C8 $atom:C10\n") f.write("# Hydrogen - Aromatic Carbon\n") f.write(" $bond:CH1 $atom:C1 $atom:H1\n") f.write(" $bond:CH2 $atom:C2 $atom:H2\n") f.write(" $bond:CH3 $atom:C3 $atom:H3\n") f.write(" $bond:CH4 $atom:C4 $atom:H4\n") f.write(" $bond:CH5 $atom:C5 $atom:H5\n") f.write(" $bond:CH6 $atom:C9 $atom:H8\n") f.write(" $bond:CH7 $atom:C11 $atom:H9\n") f.write(" $bond:CH8 $atom:C12 $atom:H10\n") f.write(" $bond:CH9 $atom:C13 $atom:H11\n") f.write(" $bond:CH10 $atom:C14 $atom:H12\n") f.write("# Hydrogen - Non aromatic Carbon\n") f.write(" $bond:CH11 $atom:C8 $atom:H6\n") f.write(" $bond:CH12 $atom:C8 $atom:H7\n") f.write("# Oxygen\n") f.write(" $bond:CO1 $atom:C7 $atom:O1\n") f.write(" $bond:CO2 $atom:C7 $atom:O2\n") f.write(" $bond:CO3 $atom:C8 $atom:O2\n") f.write(" }\n") f.write("}\n") ############################################################### #### #Squalane f.write("squalane inherits LOPLSAA { \n") f.write(" # atomID molID atomType charge X Y Z\n") f.write(" write('Data Atoms') {\n") f.write(" $atom:H33 $mol:... @atom:85 0.00 -13.888 -2.118 0.507\n") f.write(" $atom:C1 $mol:... @atom:80 0.00 -13.557 -2.018 -0.555\n") f.write(" $atom:H31 $mol:... @atom:85 0.00 -14.464 -1.954 -1.204\n") f.write(" $atom:H32 $mol:... @atom:85 0.00 -12.986 -2.935 -0.835\n") f.write(" $atom:C2 $mol:... @atom:8100 0.00 -12.698 -0.782 -0.729\n") f.write(" $atom:H34 $mol:... @atom:8500 0.00 -12.351 -0.740 -1.801\n") f.write(" $atom:C3 $mol:... @atom:80 0.00 -13.512 0.462 -0.441\n") f.write(" $atom:H35 $mol:... @atom:85 0.00 -13.877 0.457 0.614\n") f.write(" $atom:H36 $mol:... @atom:85 0.00 -12.896 1.380 -0.598\n") f.write(" $atom:H37 $mol:... @atom:85 0.00 -14.397 0.510 -1.121\n") f.write(" $atom:C4 $mol:... @atom:81 0.00 -11.472 -0.866 0.169\n") f.write(" $atom:H38 $mol:... @atom:8500 0.00 -11.770 -0.645 1.228\n") f.write(" $atom:H39 $mol:... @atom:8500 0.00 -11.073 -1.915 0.148\n") f.write(" $atom:C5 $mol:... @atom:81 0.00 -10.377 0.088 -0.262\n") f.write(" $atom:H40 $mol:... @atom:8500 0.00 -10.070 -0.144 -1.315\n") f.write(" $atom:H41 $mol:... @atom:8500 0.00 -10.769 1.139 -0.254\n") f.write(" $atom:C6 $mol:... @atom:81 0.00 -9.176 -0.018 0.654\n") f.write(" $atom:H42 $mol:... @atom:8500 0.00 -9.473 0.252 1.701\n") f.write(" $atom:H43 $mol:... @atom:8500 0.00 -8.829 -1.086 0.672\n") f.write(" $atom:C7 $mol:... @atom:8100 0.00 -8.025 0.876 0.209\n") f.write(" $atom:H44 $mol:... @atom:8500 0.00 -7.883 0.745 -0.902\n") f.write(" $atom:C8 $mol:... @atom:80 0.00 -8.336 2.333 0.485\n") f.write(" $atom:H45 $mol:... @atom:85 0.00 -8.488 2.503 1.578\n") f.write(" $atom:H46 $mol:... @atom:85 0.00 -7.496 2.984 0.140\n") f.write(" $atom:H47 $mol:... @atom:85 0.00 -9.263 2.644 -0.054\n") f.write(" $atom:C9 $mol:... @atom:81 0.00 -6.741 0.452 0.910\n") f.write(" $atom:H48 $mol:... @atom:8500 0.00 -6.777 0.778 1.982\n") f.write(" $atom:H49 $mol:... @atom:8500 0.00 -6.671 -0.669 0.907\n") f.write(" $atom:C10 $mol:... @atom:81 0.00 -5.505 1.020 0.245\n") f.write(" $atom:H50 $mol:... @atom:8500 0.00 -5.489 0.723 -0.837\n") f.write(" $atom:H51 $mol:... @atom:8500 0.00 -5.537 2.141 0.280\n") f.write(" $atom:C11 $mol:... @atom:81 0.00 -4.247 0.523 0.926\n") f.write(" $atom:H52 $mol:... @atom:8500 0.00 -4.258 0.825 2.006\n") f.write(" $atom:H53 $mol:... @atom:8500 0.00 -4.238 -0.599 0.895\n") f.write(" $atom:C12 $mol:... @atom:8100 0.00 -2.982 1.057 0.265\n") f.write(" $atom:H54 $mol:... @atom:8500 0.00 -3.107 0.981 -0.853\n") f.write(" $atom:C13 $mol:... @atom:80 0.00 -2.757 2.511 0.626\n") f.write(" $atom:H55 $mol:... @atom:85 0.00 -2.590 2.622 1.725\n") f.write(" $atom:H56 $mol:... @atom:85 0.00 -1.864 2.913 0.090\n") f.write(" $atom:H57 $mol:... @atom:85 0.00 -3.644 3.126 0.340\n") f.write(" $atom:C14 $mol:... @atom:81 0.00 -1.789 0.203 0.672\n") f.write(" $atom:H58 $mol:... @atom:8500 0.00 -1.543 0.396 1.749\n") f.write(" $atom:H59 $mol:... @atom:8500 0.00 -2.064 -0.882 0.584\n") f.write(" $atom:C15 $mol:... @atom:81 0.00 -0.569 0.468 -0.184\n") f.write(" $atom:H60 $mol:... @atom:8500 0.00 -0.830 0.332 -1.267\n") f.write(" $atom:H61 $mol:... @atom:8500 0.00 -0.236 1.532 -0.055\n") f.write(" $atom:C16 $mol:... @atom:81 0.00 0.568 -0.463 0.183\n") f.write(" $atom:H62 $mol:... @atom:8500 0.00 0.830 -0.327 1.266\n") f.write(" $atom:H63 $mol:... @atom:8500 0.00 0.236 -1.526 0.054\n") f.write(" $atom:C17 $mol:... @atom:81 0.00 1.788 -0.197 -0.673\n") f.write(" $atom:H64 $mol:... @atom:8500 0.00 1.542 -0.389 -1.751\n") f.write(" $atom:H65 $mol:... @atom:8500 0.00 2.064 0.887 -0.584\n") f.write(" $atom:C18 $mol:... @atom:8100 0.00 2.982 -1.053 -0.267\n") f.write(" $atom:H66 $mol:... @atom:8500 0.00 3.105 -0.979 0.851\n") f.write(" $atom:C19 $mol:... @atom:80 0.00 2.756 -2.505 -0.631\n") f.write(" $atom:H67 $mol:... @atom:85 0.00 2.591 -2.615 -1.730\n") f.write(" $atom:H68 $mol:... @atom:85 0.00 3.642 -3.122 -0.345\n") f.write(" $atom:H69 $mol:... @atom:85 0.00 1.862 -2.908 -0.097\n") f.write(" $atom:C20 $mol:... @atom:81 0.00 4.247 -0.518 -0.927\n") f.write(" $atom:H70 $mol:... @atom:8500 0.00 4.257 -0.816 -2.008\n") f.write(" $atom:H71 $mol:... @atom:8500 0.00 4.239 0.604 -0.892\n") f.write(" $atom:C21 $mol:... @atom:81 0.00 5.505 -1.018 -0.248\n") f.write(" $atom:H72 $mol:... @atom:8500 0.00 5.489 -0.725 0.836\n") f.write(" $atom:H73 $mol:... @atom:8500 0.00 5.537 -2.138 -0.287\n") f.write(" $atom:C22 $mol:... @atom:81 0.00 6.741 -0.447 -0.910\n") f.write(" $atom:H74 $mol:... @atom:8500 0.00 6.777 -0.768 -1.984\n") f.write(" $atom:H75 $mol:... @atom:8500 0.00 6.672 0.673 -0.901\n") f.write(" $atom:C23 $mol:... @atom:8100 0.00 8.025 -0.877 -0.211\n") f.write(" $atom:H76 $mol:... @atom:8500 0.00 7.883 -0.752 0.900\n") f.write(" $atom:C24 $mol:... @atom:80 0.00 8.334 -2.332 -0.496\n") f.write(" $atom:H77 $mol:... @atom:85 0.00 9.261 -2.647 0.041\n") f.write(" $atom:H78 $mol:... @atom:85 0.00 7.494 -2.984 -0.156\n") f.write(" $atom:H79 $mol:... @atom:85 0.00 8.487 -2.495 -1.590\n") f.write(" $atom:C25 $mol:... @atom:81 0.00 9.176 0.020 -0.651\n") f.write(" $atom:H80 $mol:... @atom:8500 0.00 9.472 -0.243 -1.700\n") f.write(" $atom:H81 $mol:... @atom:8500 0.00 8.829 1.088 -0.662\n") f.write(" $atom:C26 $mol:... @atom:81 0.00 10.378 -0.093 0.263\n") f.write(" $atom:H82 $mol:... @atom:8500 0.00 10.071 0.131 1.319\n") f.write(" $atom:H83 $mol:... @atom:8500 0.00 10.769 -1.144 0.248\n") f.write(" $atom:C27 $mol:... @atom:81 0.00 11.473 0.863 -0.162\n") f.write(" $atom:H84 $mol:... @atom:8500 0.00 11.770 0.650 -1.222\n") f.write(" $atom:H85 $mol:... @atom:8500 0.00 11.074 1.912 -0.133\n") f.write(" $atom:C28 $mol:... @atom:8100 0.00 12.699 0.773 0.735\n") f.write(" $atom:H86 $mol:... @atom:8500 0.00 12.353 0.723 1.807\n") f.write(" $atom:C29 $mol:... @atom:80 0.00 13.513 -0.470 0.438\n") f.write(" $atom:H87 $mol:... @atom:85 0.00 14.398 -0.523 1.116\n") f.write(" $atom:H88 $mol:... @atom:85 0.00 12.897 -1.388 0.587\n") f.write(" $atom:H89 $mol:... @atom:85 0.00 13.877 -0.457 -0.618\n") f.write(" $atom:C30 $mol:... @atom:80 0.00 13.559 2.009 0.570\n") f.write(" $atom:H90 $mol:... @atom:85 0.00 12.988 2.925 0.857\n") f.write(" $atom:H91 $mol:... @atom:85 0.00 14.466 1.940 1.217\n") f.write(" $atom:H92 $mol:... @atom:85 0.00 13.889 2.117 -0.492\n") f.write(" }\n") f.write(" write('Data Bond List') {\n") f.write(" $bond:B1 $atom:H33 $atom:C1\n") f.write(" $bond:B2 $atom:C1 $atom:H31\n") f.write(" $bond:B3 $atom:C1 $atom:H32\n") f.write(" $bond:B4 $atom:C1 $atom:C2\n") f.write(" $bond:B5 $atom:C2 $atom:H34\n") f.write(" $bond:B6 $atom:C2 $atom:C3\n") f.write(" $bond:B7 $atom:C2 $atom:C4\n") f.write(" $bond:B8 $atom:C3 $atom:H35\n") f.write(" $bond:B9 $atom:C3 $atom:H36\n") f.write(" $bond:B10 $atom:C3 $atom:H37\n") f.write(" $bond:B11 $atom:C4 $atom:H38\n") f.write(" $bond:B12 $atom:C4 $atom:H39\n") f.write(" $bond:B13 $atom:C4 $atom:C5\n") f.write(" $bond:B14 $atom:C5 $atom:H40\n") f.write(" $bond:B15 $atom:C5 $atom:H41\n") f.write(" $bond:B16 $atom:C5 $atom:C6\n") f.write(" $bond:B17 $atom:C6 $atom:H42\n") f.write(" $bond:B18 $atom:C6 $atom:H43\n") f.write(" $bond:B19 $atom:C6 $atom:C7\n") f.write(" $bond:B20 $atom:C7 $atom:H44\n") f.write(" $bond:B21 $atom:C7 $atom:C8\n") f.write(" $bond:B22 $atom:C7 $atom:C9\n") f.write(" $bond:B23 $atom:C8 $atom:H45\n") f.write(" $bond:B24 $atom:C8 $atom:H46\n") f.write(" $bond:B25 $atom:C8 $atom:H47\n") f.write(" $bond:B26 $atom:C9 $atom:H48\n") f.write(" $bond:B27 $atom:C9 $atom:H49\n") f.write(" $bond:B28 $atom:C9 $atom:C10\n") f.write(" $bond:B29 $atom:C10 $atom:H50\n") f.write(" $bond:B30 $atom:C10 $atom:H51\n") f.write(" $bond:B31 $atom:C10 $atom:C11\n") f.write(" $bond:B32 $atom:C11 $atom:H52\n") f.write(" $bond:B33 $atom:C11 $atom:H53\n") f.write(" $bond:B34 $atom:C11 $atom:C12\n") f.write(" $bond:B35 $atom:C12 $atom:H54\n") f.write(" $bond:B36 $atom:C12 $atom:C13\n") f.write(" $bond:B37 $atom:C12 $atom:C14\n") f.write(" $bond:B38 $atom:C13 $atom:H55\n") f.write(" $bond:B39 $atom:C13 $atom:H56\n") f.write(" $bond:B40 $atom:C13 $atom:H57\n") f.write(" $bond:B41 $atom:C14 $atom:H58\n") f.write(" $bond:B42 $atom:C14 $atom:H59\n") f.write(" $bond:B43 $atom:C14 $atom:C15\n") f.write(" $bond:B44 $atom:C15 $atom:H60\n") f.write(" $bond:B45 $atom:C15 $atom:H61\n") f.write(" $bond:B46 $atom:C15 $atom:C16\n") f.write(" $bond:B47 $atom:C16 $atom:H62\n") f.write(" $bond:B48 $atom:C16 $atom:H63\n") f.write(" $bond:B49 $atom:C16 $atom:C17\n") f.write(" $bond:B50 $atom:C17 $atom:H64\n") f.write(" $bond:B51 $atom:C17 $atom:H65\n") f.write(" $bond:B52 $atom:C17 $atom:C18\n") f.write(" $bond:B53 $atom:C18 $atom:H66\n") f.write(" $bond:B54 $atom:C18 $atom:C19\n") f.write(" $bond:B55 $atom:C18 $atom:C20\n") f.write(" $bond:B56 $atom:C19 $atom:H67\n") f.write(" $bond:B57 $atom:C19 $atom:H68\n") f.write(" $bond:B58 $atom:C19 $atom:H69\n") f.write(" $bond:B59 $atom:C20 $atom:H70\n") f.write(" $bond:B60 $atom:C20 $atom:H71\n") f.write(" $bond:B61 $atom:C20 $atom:C21\n") f.write(" $bond:B62 $atom:C21 $atom:H72\n") f.write(" $bond:B63 $atom:C21 $atom:H73\n") f.write(" $bond:B64 $atom:C21 $atom:C22\n") f.write(" $bond:B65 $atom:C22 $atom:H74\n") f.write(" $bond:B66 $atom:C22 $atom:H75\n") f.write(" $bond:B67 $atom:C22 $atom:C23\n") f.write(" $bond:B68 $atom:C23 $atom:H76\n") f.write(" $bond:B69 $atom:C23 $atom:C24\n") f.write(" $bond:B70 $atom:C23 $atom:C25\n") f.write(" $bond:B71 $atom:C24 $atom:H77\n") f.write(" $bond:B72 $atom:C24 $atom:H78\n") f.write(" $bond:B73 $atom:C24 $atom:H79\n") f.write(" $bond:B74 $atom:C25 $atom:H80\n") f.write(" $bond:B75 $atom:C25 $atom:H81\n") f.write(" $bond:B76 $atom:C25 $atom:C26\n") f.write(" $bond:B77 $atom:C26 $atom:H82\n") f.write(" $bond:B78 $atom:C26 $atom:H83\n") f.write(" $bond:B79 $atom:C26 $atom:C27\n") f.write(" $bond:B80 $atom:C27 $atom:H84\n") f.write(" $bond:B81 $atom:C27 $atom:H85\n") f.write(" $bond:B82 $atom:C27 $atom:C28\n") f.write(" $bond:B83 $atom:C28 $atom:H86\n") f.write(" $bond:B84 $atom:C28 $atom:C29\n") f.write(" $bond:B85 $atom:C28 $atom:C30\n") f.write(" $bond:B86 $atom:C29 $atom:H87\n") f.write(" $bond:B87 $atom:C29 $atom:H88\n") f.write(" $bond:B88 $atom:C29 $atom:H89\n") f.write(" $bond:B89 $atom:C30 $atom:H90\n") f.write(" $bond:B90 $atom:C30 $atom:H91\n") f.write(" $bond:B91 $atom:C30 $atom:H92\n") f.write(" }\n") f.write("}\n") ###################################################################### #rough Iron surfaces if Surfaces == 1: Rough(FractalLevels,RMSin,H,boxLenghtX,boxLenghtY,boxLenghtZ,aFe,Separation) ###################################################################### #Flat Fe2O3 surfaces if Surfaces == 2: Fe2O3(FractalLevels,RMSin,H,boxLenghtX,boxLenghtY,boxLenghtZ,aFe,Separation) ###################################################################### # This calculates the amount of molecules in each direction and the total amount of molecules #### #The OFM #OFMn_x = int((xhi-xlo)/OFMs_x) #OFMn_y = int((yhi-ylo)/OFMs_y) OFMn_z = 1 #int((zhi-zlo)/OFMs_z) #N_total = OFMn_x*OFMn_y*OFMn_z # This determines how far apart all OFMpolymers will be placed OFMs_x = (xhi-xlo)/OFMn_x OFMs_y = (yhi-ylo)/OFMn_y OFMs_z = 0 #(1.5*n)+3 #### #The AlKane # This determines how far apart all Alkanes polymers will be placed Alkanes_x = (xhi-xlo)/Alkanen_x #(1.2533223*(nAlkane-1))+5 Alkanes_y = (yhi-ylo)/Alkanen_y if Alkanen_z == 1: Alkanes_z = 0.0 else: Alkanes_z = ((zhi-23.3065-4)-(zlo+23.3065+4))/(Alkanen_z-1) #### #BZBZ # This determines how far apart all BZBZ molecules will be placed BZBZ_x = (xhi-xlo)/BZBZn_x #(1.2533223*(nAlkane-1))+5 BZBZ_y = (yhi-ylo)/BZBZn_y if BZBZn_z == 1: BZBZ_z = 0.0 else: BZBZ_z = ((zhi-23.3065-5)-(zlo+23.3065+5))/(BZBZn_z-1) #### #Squalane # This determines how far apart all Squalane molecules will be placed Squalane_x = (xhi-xlo)/Squalanen_x #(1.2533223*(nAlkane-1))+5 Squalane_y = (yhi-ylo)/Squalanen_y if Squalanen_z == 1: Squalane_z = 0.0 else: Squalane_z = ((zhi-23.3065-5)-(zlo+23.3065+5))/(Squalanen_z-1) ###################################################################### #Placing the polymers in the box f.write("\n") f.write("# Periodic boundary conditions:") f.write("\n") f.write("write_once(\"Data Boundary\") {") f.write("\n") f.write(str(xlo)+" "+str(xhi)) f.write(" xlo xhi") f.write("\n") f.write(str(ylo)+" "+str(yhi)) f.write(" ylo yhi") f.write("\n") #rough Iron surfaces if Surfaces == 1 or Surfaces == 0 : f.write(str(zlo-boxLenghtZ*aFe-20)+" "+str(zhi+boxLenghtZ*aFe+20)) f.write(" zlo zhi") f.write("\n") f.write("}") #Flat Fe2O3 surfaces if Surfaces == 2 : f.write(str(zlo-boxLenghtZ*13.730-20)+" "+str(zhi+boxLenghtZ*13.730+20)) f.write(" zlo zhi") f.write("\n") f.write("}") ##### #The OFMs if OFM == 1: # Here the OFMpolymers are placed, using the number of OFMpolymers in each direction and the set distance f.write("\n") f.write("\n") if OFMtype == 'SA': f.write("molecules = new SA [") elif OFMtype == 'SAm': f.write("molecules = new SAm [") elif OFMtype == 'GMS': f.write("molecules = new GMS [") elif OFMtype == 'OA': f.write("molecules = new OA [") elif OFMtype == 'OAm': f.write("molecules = new OAm [") elif OFMtype == 'GMO': f.write("molecules = new GMO [") f.write(str(OFMn_z)) f.write("].move(0, 0,") f.write(str(OFMs_z)) f.write(")") f.write("\n") f.write(" [") f.write(str(OFMn_y)) f.write("].move(0, ") f.write(str(OFMs_y)) f.write(", 0)") f.write("\n") f.write(" [") f.write(str(OFMn_x)) f.write("].move(") f.write(str(OFMs_x)) f.write(", 0, 0)") f.write("\n") f.write("molecules[*][*][*].rot(180,1,0,0).move("+str(xlo)+","+str(ylo+(OFMn_y-1)*OFMs_y)+","+str(zlo+23.3065)+")") f.write("\n") f.write("\n") if OFMtype == 'SA': f.write("molecules2 = new SA [") elif OFMtype == 'SAm': f.write("molecules2 = new SAm [") elif OFMtype == 'GMS': f.write("molecules2 = new GMS [") elif OFMtype == 'OA': f.write("molecules2 = new OA [") elif OFMtype == 'OAm': f.write("molecules2 = new OAm [") elif OFMtype == 'GMO': f.write("molecules2 = new GMO [") f.write(str(OFMn_z)) f.write("].move(0, 0,") f.write(str(OFMs_z)) f.write(")") f.write("\n") f.write(" [") f.write(str(OFMn_y)) f.write("].move(0, ") f.write(str(OFMs_y)) f.write(", 0)") f.write("\n") f.write(" [") f.write(str(OFMn_x)) f.write("].move(") f.write(str(OFMs_x)) f.write(", 0, 0)") f.write("\n") f.write("molecules2[*][*][*].move("+str(xlo)+","+str(ylo)+","+str(zlo+(zhi-zlo)-23.3065)+")") ##### #The Alkanes if Alkane == 1: f.write("\n") f.write("\n") f.write("molecules3 = new Hexadecane.rot(90, 0, 1, 0) [") f.write(str(Alkanen_z)) f.write("].move(0, 0,") f.write(str(Alkanes_z)) f.write(")") f.write("\n") f.write(" [") f.write(str(Alkanen_y)) f.write("].move(0, ") f.write(str(Alkanes_y)) f.write(", 0)") f.write("\n") f.write(" [") f.write(str(Alkanen_x)) f.write("].move(") f.write(str(Alkanes_x)) f.write(", 0, 0)") f.write("\n") f.write("molecules3[*][*][*].move("+str(xlo)+","+str(ylo)+","+str(zlo+23.3065+4)+")") ###### #BZBZ if BZBZ == 1: f.write("\n") f.write("\n") f.write("molecules4 = new BZBZ.rot(90, 0, 1, 0) [") f.write(str(BZBZn_z)) f.write("].move(0, 0,") f.write(str(BZBZ_z)) f.write(")") f.write("\n") f.write(" [") f.write(str(BZBZn_y)) f.write("].move(0, ") f.write(str(BZBZ_y)) f.write(", 0)") f.write("\n") f.write(" [") f.write(str(BZBZn_x)) f.write("].move(") f.write(str(BZBZ_x)) f.write(", 0, 0)") f.write("\n") f.write("molecules4[*][*][*].move("+str(xlo)+","+str(ylo)+","+str(zlo+23.3065+8)+")") ##### #Squalane if Squalane == 1: f.write("\n") f.write("\n") f.write("molecules6 = new squalane.move(15, 0, 0) [") f.write(str(Squalanen_z)) f.write("].move(0, 0,") f.write(str(Squalane_z)) f.write(")") f.write("\n") f.write(" [") f.write(str(Squalanen_y)) f.write("].move(0, ") f.write(str(Squalane_y)) f.write(", 0)") f.write("\n") f.write(" [") f.write(str(Squalanen_x)) f.write("].move(") f.write(str(Squalane_x)) f.write(", 0, 0)") f.write("\n") f.write("molecules6[*][*][*].move("+str(xlo)+","+str(ylo)+","+str(zlo+23.3065+4)+")") ###### #The Surfaces if Surfaces == 1: f.write("\n") f.write("\n") f.write("molecules5 = new FESurface.move("+str(xlo)+","+str(ylo)+","+str(zlo-boxLenghtZ*aFe-1)+")") f.write("\n") f.write("\n") if Surfaces == 2: f.write("\n") f.write("\n") f.write("molecules5 = new FESurface.move("+str(xlo)+","+str(ylo)+","+str(zlo-boxLenghtZ*13.730-1)+")") f.write("\n") f.write("\n") #f.write("molecules4 = new FESurface.move("+str(xlo)+","+str(ylo)+","+str(zlo-boxLenghtZ*aFe-1)+")") f.close() # Creates the name for the all the imput files name = 'lopls' #+str(N_total) os.rename('lopls.lt',name+'.lt') #runs Moltemplate os.system('moltemplate.sh '+name+'.lt') #os.system('moltemplate_2016-12-18.sh '+name+'.lt') #os.system('moltemplate_2017-2-10.sh '+name+'.lt') # Builds the .in file ######################################################################## f = open('in.'+name,'wr+') f.write("# ------------------------------- Initialization Section --------------------") f.write("\n") f.write("include "+name+".in.init") f.write("\n") f.write("read_data " + name +".data") f.write("\n") f.write("include "+name+".in.settings") f.write("\n") f.write("include "+name+".in.charges") f.write("\n") f.write("\n") f.write("dump dump1 all atom 1000 "+name+".dump") f.write("\n") f.write("thermo_style custom step lx ly lz density temp press etotal") f.write("\n") f.write("thermo 1") f.write("\n") f.write("write_data "+ name +"Initial.data") f.write("\n") f.write("\n") f.write("# ------------------Run Equilibriation ---------------------------") f.write("\n") f.write("\n") f.write("min_style cg") f.write("\n") f.write("minimize 0.0 0.0 100000 100000") f.write("\n") f.write("\n") f.close() ############################################################################################################ if Surfaces == 1: AddEAM() os.system('rm WEA.lt') if Surfaces == 2: AddFe2O3(name) os.system('rm Fe2O3.lt') # Moves all files to a seperate folder os.system('rm -r lopls') os.system('mkdir lopls') os.system('rm -r output_ttree') os.system('rm '+name+'.in') os.system('mv '+name+'.in.init lopls') os.system('mv '+name+'.in.CreateBonds lopls') os.system('mv '+name+'.in.settings lopls') os.system('mv '+name+'.in.charges lopls') os.system('rm '+name+'.lt') os.system('mv '+name+'.data lopls') # moves all new input files to the folder os.system("mv in."+name+" lopls")
JE1314/LAMMPS_builder
root/lopls.py
Python
gpl-3.0
49,103
[ "LAMMPS" ]
0ec2fb3f638777031ebe17f36b365ec3737c51531c424070bff25b9d6e27e5cc
# # QAPI event generator # # Copyright (c) 2014 Wenchao Xia # Copyright (c) 2015-2016 Red Hat Inc. # # Authors: # Wenchao Xia <wenchaoqemu@gmail.com> # Markus Armbruster <armbru@redhat.com> # # This work is licensed under the terms of the GNU GPL, version 2. # See the COPYING file in the top-level directory. from qapi import * def gen_event_send_proto(name, arg_type, boxed): return 'void qapi_event_send_%(c_name)s(%(param)s)' % { 'c_name': c_name(name.lower()), 'param': gen_params(arg_type, boxed, 'Error **errp')} def gen_event_send_decl(name, arg_type, boxed): return mcgen(''' %(proto)s; ''', proto=gen_event_send_proto(name, arg_type, boxed)) # Declare and initialize an object 'qapi' using parameters from gen_params() def gen_param_var(typ): assert not typ.variants ret = mcgen(''' %(c_name)s param = { ''', c_name=typ.c_name()) sep = ' ' for memb in typ.members: ret += sep sep = ', ' if memb.optional: ret += 'has_' + c_name(memb.name) + sep if memb.type.name == 'str': # Cast away const added in gen_params() ret += '(char *)' ret += c_name(memb.name) ret += mcgen(''' }; ''') if not typ.is_implicit(): ret += mcgen(''' %(c_name)s *arg = &param; ''', c_name=typ.c_name()) return ret def gen_event_send(name, arg_type, boxed): # FIXME: Our declaration of local variables (and of 'errp' in the # parameter list) can collide with exploded members of the event's # data type passed in as parameters. If this collision ever hits in # practice, we can rename our local variables with a leading _ prefix, # or split the code into a wrapper function that creates a boxed # 'param' object then calls another to do the real work. ret = mcgen(''' %(proto)s { QDict *qmp; Error *err = NULL; QMPEventFuncEmit emit; ''', proto=gen_event_send_proto(name, arg_type, boxed)) if arg_type and not arg_type.is_empty(): ret += mcgen(''' QObject *obj; Visitor *v; ''') if not boxed: ret += gen_param_var(arg_type) else: assert not boxed ret += mcgen(''' emit = qmp_event_get_func_emit(); if (!emit) { return; } qmp = qmp_event_build_dict("%(name)s"); ''', name=name) if arg_type and not arg_type.is_empty(): ret += mcgen(''' v = qobject_output_visitor_new(&obj); ''') if not arg_type.is_implicit(): ret += mcgen(''' visit_type_%(c_name)s(v, "%(name)s", &arg, &err); ''', name=name, c_name=arg_type.c_name()) else: ret += mcgen(''' visit_start_struct(v, "%(name)s", NULL, 0, &err); if (err) { goto out; } visit_type_%(c_name)s_members(v, &param, &err); if (!err) { visit_check_struct(v, &err); } visit_end_struct(v, NULL); ''', name=name, c_name=arg_type.c_name()) ret += mcgen(''' if (err) { goto out; } visit_complete(v, &obj); qdict_put_obj(qmp, "data", obj); ''') ret += mcgen(''' emit(%(c_enum)s, qmp, &err); ''', c_enum=c_enum_const(event_enum_name, name)) if arg_type and not arg_type.is_empty(): ret += mcgen(''' out: visit_free(v); ''') ret += mcgen(''' error_propagate(errp, err); QDECREF(qmp); } ''') return ret class QAPISchemaGenEventVisitor(QAPISchemaVisitor): def __init__(self): self.decl = None self.defn = None self._event_names = None def visit_begin(self, schema): self.decl = '' self.defn = '' self._event_names = [] def visit_end(self): self.decl += gen_enum(event_enum_name, self._event_names) self.defn += gen_enum_lookup(event_enum_name, self._event_names) self._event_names = None def visit_event(self, name, info, arg_type, boxed): self.decl += gen_event_send_decl(name, arg_type, boxed) self.defn += gen_event_send(name, arg_type, boxed) self._event_names.append(name) (input_file, output_dir, do_c, do_h, prefix, dummy) = parse_command_line() c_comment = ''' /* * schema-defined QAPI event functions * * Copyright (c) 2014 Wenchao Xia * * Authors: * Wenchao Xia <wenchaoqemu@gmail.com> * * This work is licensed under the terms of the GNU LGPL, version 2.1 or later. * See the COPYING.LIB file in the top-level directory. * */ ''' h_comment = ''' /* * schema-defined QAPI event functions * * Copyright (c) 2014 Wenchao Xia * * Authors: * Wenchao Xia <wenchaoqemu@gmail.com> * * This work is licensed under the terms of the GNU LGPL, version 2.1 or later. * See the COPYING.LIB file in the top-level directory. * */ ''' (fdef, fdecl) = open_output(output_dir, do_c, do_h, prefix, 'qapi-event.c', 'qapi-event.h', c_comment, h_comment) fdef.write(mcgen(''' #include "qemu/osdep.h" #include "qemu-common.h" #include "%(prefix)sqapi-event.h" #include "%(prefix)sqapi-visit.h" #include "qapi/qobject-output-visitor.h" #include "qapi/qmp-event.h" ''', prefix=prefix)) fdecl.write(mcgen(''' #include "qapi/error.h" #include "qapi/qmp/qdict.h" #include "%(prefix)sqapi-types.h" ''', prefix=prefix)) event_enum_name = c_name(prefix + 'QAPIEvent', protect=False) schema = QAPISchema(input_file) gen = QAPISchemaGenEventVisitor() schema.visit(gen) fdef.write(gen.defn) fdecl.write(gen.decl) close_output(fdef, fdecl)
J-Liu/qemu
scripts/qapi-event.py
Python
gpl-2.0
5,702
[ "VisIt" ]
7bd96bb70a7612c2a038313157e2aa106d3a09c693ffb122437185358ffc2acd
# -*- coding: utf-8 -*- # Form implementation generated from reading ui file 'vizParasDialogue.ui' # # Created: Thu May 19 00:20:13 2011 # by: PyQt4 UI code generator 4.8.3 # # WARNING! All changes made in this file will be lost! #Author:Chaitanya CH #FileName: vizParasDialogue.py #This program is free software; you can redistribute it and/or # modify it under the terms of the GNU General Public License as # published by the Free Software Foundation; either version 3, or # (at your option) any later version. # # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU # General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program; see the file COPYING. If not, write to # the Free Software Foundation, Inc., 51 Franklin Street, Fifth # Floor, Boston, MA 02110-1301, USA. from PyQt4 import QtCore, QtGui try: _fromUtf8 = QtCore.QString.fromUtf8 except AttributeError: _fromUtf8 = lambda s: s class Ui_Dialog(object): def setupUi(self, Dialog): Dialog.setObjectName(_fromUtf8("Dialog")) Dialog.resize(493, 574) self.label = QtGui.QLabel(Dialog) self.label.setGeometry(QtCore.QRect(230, 235, 67, 17)) self.label.setObjectName(_fromUtf8("label")) self.label_2 = QtGui.QLabel(Dialog) self.label_2.setGeometry(QtCore.QRect(50, 240, 67, 17)) self.label_2.setObjectName(_fromUtf8("label_2")) self.label_3 = QtGui.QLabel(Dialog) self.label_3.setGeometry(QtCore.QRect(100, 295, 111, 17)) self.label_3.setObjectName(_fromUtf8("label_3")) self.label_4 = QtGui.QLabel(Dialog) self.label_4.setGeometry(QtCore.QRect(280, 295, 121, 17)) self.label_4.setObjectName(_fromUtf8("label_4")) self.variable = QtGui.QLineEdit(Dialog) self.variable.setGeometry(QtCore.QRect(100, 235, 113, 27)) self.variable.setObjectName(_fromUtf8("variable")) self.moosepath = QtGui.QLineEdit(Dialog) self.moosepath.setGeometry(QtCore.QRect(280, 235, 113, 27)) self.moosepath.setObjectName(_fromUtf8("moosepath")) self.vizMinVal = QtGui.QLineEdit(Dialog) self.vizMinVal.setGeometry(QtCore.QRect(100, 315, 113, 27)) self.vizMinVal.setToolTip(_fromUtf8("")) self.vizMinVal.setObjectName(_fromUtf8("vizMinVal")) self.vizMaxVal = QtGui.QLineEdit(Dialog) self.vizMaxVal.setGeometry(QtCore.QRect(280, 315, 113, 27)) self.vizMaxVal.setToolTip(_fromUtf8("")) self.vizMaxVal.setObjectName(_fromUtf8("vizMaxVal")) self.label_5 = QtGui.QLabel(Dialog) self.label_5.setGeometry(QtCore.QRect(142, 370, 81, 17)) self.label_5.setObjectName(_fromUtf8("label_5")) self.acceptButton = QtGui.QPushButton(Dialog) self.acceptButton.setGeometry(QtCore.QRect(360, 530, 95, 27)) self.acceptButton.setObjectName(_fromUtf8("acceptButton")) self.resetButton = QtGui.QPushButton(Dialog) self.resetButton.setGeometry(QtCore.QRect(210, 530, 95, 27)) self.resetButton.setObjectName(_fromUtf8("resetButton")) self.label_6 = QtGui.QLabel(Dialog) self.label_6.setGeometry(QtCore.QRect(120, 260, 261, 31)) self.label_6.setObjectName(_fromUtf8("label_6")) self.mtree = MooseTreeWidget(Dialog) self.mtree.setGeometry(QtCore.QRect(30, 30, 191, 131)) self.mtree.setObjectName(_fromUtf8("mtree")) self.vizCells = QtGui.QListWidget(Dialog) self.vizCells.setGeometry(QtCore.QRect(280, 30, 181, 131)) self.vizCells.setObjectName(_fromUtf8("vizCells")) self.label_8 = QtGui.QLabel(Dialog) self.label_8.setGeometry(QtCore.QRect(30, 10, 101, 17)) self.label_8.setObjectName(_fromUtf8("label_8")) self.label_9 = QtGui.QLabel(Dialog) self.label_9.setGeometry(QtCore.QRect(280, 10, 121, 17)) self.label_9.setObjectName(_fromUtf8("label_9")) self.closeButton = QtGui.QPushButton(Dialog) self.closeButton.setGeometry(QtCore.QRect(50, 530, 95, 27)) self.closeButton.setObjectName(_fromUtf8("closeButton")) self.addCellButton = QtGui.QToolButton(Dialog) self.addCellButton.setGeometry(QtCore.QRect(240, 30, 24, 25)) self.addCellButton.setObjectName(_fromUtf8("addCellButton")) self.removeCellButton = QtGui.QToolButton(Dialog) self.removeCellButton.setGeometry(QtCore.QRect(240, 80, 24, 25)) self.removeCellButton.setObjectName(_fromUtf8("removeCellButton")) self.allCellsButton = QtGui.QToolButton(Dialog) self.allCellsButton.setGeometry(QtCore.QRect(240, 130, 24, 25)) self.allCellsButton.setObjectName(_fromUtf8("allCellsButton")) self.styleComboBox = QtGui.QComboBox(Dialog) self.styleComboBox.setGeometry(QtCore.QRect(100, 180, 111, 31)) self.styleComboBox.setObjectName(_fromUtf8("styleComboBox")) self.styleComboBox.addItem(_fromUtf8("")) self.styleComboBox.addItem(_fromUtf8("")) self.styleComboBox.addItem(_fromUtf8("")) self.styleComboBox.addItem(_fromUtf8("")) self.label_10 = QtGui.QLabel(Dialog) self.label_10.setGeometry(QtCore.QRect(50, 190, 67, 17)) self.label_10.setObjectName(_fromUtf8("label_10")) self.colorMapComboBox = QtGui.QComboBox(Dialog) self.colorMapComboBox.setGeometry(QtCore.QRect(230, 360, 101, 31)) self.colorMapComboBox.setObjectName(_fromUtf8("colorMapComboBox")) self.colorMapComboBox.addItem(_fromUtf8("")) self.colorMapComboBox.addItem(_fromUtf8("")) self.colorMapComboBox.addItem(_fromUtf8("")) self.colorMapComboBox.addItem(_fromUtf8("")) self.colorMapComboBox.addItem(_fromUtf8("")) self.colorMapComboBox.addItem(_fromUtf8("")) self.specificCompartmentName = QtGui.QLineEdit(Dialog) self.specificCompartmentName.setEnabled(False) self.specificCompartmentName.setGeometry(QtCore.QRect(280, 182, 113, 27)) self.specificCompartmentName.setObjectName(_fromUtf8("specificCompartmentName")) self.label_7 = QtGui.QLabel(Dialog) self.label_7.setEnabled(False) self.label_7.setGeometry(QtCore.QRect(230, 188, 67, 17)) self.label_7.setObjectName(_fromUtf8("label_7")) self.label_11 = QtGui.QLabel(Dialog) self.label_11.setEnabled(False) self.label_11.setGeometry(QtCore.QRect(230, 424, 67, 17)) self.label_11.setObjectName(_fromUtf8("label_11")) self.label_12 = QtGui.QLabel(Dialog) self.label_12.setEnabled(False) self.label_12.setGeometry(QtCore.QRect(50, 425, 67, 17)) self.label_12.setObjectName(_fromUtf8("label_12")) self.label_13 = QtGui.QLabel(Dialog) self.label_13.setEnabled(False) self.label_13.setGeometry(QtCore.QRect(280, 455, 131, 17)) self.label_13.setObjectName(_fromUtf8("label_13")) self.label_14 = QtGui.QLabel(Dialog) self.label_14.setEnabled(False) self.label_14.setGeometry(QtCore.QRect(100, 455, 121, 17)) self.label_14.setObjectName(_fromUtf8("label_14")) self.vizMinVal_2 = QtGui.QLineEdit(Dialog) self.vizMinVal_2.setEnabled(False) self.vizMinVal_2.setGeometry(QtCore.QRect(100, 475, 113, 27)) self.vizMinVal_2.setText(_fromUtf8("")) self.vizMinVal_2.setObjectName(_fromUtf8("vizMinVal_2")) self.vizMaxVal_2 = QtGui.QLineEdit(Dialog) self.vizMaxVal_2.setEnabled(False) self.vizMaxVal_2.setGeometry(QtCore.QRect(280, 475, 113, 27)) self.vizMaxVal_2.setText(_fromUtf8("")) self.vizMaxVal_2.setObjectName(_fromUtf8("vizMaxVal_2")) self.variable_2 = QtGui.QLineEdit(Dialog) self.variable_2.setEnabled(False) self.variable_2.setGeometry(QtCore.QRect(100, 420, 113, 27)) self.variable_2.setText(_fromUtf8("")) self.variable_2.setObjectName(_fromUtf8("variable_2")) self.moosepath_2 = QtGui.QLineEdit(Dialog) self.moosepath_2.setEnabled(False) self.moosepath_2.setGeometry(QtCore.QRect(280, 420, 113, 27)) self.moosepath_2.setObjectName(_fromUtf8("moosepath_2")) self.retranslateUi(Dialog) self.styleComboBox.setCurrentIndex(2) QtCore.QObject.connect(self.closeButton, QtCore.SIGNAL(_fromUtf8("clicked()")), Dialog.reject) QtCore.QMetaObject.connectSlotsByName(Dialog) Dialog.setTabOrder(self.styleComboBox, self.specificCompartmentName) Dialog.setTabOrder(self.specificCompartmentName, self.variable) Dialog.setTabOrder(self.variable, self.moosepath) Dialog.setTabOrder(self.moosepath, self.vizMinVal) Dialog.setTabOrder(self.vizMinVal, self.vizMaxVal) Dialog.setTabOrder(self.vizMaxVal, self.colorMapComboBox) Dialog.setTabOrder(self.colorMapComboBox, self.variable_2) Dialog.setTabOrder(self.variable_2, self.moosepath_2) Dialog.setTabOrder(self.moosepath_2, self.vizMinVal_2) Dialog.setTabOrder(self.vizMinVal_2, self.vizMaxVal_2) Dialog.setTabOrder(self.vizMaxVal_2, self.closeButton) Dialog.setTabOrder(self.closeButton, self.resetButton) Dialog.setTabOrder(self.resetButton, self.acceptButton) Dialog.setTabOrder(self.acceptButton, self.addCellButton) Dialog.setTabOrder(self.addCellButton, self.removeCellButton) Dialog.setTabOrder(self.removeCellButton, self.allCellsButton) Dialog.setTabOrder(self.allCellsButton, self.vizCells) def retranslateUi(self, Dialog): Dialog.setWindowTitle(QtGui.QApplication.translate("Dialog", "Visualization Parameters", None, QtGui.QApplication.UnicodeUTF8)) self.label.setText(QtGui.QApplication.translate("Dialog", "Path", None, QtGui.QApplication.UnicodeUTF8)) self.label_2.setText(QtGui.QApplication.translate("Dialog", "Field*", None, QtGui.QApplication.UnicodeUTF8)) self.label_3.setText(QtGui.QApplication.translate("Dialog", "Minimum Value*", None, QtGui.QApplication.UnicodeUTF8)) self.label_4.setText(QtGui.QApplication.translate("Dialog", "Maximum Value*", None, QtGui.QApplication.UnicodeUTF8)) self.variable.setToolTip(QtGui.QApplication.translate("Dialog", "Name of the field to be visualized (/Cell/Compartment/Field)", None, QtGui.QApplication.UnicodeUTF8)) self.variable.setText(QtGui.QApplication.translate("Dialog", "Vm", None, QtGui.QApplication.UnicodeUTF8)) self.moosepath.setToolTip(QtGui.QApplication.translate("Dialog", "Name of the moose path relative to compartment of the field (/Cell/Compartment/Path/Field)", None, QtGui.QApplication.UnicodeUTF8)) self.vizMinVal.setText(QtGui.QApplication.translate("Dialog", "-0.1", None, QtGui.QApplication.UnicodeUTF8)) self.vizMaxVal.setText(QtGui.QApplication.translate("Dialog", "0.07", None, QtGui.QApplication.UnicodeUTF8)) self.label_5.setText(QtGui.QApplication.translate("Dialog", "Color Map", None, QtGui.QApplication.UnicodeUTF8)) self.acceptButton.setText(QtGui.QApplication.translate("Dialog", "OK", None, QtGui.QApplication.UnicodeUTF8)) self.resetButton.setText(QtGui.QApplication.translate("Dialog", "Reset", None, QtGui.QApplication.UnicodeUTF8)) self.label_6.setText(QtGui.QApplication.translate("Dialog", "(path relative to compartment path)", None, QtGui.QApplication.UnicodeUTF8)) self.mtree.setToolTip(QtGui.QApplication.translate("Dialog", "Select cells to visualize, double click to add cell OR select and click \'+\' button, click \'A\' button to draw all cells", None, QtGui.QApplication.UnicodeUTF8)) self.vizCells.setToolTip(QtGui.QApplication.translate("Dialog", "List of cells to visualize", None, QtGui.QApplication.UnicodeUTF8)) self.label_8.setText(QtGui.QApplication.translate("Dialog", "Moose Tree", None, QtGui.QApplication.UnicodeUTF8)) self.label_9.setText(QtGui.QApplication.translate("Dialog", "Cells to visualize*", None, QtGui.QApplication.UnicodeUTF8)) self.closeButton.setText(QtGui.QApplication.translate("Dialog", "Close", None, QtGui.QApplication.UnicodeUTF8)) self.addCellButton.setToolTip(QtGui.QApplication.translate("Dialog", "Add selected cell to the visualization list", None, QtGui.QApplication.UnicodeUTF8)) self.addCellButton.setText(QtGui.QApplication.translate("Dialog", "+", None, QtGui.QApplication.UnicodeUTF8)) self.removeCellButton.setToolTip(QtGui.QApplication.translate("Dialog", "Remove selected cell from visualization", None, QtGui.QApplication.UnicodeUTF8)) self.removeCellButton.setText(QtGui.QApplication.translate("Dialog", "-", None, QtGui.QApplication.UnicodeUTF8)) self.allCellsButton.setToolTip(QtGui.QApplication.translate("Dialog", "Add all cells to the visualization list", None, QtGui.QApplication.UnicodeUTF8)) self.allCellsButton.setText(QtGui.QApplication.translate("Dialog", "A", None, QtGui.QApplication.UnicodeUTF8)) self.styleComboBox.setItemText(0, QtGui.QApplication.translate("Dialog", "Compartment Disk", None, QtGui.QApplication.UnicodeUTF8)) self.styleComboBox.setItemText(1, QtGui.QApplication.translate("Dialog", "Ball & Stick", None, QtGui.QApplication.UnicodeUTF8)) self.styleComboBox.setItemText(2, QtGui.QApplication.translate("Dialog", "True Dim", None, QtGui.QApplication.UnicodeUTF8)) self.styleComboBox.setItemText(3, QtGui.QApplication.translate("Dialog", "Grid View", None, QtGui.QApplication.UnicodeUTF8)) self.label_10.setText(QtGui.QApplication.translate("Dialog", "Style", None, QtGui.QApplication.UnicodeUTF8)) self.colorMapComboBox.setItemText(0, QtGui.QApplication.translate("Dialog", "jet", None, QtGui.QApplication.UnicodeUTF8)) self.colorMapComboBox.setItemText(1, QtGui.QApplication.translate("Dialog", "grey", None, QtGui.QApplication.UnicodeUTF8)) self.colorMapComboBox.setItemText(2, QtGui.QApplication.translate("Dialog", "redhot", None, QtGui.QApplication.UnicodeUTF8)) self.colorMapComboBox.setItemText(3, QtGui.QApplication.translate("Dialog", "fire", None, QtGui.QApplication.UnicodeUTF8)) self.colorMapComboBox.setItemText(4, QtGui.QApplication.translate("Dialog", "greenfire", None, QtGui.QApplication.UnicodeUTF8)) self.colorMapComboBox.setItemText(5, QtGui.QApplication.translate("Dialog", "heat", None, QtGui.QApplication.UnicodeUTF8)) self.specificCompartmentName.setToolTip(QtGui.QApplication.translate("Dialog", "Compartment Name. Default is \'soma\'", None, QtGui.QApplication.UnicodeUTF8)) self.label_7.setText(QtGui.QApplication.translate("Dialog", "Name", None, QtGui.QApplication.UnicodeUTF8)) self.label_11.setText(QtGui.QApplication.translate("Dialog", "Path2", None, QtGui.QApplication.UnicodeUTF8)) self.label_12.setText(QtGui.QApplication.translate("Dialog", "Field2", None, QtGui.QApplication.UnicodeUTF8)) self.label_13.setText(QtGui.QApplication.translate("Dialog", "Maximum Value2", None, QtGui.QApplication.UnicodeUTF8)) self.label_14.setText(QtGui.QApplication.translate("Dialog", "Minimum Value2", None, QtGui.QApplication.UnicodeUTF8)) self.variable_2.setToolTip(QtGui.QApplication.translate("Dialog", "Name of the field to be visualized as changing disk size (/Cell/Compartment/Field)", None, QtGui.QApplication.UnicodeUTF8)) self.moosepath_2.setToolTip(QtGui.QApplication.translate("Dialog", "Name of the moose path relative to compartment of the field (/Cell/Compartment/Path/Field)", None, QtGui.QApplication.UnicodeUTF8)) from moosetree import MooseTreeWidget
BhallaLab/moose-thalamocortical
pymoose/gui/qt/vizParasDialogue.py
Python
lgpl-2.1
15,864
[ "MOOSE" ]
372a06d645755aa6a21437babda06d43ffb405950590e1f343c0767cae1a3a5c
from __future__ import annotations import copy import logging import os import dxtbx.model import libtbx.phil from cctbx.miller import map_to_asu from rstbx.cftbx.coordinate_frame_helpers import align_reference_frame from scitbx import matrix from dials.array_family import flex from dials.util import Sorry from dials.util.filter_reflections import ( FilteringReductionMethods, filter_reflection_table, ) try: from typing import Tuple except ImportError: pass logger = logging.getLogger(__name__) def export_xds_ascii(integrated_data, experiment_list, params, var_model=(1, 0)): """Export data from integrated_data corresponding to experiment_list to an XDS_ASCII.HKL formatted text file.""" if len(experiment_list) == 1: experiment_data = integrated_data.select(integrated_data["id"] >= 0) _export_experiment( params.xds_ascii.hklout, experiment_data, experiment_list[0], params, var_model, ) else: for i, experiment in enumerate(experiment_list): experiment_data = integrated_data.select(integrated_data["id"] == i) name, ext = os.path.splitext(params.xds_ascii.hklout) filename = name + f"_{i}" + ext _export_experiment(filename, experiment_data, experiment, params, var_model) def _export_experiment(filename, integrated_data, experiment, params, var_model=(1, 0)): # type: (str, flex.reflection_table, dxtbx.model.Experiment, libtbx.phil.scope_extract, Tuple) """Export a single experiment to an XDS_ASCII.HKL format file. Args: filename: The file to write to integrated_data: The reflection table, pre-selected to one experiment experiment: The experiment list entry to export params: The PHIL configuration object var_model: """ # export for xds_ascii should only be for non-scaled reflections assert any( i in integrated_data for i in ["intensity.sum.value", "intensity.prf.value"] ) # Handle requesting profile intensities (default via auto) but no column if "profile" in params.intensity and "intensity.prf.value" not in integrated_data: raise Sorry( "Requested profile intensity data but only summed present. Use intensity=sum." ) integrated_data = filter_reflection_table( integrated_data, intensity_choice=params.intensity, partiality_threshold=params.mtz.partiality_threshold, combine_partials=params.mtz.combine_partials, min_isigi=params.mtz.min_isigi, filter_ice_rings=params.mtz.filter_ice_rings, d_min=params.mtz.d_min, ) # calculate the scl = lp/dqe correction for outputting but don't apply it as # it has already been applied in filter_reflection_table ( integrated_data, scl, ) = FilteringReductionMethods.calculate_lp_qe_correction_and_filter(integrated_data) # sort data before output nref = len(integrated_data["miller_index"]) indices = flex.size_t_range(nref) unique = copy.deepcopy(integrated_data["miller_index"]) map_to_asu(experiment.crystal.get_space_group().type(), False, unique) perm = sorted(indices, key=lambda k: unique[k]) integrated_data = integrated_data.select(flex.size_t(perm)) if experiment.goniometer is None: print("Warning: No goniometer. Experimentally exporting with (1 0 0) axis") unit_cell = experiment.crystal.get_unit_cell() if experiment.scan is None: print("Warning: No Scan. Experimentally exporting no-oscillation values") image_range = (1, 1) phi_start, phi_range = 0.0, 0.0 else: image_range = experiment.scan.get_image_range() phi_start, phi_range = experiment.scan.get_image_oscillation(image_range[0]) # gather the required information for the reflection file nref = len(integrated_data["miller_index"]) miller_index = integrated_data["miller_index"] # profile correlation if "profile.correlation" in integrated_data: prof_corr = 100.0 * integrated_data["profile.correlation"] else: prof_corr = flex.double(nref, 100.0) # partiality if "partiality" in integrated_data: partiality = 100 * integrated_data["partiality"] else: prof_corr = flex.double(nref, 100.0) if "intensity.sum.value" in integrated_data: I = integrated_data["intensity.sum.value"] V = integrated_data["intensity.sum.variance"] assert V.all_gt(0) V = var_model[0] * (V + var_model[1] * I * I) sigI = flex.sqrt(V) else: I = integrated_data["intensity.prf.value"] V = integrated_data["intensity.prf.variance"] assert V.all_gt(0) V = var_model[0] * (V + var_model[1] * I * I) sigI = flex.sqrt(V) fout = open(filename, "w") # first write the header - in the "standard" coordinate frame... panel = experiment.detector[0] fast = panel.get_fast_axis() slow = panel.get_slow_axis() Rd = align_reference_frame(fast, (1, 0, 0), slow, (0, 1, 0)) print("Coordinate change:") print("%5.2f %5.2f %5.2f\n%5.2f %5.2f %5.2f\n%5.2f %5.2f %5.2f\n" % Rd.elems) fast = Rd * fast slow = Rd * slow qx, qy = panel.get_pixel_size() nx, ny = panel.get_image_size() distance = matrix.col(Rd * panel.get_origin()).dot( matrix.col(Rd * panel.get_normal()) ) org = Rd * ( matrix.col(panel.get_origin()) - distance * matrix.col(panel.get_normal()) ) orgx = -org.dot(fast) / qx orgy = -org.dot(slow) / qy UB = Rd * matrix.sqr(experiment.crystal.get_A()) real_space_ABC = UB.inverse().elems if experiment.goniometer is not None: axis = Rd * experiment.goniometer.get_rotation_axis() else: axis = Rd * (1, 0, 0) beam = Rd * experiment.beam.get_s0() cell_fmt = "%9.3f %9.3f %9.3f %7.3f %7.3f %7.3f" axis_fmt = "%9.3f %9.3f %9.3f" fout.write( "\n".join( [ "!FORMAT=XDS_ASCII MERGE=FALSE FRIEDEL'S_LAW=TRUE", "!Generated by dials.export", "!DATA_RANGE= %d %d" % image_range, "!ROTATION_AXIS= %9.6f %9.6f %9.6f" % axis.elems, "!OSCILLATION_RANGE= %f" % phi_range, "!STARTING_ANGLE= %f" % phi_start, "!STARTING_FRAME= %d" % image_range[0], "!SPACE_GROUP_NUMBER= %d" % experiment.crystal.get_space_group().type().number(), f"!UNIT_CELL_CONSTANTS= {cell_fmt % unit_cell.parameters()}", f"!UNIT_CELL_A-AXIS= {axis_fmt % real_space_ABC[0:3]}", f"!UNIT_CELL_B-AXIS= {axis_fmt % real_space_ABC[3:6]}", f"!UNIT_CELL_C-AXIS= {axis_fmt % real_space_ABC[6:9]}", f"!X-RAY_WAVELENGTH= {experiment.beam.get_wavelength():f}", "!INCIDENT_BEAM_DIRECTION= %f %f %f" % beam.elems, "!NX= %d NY= %d QX= %f QY= %f" % (nx, ny, qx, qy), f"!ORGX= {orgx:9.2f} ORGY= {orgy:9.2f}", f"!DETECTOR_DISTANCE= {distance:8.3f}", "!DIRECTION_OF_DETECTOR_X-AXIS= %9.5f %9.5f %9.5f" % fast.elems, "!DIRECTION_OF_DETECTOR_Y-AXIS= %9.5f %9.5f %9.5f" % slow.elems, "!VARIANCE_MODEL= %7.3e %7.3e" % var_model, "!NUMBER_OF_ITEMS_IN_EACH_DATA_RECORD=12", "!ITEM_H=1", "!ITEM_K=2", "!ITEM_L=3", "!ITEM_IOBS=4", "!ITEM_SIGMA(IOBS)=5", "!ITEM_XD=6", "!ITEM_YD=7", "!ITEM_ZD=8", "!ITEM_RLP=9", "!ITEM_PEAK=10", "!ITEM_CORR=11", "!ITEM_PSI=12", "!END_OF_HEADER", "", ] ) ) # then write the data records s0 = Rd * matrix.col(experiment.beam.get_s0()) for j in range(nref): x, y, z = integrated_data["xyzcal.px"][j] phi = phi_start + z * phi_range h, k, l = miller_index[j] X = (UB * (h, k, l)).rotate(axis, phi, deg=True) s = s0 + X g = s.cross(s0).normalize() # find component of beam perpendicular to f, e e = -(s + s0).normalize() if h == k and k == l: u = (h, -h, 0) else: u = (k - l, l - h, h - k) q = ( (matrix.col(u).transpose() * UB.inverse()) .normalize() .transpose() .rotate(axis, phi, deg=True) ) psi = q.angle(g, deg=True) if q.dot(e) < 0: psi *= -1 fout.write( "%d %d %d %f %f %f %f %f %f %.1f %.1f %f\n" % ( h, k, l, I[j], sigI[j], x, y, z, scl[j], partiality[j], prof_corr[j], psi, ) ) fout.write("!END_OF_DATA\n") fout.close() logger.info("Output %d reflections to %s", nref, filename)
dials/dials
util/export_xds_ascii.py
Python
bsd-3-clause
9,243
[ "CRYSTAL" ]
953540117dfdf41ca2a0723315204fd237531004f396eb7b143500660f265f29
#!/usr/bin/env python """ register DCommands session environment variables """ import os from COMDIRAC.Interfaces import critical from COMDIRAC.Interfaces import DSession if __name__ == "__main__": import sys from DIRAC.Core.Base import Script Script.setUsageMessage( '\n'.join( [ __doc__.split( '\n' )[1], 'Usage:', ' %s [[section.]option=value]...' % Script.scriptName, 'Arguments:', ' section: section (defaults to "session:environment")', ' option: option name', ' value: value to be set',] ) ) Script.parseCommandLine( ignoreErrors = True ) args = Script.getPositionalArgs() session = DSession( ) modified = False for arg in args: section = None option = None arg, value = arg.split( "=", 1 ) if "." in arg: section, option = arg.split( ".", 1 ) else: option = arg if section: session.set( section, option, value ) else: session.setEnv( option, value ) modified = True if modified: session.write( )
pigay/COMDIRAC
Interfaces/scripts/dsetenv.py
Python
gpl-3.0
1,274
[ "DIRAC" ]
ccda6e737735efd0a5dd9271a1f3fec1f67ce97ff113c7d562e2a304906e4d80
"""HTML character entity references.""" # maps the HTML entity name to the Unicode code point name2codepoint = { 'AElig': 0x00c6, # latin capital letter AE = latin capital ligature AE, U+00C6 ISOlat1 'Aacute': 0x00c1, # latin capital letter A with acute, U+00C1 ISOlat1 'Acirc': 0x00c2, # latin capital letter A with circumflex, U+00C2 ISOlat1 'Agrave': 0x00c0, # latin capital letter A with grave = latin capital letter A grave, U+00C0 ISOlat1 'Alpha': 0x0391, # greek capital letter alpha, U+0391 'Aring': 0x00c5, # latin capital letter A with ring above = latin capital letter A ring, U+00C5 ISOlat1 'Atilde': 0x00c3, # latin capital letter A with tilde, U+00C3 ISOlat1 'Auml': 0x00c4, # latin capital letter A with diaeresis, U+00C4 ISOlat1 'Beta': 0x0392, # greek capital letter beta, U+0392 'Ccedil': 0x00c7, # latin capital letter C with cedilla, U+00C7 ISOlat1 'Chi': 0x03a7, # greek capital letter chi, U+03A7 'Dagger': 0x2021, # double dagger, U+2021 ISOpub 'Delta': 0x0394, # greek capital letter delta, U+0394 ISOgrk3 'ETH': 0x00d0, # latin capital letter ETH, U+00D0 ISOlat1 'Eacute': 0x00c9, # latin capital letter E with acute, U+00C9 ISOlat1 'Ecirc': 0x00ca, # latin capital letter E with circumflex, U+00CA ISOlat1 'Egrave': 0x00c8, # latin capital letter E with grave, U+00C8 ISOlat1 'Epsilon': 0x0395, # greek capital letter epsilon, U+0395 'Eta': 0x0397, # greek capital letter eta, U+0397 'Euml': 0x00cb, # latin capital letter E with diaeresis, U+00CB ISOlat1 'Gamma': 0x0393, # greek capital letter gamma, U+0393 ISOgrk3 'Iacute': 0x00cd, # latin capital letter I with acute, U+00CD ISOlat1 'Icirc': 0x00ce, # latin capital letter I with circumflex, U+00CE ISOlat1 'Igrave': 0x00cc, # latin capital letter I with grave, U+00CC ISOlat1 'Iota': 0x0399, # greek capital letter iota, U+0399 'Iuml': 0x00cf, # latin capital letter I with diaeresis, U+00CF ISOlat1 'Kappa': 0x039a, # greek capital letter kappa, U+039A 'Lambda': 0x039b, # greek capital letter lambda, U+039B ISOgrk3 'Mu': 0x039c, # greek capital letter mu, U+039C 'Ntilde': 0x00d1, # latin capital letter N with tilde, U+00D1 ISOlat1 'Nu': 0x039d, # greek capital letter nu, U+039D 'OElig': 0x0152, # latin capital ligature OE, U+0152 ISOlat2 'Oacute': 0x00d3, # latin capital letter O with acute, U+00D3 ISOlat1 'Ocirc': 0x00d4, # latin capital letter O with circumflex, U+00D4 ISOlat1 'Ograve': 0x00d2, # latin capital letter O with grave, U+00D2 ISOlat1 'Omega': 0x03a9, # greek capital letter omega, U+03A9 ISOgrk3 'Omicron': 0x039f, # greek capital letter omicron, U+039F 'Oslash': 0x00d8, # latin capital letter O with stroke = latin capital letter O slash, U+00D8 ISOlat1 'Otilde': 0x00d5, # latin capital letter O with tilde, U+00D5 ISOlat1 'Ouml': 0x00d6, # latin capital letter O with diaeresis, U+00D6 ISOlat1 'Phi': 0x03a6, # greek capital letter phi, U+03A6 ISOgrk3 'Pi': 0x03a0, # greek capital letter pi, U+03A0 ISOgrk3 'Prime': 0x2033, # double prime = seconds = inches, U+2033 ISOtech 'Psi': 0x03a8, # greek capital letter psi, U+03A8 ISOgrk3 'Rho': 0x03a1, # greek capital letter rho, U+03A1 'Scaron': 0x0160, # latin capital letter S with caron, U+0160 ISOlat2 'Sigma': 0x03a3, # greek capital letter sigma, U+03A3 ISOgrk3 'THORN': 0x00de, # latin capital letter THORN, U+00DE ISOlat1 'Tau': 0x03a4, # greek capital letter tau, U+03A4 'Theta': 0x0398, # greek capital letter theta, U+0398 ISOgrk3 'Uacute': 0x00da, # latin capital letter U with acute, U+00DA ISOlat1 'Ucirc': 0x00db, # latin capital letter U with circumflex, U+00DB ISOlat1 'Ugrave': 0x00d9, # latin capital letter U with grave, U+00D9 ISOlat1 'Upsilon': 0x03a5, # greek capital letter upsilon, U+03A5 ISOgrk3 'Uuml': 0x00dc, # latin capital letter U with diaeresis, U+00DC ISOlat1 'Xi': 0x039e, # greek capital letter xi, U+039E ISOgrk3 'Yacute': 0x00dd, # latin capital letter Y with acute, U+00DD ISOlat1 'Yuml': 0x0178, # latin capital letter Y with diaeresis, U+0178 ISOlat2 'Zeta': 0x0396, # greek capital letter zeta, U+0396 'aacute': 0x00e1, # latin small letter a with acute, U+00E1 ISOlat1 'acirc': 0x00e2, # latin small letter a with circumflex, U+00E2 ISOlat1 'acute': 0x00b4, # acute accent = spacing acute, U+00B4 ISOdia 'aelig': 0x00e6, # latin small letter ae = latin small ligature ae, U+00E6 ISOlat1 'agrave': 0x00e0, # latin small letter a with grave = latin small letter a grave, U+00E0 ISOlat1 'alefsym': 0x2135, # alef symbol = first transfinite cardinal, U+2135 NEW 'alpha': 0x03b1, # greek small letter alpha, U+03B1 ISOgrk3 'amp': 0x0026, # ampersand, U+0026 ISOnum 'and': 0x2227, # logical and = wedge, U+2227 ISOtech 'ang': 0x2220, # angle, U+2220 ISOamso 'aring': 0x00e5, # latin small letter a with ring above = latin small letter a ring, U+00E5 ISOlat1 'asymp': 0x2248, # almost equal to = asymptotic to, U+2248 ISOamsr 'atilde': 0x00e3, # latin small letter a with tilde, U+00E3 ISOlat1 'auml': 0x00e4, # latin small letter a with diaeresis, U+00E4 ISOlat1 'bdquo': 0x201e, # double low-9 quotation mark, U+201E NEW 'beta': 0x03b2, # greek small letter beta, U+03B2 ISOgrk3 'brvbar': 0x00a6, # broken bar = broken vertical bar, U+00A6 ISOnum 'bull': 0x2022, # bullet = black small circle, U+2022 ISOpub 'cap': 0x2229, # intersection = cap, U+2229 ISOtech 'ccedil': 0x00e7, # latin small letter c with cedilla, U+00E7 ISOlat1 'cedil': 0x00b8, # cedilla = spacing cedilla, U+00B8 ISOdia 'cent': 0x00a2, # cent sign, U+00A2 ISOnum 'chi': 0x03c7, # greek small letter chi, U+03C7 ISOgrk3 'circ': 0x02c6, # modifier letter circumflex accent, U+02C6 ISOpub 'clubs': 0x2663, # black club suit = shamrock, U+2663 ISOpub 'cong': 0x2245, # approximately equal to, U+2245 ISOtech 'copy': 0x00a9, # copyright sign, U+00A9 ISOnum 'crarr': 0x21b5, # downwards arrow with corner leftwards = carriage return, U+21B5 NEW 'cup': 0x222a, # union = cup, U+222A ISOtech 'curren': 0x00a4, # currency sign, U+00A4 ISOnum 'dArr': 0x21d3, # downwards double arrow, U+21D3 ISOamsa 'dagger': 0x2020, # dagger, U+2020 ISOpub 'darr': 0x2193, # downwards arrow, U+2193 ISOnum 'deg': 0x00b0, # degree sign, U+00B0 ISOnum 'delta': 0x03b4, # greek small letter delta, U+03B4 ISOgrk3 'diams': 0x2666, # black diamond suit, U+2666 ISOpub 'divide': 0x00f7, # division sign, U+00F7 ISOnum 'eacute': 0x00e9, # latin small letter e with acute, U+00E9 ISOlat1 'ecirc': 0x00ea, # latin small letter e with circumflex, U+00EA ISOlat1 'egrave': 0x00e8, # latin small letter e with grave, U+00E8 ISOlat1 'empty': 0x2205, # empty set = null set = diameter, U+2205 ISOamso 'emsp': 0x2003, # em space, U+2003 ISOpub 'ensp': 0x2002, # en space, U+2002 ISOpub 'epsilon': 0x03b5, # greek small letter epsilon, U+03B5 ISOgrk3 'equiv': 0x2261, # identical to, U+2261 ISOtech 'eta': 0x03b7, # greek small letter eta, U+03B7 ISOgrk3 'eth': 0x00f0, # latin small letter eth, U+00F0 ISOlat1 'euml': 0x00eb, # latin small letter e with diaeresis, U+00EB ISOlat1 'euro': 0x20ac, # euro sign, U+20AC NEW 'exist': 0x2203, # there exists, U+2203 ISOtech 'fnof': 0x0192, # latin small f with hook = function = florin, U+0192 ISOtech 'forall': 0x2200, # for all, U+2200 ISOtech 'frac12': 0x00bd, # vulgar fraction one half = fraction one half, U+00BD ISOnum 'frac14': 0x00bc, # vulgar fraction one quarter = fraction one quarter, U+00BC ISOnum 'frac34': 0x00be, # vulgar fraction three quarters = fraction three quarters, U+00BE ISOnum 'frasl': 0x2044, # fraction slash, U+2044 NEW 'gamma': 0x03b3, # greek small letter gamma, U+03B3 ISOgrk3 'ge': 0x2265, # greater-than or equal to, U+2265 ISOtech 'gt': 0x003e, # greater-than sign, U+003E ISOnum 'hArr': 0x21d4, # left right double arrow, U+21D4 ISOamsa 'harr': 0x2194, # left right arrow, U+2194 ISOamsa 'hearts': 0x2665, # black heart suit = valentine, U+2665 ISOpub 'hellip': 0x2026, # horizontal ellipsis = three dot leader, U+2026 ISOpub 'iacute': 0x00ed, # latin small letter i with acute, U+00ED ISOlat1 'icirc': 0x00ee, # latin small letter i with circumflex, U+00EE ISOlat1 'iexcl': 0x00a1, # inverted exclamation mark, U+00A1 ISOnum 'igrave': 0x00ec, # latin small letter i with grave, U+00EC ISOlat1 'image': 0x2111, # blackletter capital I = imaginary part, U+2111 ISOamso 'infin': 0x221e, # infinity, U+221E ISOtech 'int': 0x222b, # integral, U+222B ISOtech 'iota': 0x03b9, # greek small letter iota, U+03B9 ISOgrk3 'iquest': 0x00bf, # inverted question mark = turned question mark, U+00BF ISOnum 'isin': 0x2208, # element of, U+2208 ISOtech 'iuml': 0x00ef, # latin small letter i with diaeresis, U+00EF ISOlat1 'kappa': 0x03ba, # greek small letter kappa, U+03BA ISOgrk3 'lArr': 0x21d0, # leftwards double arrow, U+21D0 ISOtech 'lambda': 0x03bb, # greek small letter lambda, U+03BB ISOgrk3 'lang': 0x2329, # left-pointing angle bracket = bra, U+2329 ISOtech 'laquo': 0x00ab, # left-pointing double angle quotation mark = left pointing guillemet, U+00AB ISOnum 'larr': 0x2190, # leftwards arrow, U+2190 ISOnum 'lceil': 0x2308, # left ceiling = apl upstile, U+2308 ISOamsc 'ldquo': 0x201c, # left double quotation mark, U+201C ISOnum 'le': 0x2264, # less-than or equal to, U+2264 ISOtech 'lfloor': 0x230a, # left floor = apl downstile, U+230A ISOamsc 'lowast': 0x2217, # asterisk operator, U+2217 ISOtech 'loz': 0x25ca, # lozenge, U+25CA ISOpub 'lrm': 0x200e, # left-to-right mark, U+200E NEW RFC 2070 'lsaquo': 0x2039, # single left-pointing angle quotation mark, U+2039 ISO proposed 'lsquo': 0x2018, # left single quotation mark, U+2018 ISOnum 'lt': 0x003c, # less-than sign, U+003C ISOnum 'macr': 0x00af, # macron = spacing macron = overline = APL overbar, U+00AF ISOdia 'mdash': 0x2014, # em dash, U+2014 ISOpub 'micro': 0x00b5, # micro sign, U+00B5 ISOnum 'middot': 0x00b7, # middle dot = Georgian comma = Greek middle dot, U+00B7 ISOnum 'minus': 0x2212, # minus sign, U+2212 ISOtech 'mu': 0x03bc, # greek small letter mu, U+03BC ISOgrk3 'nabla': 0x2207, # nabla = backward difference, U+2207 ISOtech 'nbsp': 0x00a0, # no-break space = non-breaking space, U+00A0 ISOnum 'ndash': 0x2013, # en dash, U+2013 ISOpub 'ne': 0x2260, # not equal to, U+2260 ISOtech 'ni': 0x220b, # contains as member, U+220B ISOtech 'not': 0x00ac, # not sign, U+00AC ISOnum 'notin': 0x2209, # not an element of, U+2209 ISOtech 'nsub': 0x2284, # not a subset of, U+2284 ISOamsn 'ntilde': 0x00f1, # latin small letter n with tilde, U+00F1 ISOlat1 'nu': 0x03bd, # greek small letter nu, U+03BD ISOgrk3 'oacute': 0x00f3, # latin small letter o with acute, U+00F3 ISOlat1 'ocirc': 0x00f4, # latin small letter o with circumflex, U+00F4 ISOlat1 'oelig': 0x0153, # latin small ligature oe, U+0153 ISOlat2 'ograve': 0x00f2, # latin small letter o with grave, U+00F2 ISOlat1 'oline': 0x203e, # overline = spacing overscore, U+203E NEW 'omega': 0x03c9, # greek small letter omega, U+03C9 ISOgrk3 'omicron': 0x03bf, # greek small letter omicron, U+03BF NEW 'oplus': 0x2295, # circled plus = direct sum, U+2295 ISOamsb 'or': 0x2228, # logical or = vee, U+2228 ISOtech 'ordf': 0x00aa, # feminine ordinal indicator, U+00AA ISOnum 'ordm': 0x00ba, # masculine ordinal indicator, U+00BA ISOnum 'oslash': 0x00f8, # latin small letter o with stroke, = latin small letter o slash, U+00F8 ISOlat1 'otilde': 0x00f5, # latin small letter o with tilde, U+00F5 ISOlat1 'otimes': 0x2297, # circled times = vector product, U+2297 ISOamsb 'ouml': 0x00f6, # latin small letter o with diaeresis, U+00F6 ISOlat1 'para': 0x00b6, # pilcrow sign = paragraph sign, U+00B6 ISOnum 'part': 0x2202, # partial differential, U+2202 ISOtech 'permil': 0x2030, # per mille sign, U+2030 ISOtech 'perp': 0x22a5, # up tack = orthogonal to = perpendicular, U+22A5 ISOtech 'phi': 0x03c6, # greek small letter phi, U+03C6 ISOgrk3 'pi': 0x03c0, # greek small letter pi, U+03C0 ISOgrk3 'piv': 0x03d6, # greek pi symbol, U+03D6 ISOgrk3 'plusmn': 0x00b1, # plus-minus sign = plus-or-minus sign, U+00B1 ISOnum 'pound': 0x00a3, # pound sign, U+00A3 ISOnum 'prime': 0x2032, # prime = minutes = feet, U+2032 ISOtech 'prod': 0x220f, # n-ary product = product sign, U+220F ISOamsb 'prop': 0x221d, # proportional to, U+221D ISOtech 'psi': 0x03c8, # greek small letter psi, U+03C8 ISOgrk3 'quot': 0x0022, # quotation mark = APL quote, U+0022 ISOnum 'rArr': 0x21d2, # rightwards double arrow, U+21D2 ISOtech 'radic': 0x221a, # square root = radical sign, U+221A ISOtech 'rang': 0x232a, # right-pointing angle bracket = ket, U+232A ISOtech 'raquo': 0x00bb, # right-pointing double angle quotation mark = right pointing guillemet, U+00BB ISOnum 'rarr': 0x2192, # rightwards arrow, U+2192 ISOnum 'rceil': 0x2309, # right ceiling, U+2309 ISOamsc 'rdquo': 0x201d, # right double quotation mark, U+201D ISOnum 'real': 0x211c, # blackletter capital R = real part symbol, U+211C ISOamso 'reg': 0x00ae, # registered sign = registered trade mark sign, U+00AE ISOnum 'rfloor': 0x230b, # right floor, U+230B ISOamsc 'rho': 0x03c1, # greek small letter rho, U+03C1 ISOgrk3 'rlm': 0x200f, # right-to-left mark, U+200F NEW RFC 2070 'rsaquo': 0x203a, # single right-pointing angle quotation mark, U+203A ISO proposed 'rsquo': 0x2019, # right single quotation mark, U+2019 ISOnum 'sbquo': 0x201a, # single low-9 quotation mark, U+201A NEW 'scaron': 0x0161, # latin small letter s with caron, U+0161 ISOlat2 'sdot': 0x22c5, # dot operator, U+22C5 ISOamsb 'sect': 0x00a7, # section sign, U+00A7 ISOnum 'shy': 0x00ad, # soft hyphen = discretionary hyphen, U+00AD ISOnum 'sigma': 0x03c3, # greek small letter sigma, U+03C3 ISOgrk3 'sigmaf': 0x03c2, # greek small letter final sigma, U+03C2 ISOgrk3 'sim': 0x223c, # tilde operator = varies with = similar to, U+223C ISOtech 'spades': 0x2660, # black spade suit, U+2660 ISOpub 'sub': 0x2282, # subset of, U+2282 ISOtech 'sube': 0x2286, # subset of or equal to, U+2286 ISOtech 'sum': 0x2211, # n-ary summation, U+2211 ISOamsb 'sup': 0x2283, # superset of, U+2283 ISOtech 'sup1': 0x00b9, # superscript one = superscript digit one, U+00B9 ISOnum 'sup2': 0x00b2, # superscript two = superscript digit two = squared, U+00B2 ISOnum 'sup3': 0x00b3, # superscript three = superscript digit three = cubed, U+00B3 ISOnum 'supe': 0x2287, # superset of or equal to, U+2287 ISOtech 'szlig': 0x00df, # latin small letter sharp s = ess-zed, U+00DF ISOlat1 'tau': 0x03c4, # greek small letter tau, U+03C4 ISOgrk3 'there4': 0x2234, # therefore, U+2234 ISOtech 'theta': 0x03b8, # greek small letter theta, U+03B8 ISOgrk3 'thetasym': 0x03d1, # greek small letter theta symbol, U+03D1 NEW 'thinsp': 0x2009, # thin space, U+2009 ISOpub 'thorn': 0x00fe, # latin small letter thorn with, U+00FE ISOlat1 'tilde': 0x02dc, # small tilde, U+02DC ISOdia 'times': 0x00d7, # multiplication sign, U+00D7 ISOnum 'trade': 0x2122, # trade mark sign, U+2122 ISOnum 'uArr': 0x21d1, # upwards double arrow, U+21D1 ISOamsa 'uacute': 0x00fa, # latin small letter u with acute, U+00FA ISOlat1 'uarr': 0x2191, # upwards arrow, U+2191 ISOnum 'ucirc': 0x00fb, # latin small letter u with circumflex, U+00FB ISOlat1 'ugrave': 0x00f9, # latin small letter u with grave, U+00F9 ISOlat1 'uml': 0x00a8, # diaeresis = spacing diaeresis, U+00A8 ISOdia 'upsih': 0x03d2, # greek upsilon with hook symbol, U+03D2 NEW 'upsilon': 0x03c5, # greek small letter upsilon, U+03C5 ISOgrk3 'uuml': 0x00fc, # latin small letter u with diaeresis, U+00FC ISOlat1 'weierp': 0x2118, # script capital P = power set = Weierstrass p, U+2118 ISOamso 'xi': 0x03be, # greek small letter xi, U+03BE ISOgrk3 'yacute': 0x00fd, # latin small letter y with acute, U+00FD ISOlat1 'yen': 0x00a5, # yen sign = yuan sign, U+00A5 ISOnum 'yuml': 0x00ff, # latin small letter y with diaeresis, U+00FF ISOlat1 'zeta': 0x03b6, # greek small letter zeta, U+03B6 ISOgrk3 'zwj': 0x200d, # zero width joiner, U+200D NEW RFC 2070 'zwnj': 0x200c, # zero width non-joiner, U+200C NEW RFC 2070 } # maps the HTML5 named character references to the equivalent Unicode character(s) html5 = { 'Aacute': '\xc1', 'aacute': '\xe1', 'Aacute;': '\xc1', 'aacute;': '\xe1', 'Abreve;': '\u0102', 'abreve;': '\u0103', 'ac;': '\u223e', 'acd;': '\u223f', 'acE;': '\u223e\u0333', 'Acirc': '\xc2', 'acirc': '\xe2', 'Acirc;': '\xc2', 'acirc;': '\xe2', 'acute': '\xb4', 'acute;': '\xb4', 'Acy;': '\u0410', 'acy;': '\u0430', 'AElig': '\xc6', 'aelig': '\xe6', 'AElig;': '\xc6', 'aelig;': '\xe6', 'af;': '\u2061', 'Afr;': '\U0001d504', 'afr;': '\U0001d51e', 'Agrave': '\xc0', 'agrave': '\xe0', 'Agrave;': '\xc0', 'agrave;': '\xe0', 'alefsym;': '\u2135', 'aleph;': '\u2135', 'Alpha;': '\u0391', 'alpha;': '\u03b1', 'Amacr;': '\u0100', 'amacr;': '\u0101', 'amalg;': '\u2a3f', 'AMP': '&', 'amp': '&', 'AMP;': '&', 'amp;': '&', 'And;': '\u2a53', 'and;': '\u2227', 'andand;': '\u2a55', 'andd;': '\u2a5c', 'andslope;': '\u2a58', 'andv;': '\u2a5a', 'ang;': '\u2220', 'ange;': '\u29a4', 'angle;': '\u2220', 'angmsd;': '\u2221', 'angmsdaa;': '\u29a8', 'angmsdab;': '\u29a9', 'angmsdac;': '\u29aa', 'angmsdad;': '\u29ab', 'angmsdae;': '\u29ac', 'angmsdaf;': '\u29ad', 'angmsdag;': '\u29ae', 'angmsdah;': '\u29af', 'angrt;': '\u221f', 'angrtvb;': '\u22be', 'angrtvbd;': '\u299d', 'angsph;': '\u2222', 'angst;': '\xc5', 'angzarr;': '\u237c', 'Aogon;': '\u0104', 'aogon;': '\u0105', 'Aopf;': '\U0001d538', 'aopf;': '\U0001d552', 'ap;': '\u2248', 'apacir;': '\u2a6f', 'apE;': '\u2a70', 'ape;': '\u224a', 'apid;': '\u224b', 'apos;': "'", 'ApplyFunction;': '\u2061', 'approx;': '\u2248', 'approxeq;': '\u224a', 'Aring': '\xc5', 'aring': '\xe5', 'Aring;': '\xc5', 'aring;': '\xe5', 'Ascr;': '\U0001d49c', 'ascr;': '\U0001d4b6', 'Assign;': '\u2254', 'ast;': '*', 'asymp;': '\u2248', 'asympeq;': '\u224d', 'Atilde': '\xc3', 'atilde': '\xe3', 'Atilde;': '\xc3', 'atilde;': '\xe3', 'Auml': '\xc4', 'auml': '\xe4', 'Auml;': '\xc4', 'auml;': '\xe4', 'awconint;': '\u2233', 'awint;': '\u2a11', 'backcong;': '\u224c', 'backepsilon;': '\u03f6', 'backprime;': '\u2035', 'backsim;': '\u223d', 'backsimeq;': '\u22cd', 'Backslash;': '\u2216', 'Barv;': '\u2ae7', 'barvee;': '\u22bd', 'Barwed;': '\u2306', 'barwed;': '\u2305', 'barwedge;': '\u2305', 'bbrk;': '\u23b5', 'bbrktbrk;': '\u23b6', 'bcong;': '\u224c', 'Bcy;': '\u0411', 'bcy;': '\u0431', 'bdquo;': '\u201e', 'becaus;': '\u2235', 'Because;': '\u2235', 'because;': '\u2235', 'bemptyv;': '\u29b0', 'bepsi;': '\u03f6', 'bernou;': '\u212c', 'Bernoullis;': '\u212c', 'Beta;': '\u0392', 'beta;': '\u03b2', 'beth;': '\u2136', 'between;': '\u226c', 'Bfr;': '\U0001d505', 'bfr;': '\U0001d51f', 'bigcap;': '\u22c2', 'bigcirc;': '\u25ef', 'bigcup;': '\u22c3', 'bigodot;': '\u2a00', 'bigoplus;': '\u2a01', 'bigotimes;': '\u2a02', 'bigsqcup;': '\u2a06', 'bigstar;': '\u2605', 'bigtriangledown;': '\u25bd', 'bigtriangleup;': '\u25b3', 'biguplus;': '\u2a04', 'bigvee;': '\u22c1', 'bigwedge;': '\u22c0', 'bkarow;': '\u290d', 'blacklozenge;': '\u29eb', 'blacksquare;': '\u25aa', 'blacktriangle;': '\u25b4', 'blacktriangledown;': '\u25be', 'blacktriangleleft;': '\u25c2', 'blacktriangleright;': '\u25b8', 'blank;': '\u2423', 'blk12;': '\u2592', 'blk14;': '\u2591', 'blk34;': '\u2593', 'block;': '\u2588', 'bne;': '=\u20e5', 'bnequiv;': '\u2261\u20e5', 'bNot;': '\u2aed', 'bnot;': '\u2310', 'Bopf;': '\U0001d539', 'bopf;': '\U0001d553', 'bot;': '\u22a5', 'bottom;': '\u22a5', 'bowtie;': '\u22c8', 'boxbox;': '\u29c9', 'boxDL;': '\u2557', 'boxDl;': '\u2556', 'boxdL;': '\u2555', 'boxdl;': '\u2510', 'boxDR;': '\u2554', 'boxDr;': '\u2553', 'boxdR;': '\u2552', 'boxdr;': '\u250c', 'boxH;': '\u2550', 'boxh;': '\u2500', 'boxHD;': '\u2566', 'boxHd;': '\u2564', 'boxhD;': '\u2565', 'boxhd;': '\u252c', 'boxHU;': '\u2569', 'boxHu;': '\u2567', 'boxhU;': '\u2568', 'boxhu;': '\u2534', 'boxminus;': '\u229f', 'boxplus;': '\u229e', 'boxtimes;': '\u22a0', 'boxUL;': '\u255d', 'boxUl;': '\u255c', 'boxuL;': '\u255b', 'boxul;': '\u2518', 'boxUR;': '\u255a', 'boxUr;': '\u2559', 'boxuR;': '\u2558', 'boxur;': '\u2514', 'boxV;': '\u2551', 'boxv;': '\u2502', 'boxVH;': '\u256c', 'boxVh;': '\u256b', 'boxvH;': '\u256a', 'boxvh;': '\u253c', 'boxVL;': '\u2563', 'boxVl;': '\u2562', 'boxvL;': '\u2561', 'boxvl;': '\u2524', 'boxVR;': '\u2560', 'boxVr;': '\u255f', 'boxvR;': '\u255e', 'boxvr;': '\u251c', 'bprime;': '\u2035', 'Breve;': '\u02d8', 'breve;': '\u02d8', 'brvbar': '\xa6', 'brvbar;': '\xa6', 'Bscr;': '\u212c', 'bscr;': '\U0001d4b7', 'bsemi;': '\u204f', 'bsim;': '\u223d', 'bsime;': '\u22cd', 'bsol;': '\\', 'bsolb;': '\u29c5', 'bsolhsub;': '\u27c8', 'bull;': '\u2022', 'bullet;': '\u2022', 'bump;': '\u224e', 'bumpE;': '\u2aae', 'bumpe;': '\u224f', 'Bumpeq;': '\u224e', 'bumpeq;': '\u224f', 'Cacute;': '\u0106', 'cacute;': '\u0107', 'Cap;': '\u22d2', 'cap;': '\u2229', 'capand;': '\u2a44', 'capbrcup;': '\u2a49', 'capcap;': '\u2a4b', 'capcup;': '\u2a47', 'capdot;': '\u2a40', 'CapitalDifferentialD;': '\u2145', 'caps;': '\u2229\ufe00', 'caret;': '\u2041', 'caron;': '\u02c7', 'Cayleys;': '\u212d', 'ccaps;': '\u2a4d', 'Ccaron;': '\u010c', 'ccaron;': '\u010d', 'Ccedil': '\xc7', 'ccedil': '\xe7', 'Ccedil;': '\xc7', 'ccedil;': '\xe7', 'Ccirc;': '\u0108', 'ccirc;': '\u0109', 'Cconint;': '\u2230', 'ccups;': '\u2a4c', 'ccupssm;': '\u2a50', 'Cdot;': '\u010a', 'cdot;': '\u010b', 'cedil': '\xb8', 'cedil;': '\xb8', 'Cedilla;': '\xb8', 'cemptyv;': '\u29b2', 'cent': '\xa2', 'cent;': '\xa2', 'CenterDot;': '\xb7', 'centerdot;': '\xb7', 'Cfr;': '\u212d', 'cfr;': '\U0001d520', 'CHcy;': '\u0427', 'chcy;': '\u0447', 'check;': '\u2713', 'checkmark;': '\u2713', 'Chi;': '\u03a7', 'chi;': '\u03c7', 'cir;': '\u25cb', 'circ;': '\u02c6', 'circeq;': '\u2257', 'circlearrowleft;': '\u21ba', 'circlearrowright;': '\u21bb', 'circledast;': '\u229b', 'circledcirc;': '\u229a', 'circleddash;': '\u229d', 'CircleDot;': '\u2299', 'circledR;': '\xae', 'circledS;': '\u24c8', 'CircleMinus;': '\u2296', 'CirclePlus;': '\u2295', 'CircleTimes;': '\u2297', 'cirE;': '\u29c3', 'cire;': '\u2257', 'cirfnint;': '\u2a10', 'cirmid;': '\u2aef', 'cirscir;': '\u29c2', 'ClockwiseContourIntegral;': '\u2232', 'CloseCurlyDoubleQuote;': '\u201d', 'CloseCurlyQuote;': '\u2019', 'clubs;': '\u2663', 'clubsuit;': '\u2663', 'Colon;': '\u2237', 'colon;': ':', 'Colone;': '\u2a74', 'colone;': '\u2254', 'coloneq;': '\u2254', 'comma;': ',', 'commat;': '@', 'comp;': '\u2201', 'compfn;': '\u2218', 'complement;': '\u2201', 'complexes;': '\u2102', 'cong;': '\u2245', 'congdot;': '\u2a6d', 'Congruent;': '\u2261', 'Conint;': '\u222f', 'conint;': '\u222e', 'ContourIntegral;': '\u222e', 'Copf;': '\u2102', 'copf;': '\U0001d554', 'coprod;': '\u2210', 'Coproduct;': '\u2210', 'COPY': '\xa9', 'copy': '\xa9', 'COPY;': '\xa9', 'copy;': '\xa9', 'copysr;': '\u2117', 'CounterClockwiseContourIntegral;': '\u2233', 'crarr;': '\u21b5', 'Cross;': '\u2a2f', 'cross;': '\u2717', 'Cscr;': '\U0001d49e', 'cscr;': '\U0001d4b8', 'csub;': '\u2acf', 'csube;': '\u2ad1', 'csup;': '\u2ad0', 'csupe;': '\u2ad2', 'ctdot;': '\u22ef', 'cudarrl;': '\u2938', 'cudarrr;': '\u2935', 'cuepr;': '\u22de', 'cuesc;': '\u22df', 'cularr;': '\u21b6', 'cularrp;': '\u293d', 'Cup;': '\u22d3', 'cup;': '\u222a', 'cupbrcap;': '\u2a48', 'CupCap;': '\u224d', 'cupcap;': '\u2a46', 'cupcup;': '\u2a4a', 'cupdot;': '\u228d', 'cupor;': '\u2a45', 'cups;': '\u222a\ufe00', 'curarr;': '\u21b7', 'curarrm;': '\u293c', 'curlyeqprec;': '\u22de', 'curlyeqsucc;': '\u22df', 'curlyvee;': '\u22ce', 'curlywedge;': '\u22cf', 'curren': '\xa4', 'curren;': '\xa4', 'curvearrowleft;': '\u21b6', 'curvearrowright;': '\u21b7', 'cuvee;': '\u22ce', 'cuwed;': '\u22cf', 'cwconint;': '\u2232', 'cwint;': '\u2231', 'cylcty;': '\u232d', 'Dagger;': '\u2021', 'dagger;': '\u2020', 'daleth;': '\u2138', 'Darr;': '\u21a1', 'dArr;': '\u21d3', 'darr;': '\u2193', 'dash;': '\u2010', 'Dashv;': '\u2ae4', 'dashv;': '\u22a3', 'dbkarow;': '\u290f', 'dblac;': '\u02dd', 'Dcaron;': '\u010e', 'dcaron;': '\u010f', 'Dcy;': '\u0414', 'dcy;': '\u0434', 'DD;': '\u2145', 'dd;': '\u2146', 'ddagger;': '\u2021', 'ddarr;': '\u21ca', 'DDotrahd;': '\u2911', 'ddotseq;': '\u2a77', 'deg': '\xb0', 'deg;': '\xb0', 'Del;': '\u2207', 'Delta;': '\u0394', 'delta;': '\u03b4', 'demptyv;': '\u29b1', 'dfisht;': '\u297f', 'Dfr;': '\U0001d507', 'dfr;': '\U0001d521', 'dHar;': '\u2965', 'dharl;': '\u21c3', 'dharr;': '\u21c2', 'DiacriticalAcute;': '\xb4', 'DiacriticalDot;': '\u02d9', 'DiacriticalDoubleAcute;': '\u02dd', 'DiacriticalGrave;': '`', 'DiacriticalTilde;': '\u02dc', 'diam;': '\u22c4', 'Diamond;': '\u22c4', 'diamond;': '\u22c4', 'diamondsuit;': '\u2666', 'diams;': '\u2666', 'die;': '\xa8', 'DifferentialD;': '\u2146', 'digamma;': '\u03dd', 'disin;': '\u22f2', 'div;': '\xf7', 'divide': '\xf7', 'divide;': '\xf7', 'divideontimes;': '\u22c7', 'divonx;': '\u22c7', 'DJcy;': '\u0402', 'djcy;': '\u0452', 'dlcorn;': '\u231e', 'dlcrop;': '\u230d', 'dollar;': '$', 'Dopf;': '\U0001d53b', 'dopf;': '\U0001d555', 'Dot;': '\xa8', 'dot;': '\u02d9', 'DotDot;': '\u20dc', 'doteq;': '\u2250', 'doteqdot;': '\u2251', 'DotEqual;': '\u2250', 'dotminus;': '\u2238', 'dotplus;': '\u2214', 'dotsquare;': '\u22a1', 'doublebarwedge;': '\u2306', 'DoubleContourIntegral;': '\u222f', 'DoubleDot;': '\xa8', 'DoubleDownArrow;': '\u21d3', 'DoubleLeftArrow;': '\u21d0', 'DoubleLeftRightArrow;': '\u21d4', 'DoubleLeftTee;': '\u2ae4', 'DoubleLongLeftArrow;': '\u27f8', 'DoubleLongLeftRightArrow;': '\u27fa', 'DoubleLongRightArrow;': '\u27f9', 'DoubleRightArrow;': '\u21d2', 'DoubleRightTee;': '\u22a8', 'DoubleUpArrow;': '\u21d1', 'DoubleUpDownArrow;': '\u21d5', 'DoubleVerticalBar;': '\u2225', 'DownArrow;': '\u2193', 'Downarrow;': '\u21d3', 'downarrow;': '\u2193', 'DownArrowBar;': '\u2913', 'DownArrowUpArrow;': '\u21f5', 'DownBreve;': '\u0311', 'downdownarrows;': '\u21ca', 'downharpoonleft;': '\u21c3', 'downharpoonright;': '\u21c2', 'DownLeftRightVector;': '\u2950', 'DownLeftTeeVector;': '\u295e', 'DownLeftVector;': '\u21bd', 'DownLeftVectorBar;': '\u2956', 'DownRightTeeVector;': '\u295f', 'DownRightVector;': '\u21c1', 'DownRightVectorBar;': '\u2957', 'DownTee;': '\u22a4', 'DownTeeArrow;': '\u21a7', 'drbkarow;': '\u2910', 'drcorn;': '\u231f', 'drcrop;': '\u230c', 'Dscr;': '\U0001d49f', 'dscr;': '\U0001d4b9', 'DScy;': '\u0405', 'dscy;': '\u0455', 'dsol;': '\u29f6', 'Dstrok;': '\u0110', 'dstrok;': '\u0111', 'dtdot;': '\u22f1', 'dtri;': '\u25bf', 'dtrif;': '\u25be', 'duarr;': '\u21f5', 'duhar;': '\u296f', 'dwangle;': '\u29a6', 'DZcy;': '\u040f', 'dzcy;': '\u045f', 'dzigrarr;': '\u27ff', 'Eacute': '\xc9', 'eacute': '\xe9', 'Eacute;': '\xc9', 'eacute;': '\xe9', 'easter;': '\u2a6e', 'Ecaron;': '\u011a', 'ecaron;': '\u011b', 'ecir;': '\u2256', 'Ecirc': '\xca', 'ecirc': '\xea', 'Ecirc;': '\xca', 'ecirc;': '\xea', 'ecolon;': '\u2255', 'Ecy;': '\u042d', 'ecy;': '\u044d', 'eDDot;': '\u2a77', 'Edot;': '\u0116', 'eDot;': '\u2251', 'edot;': '\u0117', 'ee;': '\u2147', 'efDot;': '\u2252', 'Efr;': '\U0001d508', 'efr;': '\U0001d522', 'eg;': '\u2a9a', 'Egrave': '\xc8', 'egrave': '\xe8', 'Egrave;': '\xc8', 'egrave;': '\xe8', 'egs;': '\u2a96', 'egsdot;': '\u2a98', 'el;': '\u2a99', 'Element;': '\u2208', 'elinters;': '\u23e7', 'ell;': '\u2113', 'els;': '\u2a95', 'elsdot;': '\u2a97', 'Emacr;': '\u0112', 'emacr;': '\u0113', 'empty;': '\u2205', 'emptyset;': '\u2205', 'EmptySmallSquare;': '\u25fb', 'emptyv;': '\u2205', 'EmptyVerySmallSquare;': '\u25ab', 'emsp13;': '\u2004', 'emsp14;': '\u2005', 'emsp;': '\u2003', 'ENG;': '\u014a', 'eng;': '\u014b', 'ensp;': '\u2002', 'Eogon;': '\u0118', 'eogon;': '\u0119', 'Eopf;': '\U0001d53c', 'eopf;': '\U0001d556', 'epar;': '\u22d5', 'eparsl;': '\u29e3', 'eplus;': '\u2a71', 'epsi;': '\u03b5', 'Epsilon;': '\u0395', 'epsilon;': '\u03b5', 'epsiv;': '\u03f5', 'eqcirc;': '\u2256', 'eqcolon;': '\u2255', 'eqsim;': '\u2242', 'eqslantgtr;': '\u2a96', 'eqslantless;': '\u2a95', 'Equal;': '\u2a75', 'equals;': '=', 'EqualTilde;': '\u2242', 'equest;': '\u225f', 'Equilibrium;': '\u21cc', 'equiv;': '\u2261', 'equivDD;': '\u2a78', 'eqvparsl;': '\u29e5', 'erarr;': '\u2971', 'erDot;': '\u2253', 'Escr;': '\u2130', 'escr;': '\u212f', 'esdot;': '\u2250', 'Esim;': '\u2a73', 'esim;': '\u2242', 'Eta;': '\u0397', 'eta;': '\u03b7', 'ETH': '\xd0', 'eth': '\xf0', 'ETH;': '\xd0', 'eth;': '\xf0', 'Euml': '\xcb', 'euml': '\xeb', 'Euml;': '\xcb', 'euml;': '\xeb', 'euro;': '\u20ac', 'excl;': '!', 'exist;': '\u2203', 'Exists;': '\u2203', 'expectation;': '\u2130', 'ExponentialE;': '\u2147', 'exponentiale;': '\u2147', 'fallingdotseq;': '\u2252', 'Fcy;': '\u0424', 'fcy;': '\u0444', 'female;': '\u2640', 'ffilig;': '\ufb03', 'fflig;': '\ufb00', 'ffllig;': '\ufb04', 'Ffr;': '\U0001d509', 'ffr;': '\U0001d523', 'filig;': '\ufb01', 'FilledSmallSquare;': '\u25fc', 'FilledVerySmallSquare;': '\u25aa', 'fjlig;': 'fj', 'flat;': '\u266d', 'fllig;': '\ufb02', 'fltns;': '\u25b1', 'fnof;': '\u0192', 'Fopf;': '\U0001d53d', 'fopf;': '\U0001d557', 'ForAll;': '\u2200', 'forall;': '\u2200', 'fork;': '\u22d4', 'forkv;': '\u2ad9', 'Fouriertrf;': '\u2131', 'fpartint;': '\u2a0d', 'frac12': '\xbd', 'frac12;': '\xbd', 'frac13;': '\u2153', 'frac14': '\xbc', 'frac14;': '\xbc', 'frac15;': '\u2155', 'frac16;': '\u2159', 'frac18;': '\u215b', 'frac23;': '\u2154', 'frac25;': '\u2156', 'frac34': '\xbe', 'frac34;': '\xbe', 'frac35;': '\u2157', 'frac38;': '\u215c', 'frac45;': '\u2158', 'frac56;': '\u215a', 'frac58;': '\u215d', 'frac78;': '\u215e', 'frasl;': '\u2044', 'frown;': '\u2322', 'Fscr;': '\u2131', 'fscr;': '\U0001d4bb', 'gacute;': '\u01f5', 'Gamma;': '\u0393', 'gamma;': '\u03b3', 'Gammad;': '\u03dc', 'gammad;': '\u03dd', 'gap;': '\u2a86', 'Gbreve;': '\u011e', 'gbreve;': '\u011f', 'Gcedil;': '\u0122', 'Gcirc;': '\u011c', 'gcirc;': '\u011d', 'Gcy;': '\u0413', 'gcy;': '\u0433', 'Gdot;': '\u0120', 'gdot;': '\u0121', 'gE;': '\u2267', 'ge;': '\u2265', 'gEl;': '\u2a8c', 'gel;': '\u22db', 'geq;': '\u2265', 'geqq;': '\u2267', 'geqslant;': '\u2a7e', 'ges;': '\u2a7e', 'gescc;': '\u2aa9', 'gesdot;': '\u2a80', 'gesdoto;': '\u2a82', 'gesdotol;': '\u2a84', 'gesl;': '\u22db\ufe00', 'gesles;': '\u2a94', 'Gfr;': '\U0001d50a', 'gfr;': '\U0001d524', 'Gg;': '\u22d9', 'gg;': '\u226b', 'ggg;': '\u22d9', 'gimel;': '\u2137', 'GJcy;': '\u0403', 'gjcy;': '\u0453', 'gl;': '\u2277', 'gla;': '\u2aa5', 'glE;': '\u2a92', 'glj;': '\u2aa4', 'gnap;': '\u2a8a', 'gnapprox;': '\u2a8a', 'gnE;': '\u2269', 'gne;': '\u2a88', 'gneq;': '\u2a88', 'gneqq;': '\u2269', 'gnsim;': '\u22e7', 'Gopf;': '\U0001d53e', 'gopf;': '\U0001d558', 'grave;': '`', 'GreaterEqual;': '\u2265', 'GreaterEqualLess;': '\u22db', 'GreaterFullEqual;': '\u2267', 'GreaterGreater;': '\u2aa2', 'GreaterLess;': '\u2277', 'GreaterSlantEqual;': '\u2a7e', 'GreaterTilde;': '\u2273', 'Gscr;': '\U0001d4a2', 'gscr;': '\u210a', 'gsim;': '\u2273', 'gsime;': '\u2a8e', 'gsiml;': '\u2a90', 'GT': '>', 'gt': '>', 'GT;': '>', 'Gt;': '\u226b', 'gt;': '>', 'gtcc;': '\u2aa7', 'gtcir;': '\u2a7a', 'gtdot;': '\u22d7', 'gtlPar;': '\u2995', 'gtquest;': '\u2a7c', 'gtrapprox;': '\u2a86', 'gtrarr;': '\u2978', 'gtrdot;': '\u22d7', 'gtreqless;': '\u22db', 'gtreqqless;': '\u2a8c', 'gtrless;': '\u2277', 'gtrsim;': '\u2273', 'gvertneqq;': '\u2269\ufe00', 'gvnE;': '\u2269\ufe00', 'Hacek;': '\u02c7', 'hairsp;': '\u200a', 'half;': '\xbd', 'hamilt;': '\u210b', 'HARDcy;': '\u042a', 'hardcy;': '\u044a', 'hArr;': '\u21d4', 'harr;': '\u2194', 'harrcir;': '\u2948', 'harrw;': '\u21ad', 'Hat;': '^', 'hbar;': '\u210f', 'Hcirc;': '\u0124', 'hcirc;': '\u0125', 'hearts;': '\u2665', 'heartsuit;': '\u2665', 'hellip;': '\u2026', 'hercon;': '\u22b9', 'Hfr;': '\u210c', 'hfr;': '\U0001d525', 'HilbertSpace;': '\u210b', 'hksearow;': '\u2925', 'hkswarow;': '\u2926', 'hoarr;': '\u21ff', 'homtht;': '\u223b', 'hookleftarrow;': '\u21a9', 'hookrightarrow;': '\u21aa', 'Hopf;': '\u210d', 'hopf;': '\U0001d559', 'horbar;': '\u2015', 'HorizontalLine;': '\u2500', 'Hscr;': '\u210b', 'hscr;': '\U0001d4bd', 'hslash;': '\u210f', 'Hstrok;': '\u0126', 'hstrok;': '\u0127', 'HumpDownHump;': '\u224e', 'HumpEqual;': '\u224f', 'hybull;': '\u2043', 'hyphen;': '\u2010', 'Iacute': '\xcd', 'iacute': '\xed', 'Iacute;': '\xcd', 'iacute;': '\xed', 'ic;': '\u2063', 'Icirc': '\xce', 'icirc': '\xee', 'Icirc;': '\xce', 'icirc;': '\xee', 'Icy;': '\u0418', 'icy;': '\u0438', 'Idot;': '\u0130', 'IEcy;': '\u0415', 'iecy;': '\u0435', 'iexcl': '\xa1', 'iexcl;': '\xa1', 'iff;': '\u21d4', 'Ifr;': '\u2111', 'ifr;': '\U0001d526', 'Igrave': '\xcc', 'igrave': '\xec', 'Igrave;': '\xcc', 'igrave;': '\xec', 'ii;': '\u2148', 'iiiint;': '\u2a0c', 'iiint;': '\u222d', 'iinfin;': '\u29dc', 'iiota;': '\u2129', 'IJlig;': '\u0132', 'ijlig;': '\u0133', 'Im;': '\u2111', 'Imacr;': '\u012a', 'imacr;': '\u012b', 'image;': '\u2111', 'ImaginaryI;': '\u2148', 'imagline;': '\u2110', 'imagpart;': '\u2111', 'imath;': '\u0131', 'imof;': '\u22b7', 'imped;': '\u01b5', 'Implies;': '\u21d2', 'in;': '\u2208', 'incare;': '\u2105', 'infin;': '\u221e', 'infintie;': '\u29dd', 'inodot;': '\u0131', 'Int;': '\u222c', 'int;': '\u222b', 'intcal;': '\u22ba', 'integers;': '\u2124', 'Integral;': '\u222b', 'intercal;': '\u22ba', 'Intersection;': '\u22c2', 'intlarhk;': '\u2a17', 'intprod;': '\u2a3c', 'InvisibleComma;': '\u2063', 'InvisibleTimes;': '\u2062', 'IOcy;': '\u0401', 'iocy;': '\u0451', 'Iogon;': '\u012e', 'iogon;': '\u012f', 'Iopf;': '\U0001d540', 'iopf;': '\U0001d55a', 'Iota;': '\u0399', 'iota;': '\u03b9', 'iprod;': '\u2a3c', 'iquest': '\xbf', 'iquest;': '\xbf', 'Iscr;': '\u2110', 'iscr;': '\U0001d4be', 'isin;': '\u2208', 'isindot;': '\u22f5', 'isinE;': '\u22f9', 'isins;': '\u22f4', 'isinsv;': '\u22f3', 'isinv;': '\u2208', 'it;': '\u2062', 'Itilde;': '\u0128', 'itilde;': '\u0129', 'Iukcy;': '\u0406', 'iukcy;': '\u0456', 'Iuml': '\xcf', 'iuml': '\xef', 'Iuml;': '\xcf', 'iuml;': '\xef', 'Jcirc;': '\u0134', 'jcirc;': '\u0135', 'Jcy;': '\u0419', 'jcy;': '\u0439', 'Jfr;': '\U0001d50d', 'jfr;': '\U0001d527', 'jmath;': '\u0237', 'Jopf;': '\U0001d541', 'jopf;': '\U0001d55b', 'Jscr;': '\U0001d4a5', 'jscr;': '\U0001d4bf', 'Jsercy;': '\u0408', 'jsercy;': '\u0458', 'Jukcy;': '\u0404', 'jukcy;': '\u0454', 'Kappa;': '\u039a', 'kappa;': '\u03ba', 'kappav;': '\u03f0', 'Kcedil;': '\u0136', 'kcedil;': '\u0137', 'Kcy;': '\u041a', 'kcy;': '\u043a', 'Kfr;': '\U0001d50e', 'kfr;': '\U0001d528', 'kgreen;': '\u0138', 'KHcy;': '\u0425', 'khcy;': '\u0445', 'KJcy;': '\u040c', 'kjcy;': '\u045c', 'Kopf;': '\U0001d542', 'kopf;': '\U0001d55c', 'Kscr;': '\U0001d4a6', 'kscr;': '\U0001d4c0', 'lAarr;': '\u21da', 'Lacute;': '\u0139', 'lacute;': '\u013a', 'laemptyv;': '\u29b4', 'lagran;': '\u2112', 'Lambda;': '\u039b', 'lambda;': '\u03bb', 'Lang;': '\u27ea', 'lang;': '\u27e8', 'langd;': '\u2991', 'langle;': '\u27e8', 'lap;': '\u2a85', 'Laplacetrf;': '\u2112', 'laquo': '\xab', 'laquo;': '\xab', 'Larr;': '\u219e', 'lArr;': '\u21d0', 'larr;': '\u2190', 'larrb;': '\u21e4', 'larrbfs;': '\u291f', 'larrfs;': '\u291d', 'larrhk;': '\u21a9', 'larrlp;': '\u21ab', 'larrpl;': '\u2939', 'larrsim;': '\u2973', 'larrtl;': '\u21a2', 'lat;': '\u2aab', 'lAtail;': '\u291b', 'latail;': '\u2919', 'late;': '\u2aad', 'lates;': '\u2aad\ufe00', 'lBarr;': '\u290e', 'lbarr;': '\u290c', 'lbbrk;': '\u2772', 'lbrace;': '{', 'lbrack;': '[', 'lbrke;': '\u298b', 'lbrksld;': '\u298f', 'lbrkslu;': '\u298d', 'Lcaron;': '\u013d', 'lcaron;': '\u013e', 'Lcedil;': '\u013b', 'lcedil;': '\u013c', 'lceil;': '\u2308', 'lcub;': '{', 'Lcy;': '\u041b', 'lcy;': '\u043b', 'ldca;': '\u2936', 'ldquo;': '\u201c', 'ldquor;': '\u201e', 'ldrdhar;': '\u2967', 'ldrushar;': '\u294b', 'ldsh;': '\u21b2', 'lE;': '\u2266', 'le;': '\u2264', 'LeftAngleBracket;': '\u27e8', 'LeftArrow;': '\u2190', 'Leftarrow;': '\u21d0', 'leftarrow;': '\u2190', 'LeftArrowBar;': '\u21e4', 'LeftArrowRightArrow;': '\u21c6', 'leftarrowtail;': '\u21a2', 'LeftCeiling;': '\u2308', 'LeftDoubleBracket;': '\u27e6', 'LeftDownTeeVector;': '\u2961', 'LeftDownVector;': '\u21c3', 'LeftDownVectorBar;': '\u2959', 'LeftFloor;': '\u230a', 'leftharpoondown;': '\u21bd', 'leftharpoonup;': '\u21bc', 'leftleftarrows;': '\u21c7', 'LeftRightArrow;': '\u2194', 'Leftrightarrow;': '\u21d4', 'leftrightarrow;': '\u2194', 'leftrightarrows;': '\u21c6', 'leftrightharpoons;': '\u21cb', 'leftrightsquigarrow;': '\u21ad', 'LeftRightVector;': '\u294e', 'LeftTee;': '\u22a3', 'LeftTeeArrow;': '\u21a4', 'LeftTeeVector;': '\u295a', 'leftthreetimes;': '\u22cb', 'LeftTriangle;': '\u22b2', 'LeftTriangleBar;': '\u29cf', 'LeftTriangleEqual;': '\u22b4', 'LeftUpDownVector;': '\u2951', 'LeftUpTeeVector;': '\u2960', 'LeftUpVector;': '\u21bf', 'LeftUpVectorBar;': '\u2958', 'LeftVector;': '\u21bc', 'LeftVectorBar;': '\u2952', 'lEg;': '\u2a8b', 'leg;': '\u22da', 'leq;': '\u2264', 'leqq;': '\u2266', 'leqslant;': '\u2a7d', 'les;': '\u2a7d', 'lescc;': '\u2aa8', 'lesdot;': '\u2a7f', 'lesdoto;': '\u2a81', 'lesdotor;': '\u2a83', 'lesg;': '\u22da\ufe00', 'lesges;': '\u2a93', 'lessapprox;': '\u2a85', 'lessdot;': '\u22d6', 'lesseqgtr;': '\u22da', 'lesseqqgtr;': '\u2a8b', 'LessEqualGreater;': '\u22da', 'LessFullEqual;': '\u2266', 'LessGreater;': '\u2276', 'lessgtr;': '\u2276', 'LessLess;': '\u2aa1', 'lesssim;': '\u2272', 'LessSlantEqual;': '\u2a7d', 'LessTilde;': '\u2272', 'lfisht;': '\u297c', 'lfloor;': '\u230a', 'Lfr;': '\U0001d50f', 'lfr;': '\U0001d529', 'lg;': '\u2276', 'lgE;': '\u2a91', 'lHar;': '\u2962', 'lhard;': '\u21bd', 'lharu;': '\u21bc', 'lharul;': '\u296a', 'lhblk;': '\u2584', 'LJcy;': '\u0409', 'ljcy;': '\u0459', 'Ll;': '\u22d8', 'll;': '\u226a', 'llarr;': '\u21c7', 'llcorner;': '\u231e', 'Lleftarrow;': '\u21da', 'llhard;': '\u296b', 'lltri;': '\u25fa', 'Lmidot;': '\u013f', 'lmidot;': '\u0140', 'lmoust;': '\u23b0', 'lmoustache;': '\u23b0', 'lnap;': '\u2a89', 'lnapprox;': '\u2a89', 'lnE;': '\u2268', 'lne;': '\u2a87', 'lneq;': '\u2a87', 'lneqq;': '\u2268', 'lnsim;': '\u22e6', 'loang;': '\u27ec', 'loarr;': '\u21fd', 'lobrk;': '\u27e6', 'LongLeftArrow;': '\u27f5', 'Longleftarrow;': '\u27f8', 'longleftarrow;': '\u27f5', 'LongLeftRightArrow;': '\u27f7', 'Longleftrightarrow;': '\u27fa', 'longleftrightarrow;': '\u27f7', 'longmapsto;': '\u27fc', 'LongRightArrow;': '\u27f6', 'Longrightarrow;': '\u27f9', 'longrightarrow;': '\u27f6', 'looparrowleft;': '\u21ab', 'looparrowright;': '\u21ac', 'lopar;': '\u2985', 'Lopf;': '\U0001d543', 'lopf;': '\U0001d55d', 'loplus;': '\u2a2d', 'lotimes;': '\u2a34', 'lowast;': '\u2217', 'lowbar;': '_', 'LowerLeftArrow;': '\u2199', 'LowerRightArrow;': '\u2198', 'loz;': '\u25ca', 'lozenge;': '\u25ca', 'lozf;': '\u29eb', 'lpar;': '(', 'lparlt;': '\u2993', 'lrarr;': '\u21c6', 'lrcorner;': '\u231f', 'lrhar;': '\u21cb', 'lrhard;': '\u296d', 'lrm;': '\u200e', 'lrtri;': '\u22bf', 'lsaquo;': '\u2039', 'Lscr;': '\u2112', 'lscr;': '\U0001d4c1', 'Lsh;': '\u21b0', 'lsh;': '\u21b0', 'lsim;': '\u2272', 'lsime;': '\u2a8d', 'lsimg;': '\u2a8f', 'lsqb;': '[', 'lsquo;': '\u2018', 'lsquor;': '\u201a', 'Lstrok;': '\u0141', 'lstrok;': '\u0142', 'LT': '<', 'lt': '<', 'LT;': '<', 'Lt;': '\u226a', 'lt;': '<', 'ltcc;': '\u2aa6', 'ltcir;': '\u2a79', 'ltdot;': '\u22d6', 'lthree;': '\u22cb', 'ltimes;': '\u22c9', 'ltlarr;': '\u2976', 'ltquest;': '\u2a7b', 'ltri;': '\u25c3', 'ltrie;': '\u22b4', 'ltrif;': '\u25c2', 'ltrPar;': '\u2996', 'lurdshar;': '\u294a', 'luruhar;': '\u2966', 'lvertneqq;': '\u2268\ufe00', 'lvnE;': '\u2268\ufe00', 'macr': '\xaf', 'macr;': '\xaf', 'male;': '\u2642', 'malt;': '\u2720', 'maltese;': '\u2720', 'Map;': '\u2905', 'map;': '\u21a6', 'mapsto;': '\u21a6', 'mapstodown;': '\u21a7', 'mapstoleft;': '\u21a4', 'mapstoup;': '\u21a5', 'marker;': '\u25ae', 'mcomma;': '\u2a29', 'Mcy;': '\u041c', 'mcy;': '\u043c', 'mdash;': '\u2014', 'mDDot;': '\u223a', 'measuredangle;': '\u2221', 'MediumSpace;': '\u205f', 'Mellintrf;': '\u2133', 'Mfr;': '\U0001d510', 'mfr;': '\U0001d52a', 'mho;': '\u2127', 'micro': '\xb5', 'micro;': '\xb5', 'mid;': '\u2223', 'midast;': '*', 'midcir;': '\u2af0', 'middot': '\xb7', 'middot;': '\xb7', 'minus;': '\u2212', 'minusb;': '\u229f', 'minusd;': '\u2238', 'minusdu;': '\u2a2a', 'MinusPlus;': '\u2213', 'mlcp;': '\u2adb', 'mldr;': '\u2026', 'mnplus;': '\u2213', 'models;': '\u22a7', 'Mopf;': '\U0001d544', 'mopf;': '\U0001d55e', 'mp;': '\u2213', 'Mscr;': '\u2133', 'mscr;': '\U0001d4c2', 'mstpos;': '\u223e', 'Mu;': '\u039c', 'mu;': '\u03bc', 'multimap;': '\u22b8', 'mumap;': '\u22b8', 'nabla;': '\u2207', 'Nacute;': '\u0143', 'nacute;': '\u0144', 'nang;': '\u2220\u20d2', 'nap;': '\u2249', 'napE;': '\u2a70\u0338', 'napid;': '\u224b\u0338', 'napos;': '\u0149', 'napprox;': '\u2249', 'natur;': '\u266e', 'natural;': '\u266e', 'naturals;': '\u2115', 'nbsp': '\xa0', 'nbsp;': '\xa0', 'nbump;': '\u224e\u0338', 'nbumpe;': '\u224f\u0338', 'ncap;': '\u2a43', 'Ncaron;': '\u0147', 'ncaron;': '\u0148', 'Ncedil;': '\u0145', 'ncedil;': '\u0146', 'ncong;': '\u2247', 'ncongdot;': '\u2a6d\u0338', 'ncup;': '\u2a42', 'Ncy;': '\u041d', 'ncy;': '\u043d', 'ndash;': '\u2013', 'ne;': '\u2260', 'nearhk;': '\u2924', 'neArr;': '\u21d7', 'nearr;': '\u2197', 'nearrow;': '\u2197', 'nedot;': '\u2250\u0338', 'NegativeMediumSpace;': '\u200b', 'NegativeThickSpace;': '\u200b', 'NegativeThinSpace;': '\u200b', 'NegativeVeryThinSpace;': '\u200b', 'nequiv;': '\u2262', 'nesear;': '\u2928', 'nesim;': '\u2242\u0338', 'NestedGreaterGreater;': '\u226b', 'NestedLessLess;': '\u226a', 'NewLine;': '\n', 'nexist;': '\u2204', 'nexists;': '\u2204', 'Nfr;': '\U0001d511', 'nfr;': '\U0001d52b', 'ngE;': '\u2267\u0338', 'nge;': '\u2271', 'ngeq;': '\u2271', 'ngeqq;': '\u2267\u0338', 'ngeqslant;': '\u2a7e\u0338', 'nges;': '\u2a7e\u0338', 'nGg;': '\u22d9\u0338', 'ngsim;': '\u2275', 'nGt;': '\u226b\u20d2', 'ngt;': '\u226f', 'ngtr;': '\u226f', 'nGtv;': '\u226b\u0338', 'nhArr;': '\u21ce', 'nharr;': '\u21ae', 'nhpar;': '\u2af2', 'ni;': '\u220b', 'nis;': '\u22fc', 'nisd;': '\u22fa', 'niv;': '\u220b', 'NJcy;': '\u040a', 'njcy;': '\u045a', 'nlArr;': '\u21cd', 'nlarr;': '\u219a', 'nldr;': '\u2025', 'nlE;': '\u2266\u0338', 'nle;': '\u2270', 'nLeftarrow;': '\u21cd', 'nleftarrow;': '\u219a', 'nLeftrightarrow;': '\u21ce', 'nleftrightarrow;': '\u21ae', 'nleq;': '\u2270', 'nleqq;': '\u2266\u0338', 'nleqslant;': '\u2a7d\u0338', 'nles;': '\u2a7d\u0338', 'nless;': '\u226e', 'nLl;': '\u22d8\u0338', 'nlsim;': '\u2274', 'nLt;': '\u226a\u20d2', 'nlt;': '\u226e', 'nltri;': '\u22ea', 'nltrie;': '\u22ec', 'nLtv;': '\u226a\u0338', 'nmid;': '\u2224', 'NoBreak;': '\u2060', 'NonBreakingSpace;': '\xa0', 'Nopf;': '\u2115', 'nopf;': '\U0001d55f', 'not': '\xac', 'Not;': '\u2aec', 'not;': '\xac', 'NotCongruent;': '\u2262', 'NotCupCap;': '\u226d', 'NotDoubleVerticalBar;': '\u2226', 'NotElement;': '\u2209', 'NotEqual;': '\u2260', 'NotEqualTilde;': '\u2242\u0338', 'NotExists;': '\u2204', 'NotGreater;': '\u226f', 'NotGreaterEqual;': '\u2271', 'NotGreaterFullEqual;': '\u2267\u0338', 'NotGreaterGreater;': '\u226b\u0338', 'NotGreaterLess;': '\u2279', 'NotGreaterSlantEqual;': '\u2a7e\u0338', 'NotGreaterTilde;': '\u2275', 'NotHumpDownHump;': '\u224e\u0338', 'NotHumpEqual;': '\u224f\u0338', 'notin;': '\u2209', 'notindot;': '\u22f5\u0338', 'notinE;': '\u22f9\u0338', 'notinva;': '\u2209', 'notinvb;': '\u22f7', 'notinvc;': '\u22f6', 'NotLeftTriangle;': '\u22ea', 'NotLeftTriangleBar;': '\u29cf\u0338', 'NotLeftTriangleEqual;': '\u22ec', 'NotLess;': '\u226e', 'NotLessEqual;': '\u2270', 'NotLessGreater;': '\u2278', 'NotLessLess;': '\u226a\u0338', 'NotLessSlantEqual;': '\u2a7d\u0338', 'NotLessTilde;': '\u2274', 'NotNestedGreaterGreater;': '\u2aa2\u0338', 'NotNestedLessLess;': '\u2aa1\u0338', 'notni;': '\u220c', 'notniva;': '\u220c', 'notnivb;': '\u22fe', 'notnivc;': '\u22fd', 'NotPrecedes;': '\u2280', 'NotPrecedesEqual;': '\u2aaf\u0338', 'NotPrecedesSlantEqual;': '\u22e0', 'NotReverseElement;': '\u220c', 'NotRightTriangle;': '\u22eb', 'NotRightTriangleBar;': '\u29d0\u0338', 'NotRightTriangleEqual;': '\u22ed', 'NotSquareSubset;': '\u228f\u0338', 'NotSquareSubsetEqual;': '\u22e2', 'NotSquareSuperset;': '\u2290\u0338', 'NotSquareSupersetEqual;': '\u22e3', 'NotSubset;': '\u2282\u20d2', 'NotSubsetEqual;': '\u2288', 'NotSucceeds;': '\u2281', 'NotSucceedsEqual;': '\u2ab0\u0338', 'NotSucceedsSlantEqual;': '\u22e1', 'NotSucceedsTilde;': '\u227f\u0338', 'NotSuperset;': '\u2283\u20d2', 'NotSupersetEqual;': '\u2289', 'NotTilde;': '\u2241', 'NotTildeEqual;': '\u2244', 'NotTildeFullEqual;': '\u2247', 'NotTildeTilde;': '\u2249', 'NotVerticalBar;': '\u2224', 'npar;': '\u2226', 'nparallel;': '\u2226', 'nparsl;': '\u2afd\u20e5', 'npart;': '\u2202\u0338', 'npolint;': '\u2a14', 'npr;': '\u2280', 'nprcue;': '\u22e0', 'npre;': '\u2aaf\u0338', 'nprec;': '\u2280', 'npreceq;': '\u2aaf\u0338', 'nrArr;': '\u21cf', 'nrarr;': '\u219b', 'nrarrc;': '\u2933\u0338', 'nrarrw;': '\u219d\u0338', 'nRightarrow;': '\u21cf', 'nrightarrow;': '\u219b', 'nrtri;': '\u22eb', 'nrtrie;': '\u22ed', 'nsc;': '\u2281', 'nsccue;': '\u22e1', 'nsce;': '\u2ab0\u0338', 'Nscr;': '\U0001d4a9', 'nscr;': '\U0001d4c3', 'nshortmid;': '\u2224', 'nshortparallel;': '\u2226', 'nsim;': '\u2241', 'nsime;': '\u2244', 'nsimeq;': '\u2244', 'nsmid;': '\u2224', 'nspar;': '\u2226', 'nsqsube;': '\u22e2', 'nsqsupe;': '\u22e3', 'nsub;': '\u2284', 'nsubE;': '\u2ac5\u0338', 'nsube;': '\u2288', 'nsubset;': '\u2282\u20d2', 'nsubseteq;': '\u2288', 'nsubseteqq;': '\u2ac5\u0338', 'nsucc;': '\u2281', 'nsucceq;': '\u2ab0\u0338', 'nsup;': '\u2285', 'nsupE;': '\u2ac6\u0338', 'nsupe;': '\u2289', 'nsupset;': '\u2283\u20d2', 'nsupseteq;': '\u2289', 'nsupseteqq;': '\u2ac6\u0338', 'ntgl;': '\u2279', 'Ntilde': '\xd1', 'ntilde': '\xf1', 'Ntilde;': '\xd1', 'ntilde;': '\xf1', 'ntlg;': '\u2278', 'ntriangleleft;': '\u22ea', 'ntrianglelefteq;': '\u22ec', 'ntriangleright;': '\u22eb', 'ntrianglerighteq;': '\u22ed', 'Nu;': '\u039d', 'nu;': '\u03bd', 'num;': '#', 'numero;': '\u2116', 'numsp;': '\u2007', 'nvap;': '\u224d\u20d2', 'nVDash;': '\u22af', 'nVdash;': '\u22ae', 'nvDash;': '\u22ad', 'nvdash;': '\u22ac', 'nvge;': '\u2265\u20d2', 'nvgt;': '>\u20d2', 'nvHarr;': '\u2904', 'nvinfin;': '\u29de', 'nvlArr;': '\u2902', 'nvle;': '\u2264\u20d2', 'nvlt;': '<\u20d2', 'nvltrie;': '\u22b4\u20d2', 'nvrArr;': '\u2903', 'nvrtrie;': '\u22b5\u20d2', 'nvsim;': '\u223c\u20d2', 'nwarhk;': '\u2923', 'nwArr;': '\u21d6', 'nwarr;': '\u2196', 'nwarrow;': '\u2196', 'nwnear;': '\u2927', 'Oacute': '\xd3', 'oacute': '\xf3', 'Oacute;': '\xd3', 'oacute;': '\xf3', 'oast;': '\u229b', 'ocir;': '\u229a', 'Ocirc': '\xd4', 'ocirc': '\xf4', 'Ocirc;': '\xd4', 'ocirc;': '\xf4', 'Ocy;': '\u041e', 'ocy;': '\u043e', 'odash;': '\u229d', 'Odblac;': '\u0150', 'odblac;': '\u0151', 'odiv;': '\u2a38', 'odot;': '\u2299', 'odsold;': '\u29bc', 'OElig;': '\u0152', 'oelig;': '\u0153', 'ofcir;': '\u29bf', 'Ofr;': '\U0001d512', 'ofr;': '\U0001d52c', 'ogon;': '\u02db', 'Ograve': '\xd2', 'ograve': '\xf2', 'Ograve;': '\xd2', 'ograve;': '\xf2', 'ogt;': '\u29c1', 'ohbar;': '\u29b5', 'ohm;': '\u03a9', 'oint;': '\u222e', 'olarr;': '\u21ba', 'olcir;': '\u29be', 'olcross;': '\u29bb', 'oline;': '\u203e', 'olt;': '\u29c0', 'Omacr;': '\u014c', 'omacr;': '\u014d', 'Omega;': '\u03a9', 'omega;': '\u03c9', 'Omicron;': '\u039f', 'omicron;': '\u03bf', 'omid;': '\u29b6', 'ominus;': '\u2296', 'Oopf;': '\U0001d546', 'oopf;': '\U0001d560', 'opar;': '\u29b7', 'OpenCurlyDoubleQuote;': '\u201c', 'OpenCurlyQuote;': '\u2018', 'operp;': '\u29b9', 'oplus;': '\u2295', 'Or;': '\u2a54', 'or;': '\u2228', 'orarr;': '\u21bb', 'ord;': '\u2a5d', 'order;': '\u2134', 'orderof;': '\u2134', 'ordf': '\xaa', 'ordf;': '\xaa', 'ordm': '\xba', 'ordm;': '\xba', 'origof;': '\u22b6', 'oror;': '\u2a56', 'orslope;': '\u2a57', 'orv;': '\u2a5b', 'oS;': '\u24c8', 'Oscr;': '\U0001d4aa', 'oscr;': '\u2134', 'Oslash': '\xd8', 'oslash': '\xf8', 'Oslash;': '\xd8', 'oslash;': '\xf8', 'osol;': '\u2298', 'Otilde': '\xd5', 'otilde': '\xf5', 'Otilde;': '\xd5', 'otilde;': '\xf5', 'Otimes;': '\u2a37', 'otimes;': '\u2297', 'otimesas;': '\u2a36', 'Ouml': '\xd6', 'ouml': '\xf6', 'Ouml;': '\xd6', 'ouml;': '\xf6', 'ovbar;': '\u233d', 'OverBar;': '\u203e', 'OverBrace;': '\u23de', 'OverBracket;': '\u23b4', 'OverParenthesis;': '\u23dc', 'par;': '\u2225', 'para': '\xb6', 'para;': '\xb6', 'parallel;': '\u2225', 'parsim;': '\u2af3', 'parsl;': '\u2afd', 'part;': '\u2202', 'PartialD;': '\u2202', 'Pcy;': '\u041f', 'pcy;': '\u043f', 'percnt;': '%', 'period;': '.', 'permil;': '\u2030', 'perp;': '\u22a5', 'pertenk;': '\u2031', 'Pfr;': '\U0001d513', 'pfr;': '\U0001d52d', 'Phi;': '\u03a6', 'phi;': '\u03c6', 'phiv;': '\u03d5', 'phmmat;': '\u2133', 'phone;': '\u260e', 'Pi;': '\u03a0', 'pi;': '\u03c0', 'pitchfork;': '\u22d4', 'piv;': '\u03d6', 'planck;': '\u210f', 'planckh;': '\u210e', 'plankv;': '\u210f', 'plus;': '+', 'plusacir;': '\u2a23', 'plusb;': '\u229e', 'pluscir;': '\u2a22', 'plusdo;': '\u2214', 'plusdu;': '\u2a25', 'pluse;': '\u2a72', 'PlusMinus;': '\xb1', 'plusmn': '\xb1', 'plusmn;': '\xb1', 'plussim;': '\u2a26', 'plustwo;': '\u2a27', 'pm;': '\xb1', 'Poincareplane;': '\u210c', 'pointint;': '\u2a15', 'Popf;': '\u2119', 'popf;': '\U0001d561', 'pound': '\xa3', 'pound;': '\xa3', 'Pr;': '\u2abb', 'pr;': '\u227a', 'prap;': '\u2ab7', 'prcue;': '\u227c', 'prE;': '\u2ab3', 'pre;': '\u2aaf', 'prec;': '\u227a', 'precapprox;': '\u2ab7', 'preccurlyeq;': '\u227c', 'Precedes;': '\u227a', 'PrecedesEqual;': '\u2aaf', 'PrecedesSlantEqual;': '\u227c', 'PrecedesTilde;': '\u227e', 'preceq;': '\u2aaf', 'precnapprox;': '\u2ab9', 'precneqq;': '\u2ab5', 'precnsim;': '\u22e8', 'precsim;': '\u227e', 'Prime;': '\u2033', 'prime;': '\u2032', 'primes;': '\u2119', 'prnap;': '\u2ab9', 'prnE;': '\u2ab5', 'prnsim;': '\u22e8', 'prod;': '\u220f', 'Product;': '\u220f', 'profalar;': '\u232e', 'profline;': '\u2312', 'profsurf;': '\u2313', 'prop;': '\u221d', 'Proportion;': '\u2237', 'Proportional;': '\u221d', 'propto;': '\u221d', 'prsim;': '\u227e', 'prurel;': '\u22b0', 'Pscr;': '\U0001d4ab', 'pscr;': '\U0001d4c5', 'Psi;': '\u03a8', 'psi;': '\u03c8', 'puncsp;': '\u2008', 'Qfr;': '\U0001d514', 'qfr;': '\U0001d52e', 'qint;': '\u2a0c', 'Qopf;': '\u211a', 'qopf;': '\U0001d562', 'qprime;': '\u2057', 'Qscr;': '\U0001d4ac', 'qscr;': '\U0001d4c6', 'quaternions;': '\u210d', 'quatint;': '\u2a16', 'quest;': '?', 'questeq;': '\u225f', 'QUOT': '"', 'quot': '"', 'QUOT;': '"', 'quot;': '"', 'rAarr;': '\u21db', 'race;': '\u223d\u0331', 'Racute;': '\u0154', 'racute;': '\u0155', 'radic;': '\u221a', 'raemptyv;': '\u29b3', 'Rang;': '\u27eb', 'rang;': '\u27e9', 'rangd;': '\u2992', 'range;': '\u29a5', 'rangle;': '\u27e9', 'raquo': '\xbb', 'raquo;': '\xbb', 'Rarr;': '\u21a0', 'rArr;': '\u21d2', 'rarr;': '\u2192', 'rarrap;': '\u2975', 'rarrb;': '\u21e5', 'rarrbfs;': '\u2920', 'rarrc;': '\u2933', 'rarrfs;': '\u291e', 'rarrhk;': '\u21aa', 'rarrlp;': '\u21ac', 'rarrpl;': '\u2945', 'rarrsim;': '\u2974', 'Rarrtl;': '\u2916', 'rarrtl;': '\u21a3', 'rarrw;': '\u219d', 'rAtail;': '\u291c', 'ratail;': '\u291a', 'ratio;': '\u2236', 'rationals;': '\u211a', 'RBarr;': '\u2910', 'rBarr;': '\u290f', 'rbarr;': '\u290d', 'rbbrk;': '\u2773', 'rbrace;': '}', 'rbrack;': ']', 'rbrke;': '\u298c', 'rbrksld;': '\u298e', 'rbrkslu;': '\u2990', 'Rcaron;': '\u0158', 'rcaron;': '\u0159', 'Rcedil;': '\u0156', 'rcedil;': '\u0157', 'rceil;': '\u2309', 'rcub;': '}', 'Rcy;': '\u0420', 'rcy;': '\u0440', 'rdca;': '\u2937', 'rdldhar;': '\u2969', 'rdquo;': '\u201d', 'rdquor;': '\u201d', 'rdsh;': '\u21b3', 'Re;': '\u211c', 'real;': '\u211c', 'realine;': '\u211b', 'realpart;': '\u211c', 'reals;': '\u211d', 'rect;': '\u25ad', 'REG': '\xae', 'reg': '\xae', 'REG;': '\xae', 'reg;': '\xae', 'ReverseElement;': '\u220b', 'ReverseEquilibrium;': '\u21cb', 'ReverseUpEquilibrium;': '\u296f', 'rfisht;': '\u297d', 'rfloor;': '\u230b', 'Rfr;': '\u211c', 'rfr;': '\U0001d52f', 'rHar;': '\u2964', 'rhard;': '\u21c1', 'rharu;': '\u21c0', 'rharul;': '\u296c', 'Rho;': '\u03a1', 'rho;': '\u03c1', 'rhov;': '\u03f1', 'RightAngleBracket;': '\u27e9', 'RightArrow;': '\u2192', 'Rightarrow;': '\u21d2', 'rightarrow;': '\u2192', 'RightArrowBar;': '\u21e5', 'RightArrowLeftArrow;': '\u21c4', 'rightarrowtail;': '\u21a3', 'RightCeiling;': '\u2309', 'RightDoubleBracket;': '\u27e7', 'RightDownTeeVector;': '\u295d', 'RightDownVector;': '\u21c2', 'RightDownVectorBar;': '\u2955', 'RightFloor;': '\u230b', 'rightharpoondown;': '\u21c1', 'rightharpoonup;': '\u21c0', 'rightleftarrows;': '\u21c4', 'rightleftharpoons;': '\u21cc', 'rightrightarrows;': '\u21c9', 'rightsquigarrow;': '\u219d', 'RightTee;': '\u22a2', 'RightTeeArrow;': '\u21a6', 'RightTeeVector;': '\u295b', 'rightthreetimes;': '\u22cc', 'RightTriangle;': '\u22b3', 'RightTriangleBar;': '\u29d0', 'RightTriangleEqual;': '\u22b5', 'RightUpDownVector;': '\u294f', 'RightUpTeeVector;': '\u295c', 'RightUpVector;': '\u21be', 'RightUpVectorBar;': '\u2954', 'RightVector;': '\u21c0', 'RightVectorBar;': '\u2953', 'ring;': '\u02da', 'risingdotseq;': '\u2253', 'rlarr;': '\u21c4', 'rlhar;': '\u21cc', 'rlm;': '\u200f', 'rmoust;': '\u23b1', 'rmoustache;': '\u23b1', 'rnmid;': '\u2aee', 'roang;': '\u27ed', 'roarr;': '\u21fe', 'robrk;': '\u27e7', 'ropar;': '\u2986', 'Ropf;': '\u211d', 'ropf;': '\U0001d563', 'roplus;': '\u2a2e', 'rotimes;': '\u2a35', 'RoundImplies;': '\u2970', 'rpar;': ')', 'rpargt;': '\u2994', 'rppolint;': '\u2a12', 'rrarr;': '\u21c9', 'Rrightarrow;': '\u21db', 'rsaquo;': '\u203a', 'Rscr;': '\u211b', 'rscr;': '\U0001d4c7', 'Rsh;': '\u21b1', 'rsh;': '\u21b1', 'rsqb;': ']', 'rsquo;': '\u2019', 'rsquor;': '\u2019', 'rthree;': '\u22cc', 'rtimes;': '\u22ca', 'rtri;': '\u25b9', 'rtrie;': '\u22b5', 'rtrif;': '\u25b8', 'rtriltri;': '\u29ce', 'RuleDelayed;': '\u29f4', 'ruluhar;': '\u2968', 'rx;': '\u211e', 'Sacute;': '\u015a', 'sacute;': '\u015b', 'sbquo;': '\u201a', 'Sc;': '\u2abc', 'sc;': '\u227b', 'scap;': '\u2ab8', 'Scaron;': '\u0160', 'scaron;': '\u0161', 'sccue;': '\u227d', 'scE;': '\u2ab4', 'sce;': '\u2ab0', 'Scedil;': '\u015e', 'scedil;': '\u015f', 'Scirc;': '\u015c', 'scirc;': '\u015d', 'scnap;': '\u2aba', 'scnE;': '\u2ab6', 'scnsim;': '\u22e9', 'scpolint;': '\u2a13', 'scsim;': '\u227f', 'Scy;': '\u0421', 'scy;': '\u0441', 'sdot;': '\u22c5', 'sdotb;': '\u22a1', 'sdote;': '\u2a66', 'searhk;': '\u2925', 'seArr;': '\u21d8', 'searr;': '\u2198', 'searrow;': '\u2198', 'sect': '\xa7', 'sect;': '\xa7', 'semi;': ';', 'seswar;': '\u2929', 'setminus;': '\u2216', 'setmn;': '\u2216', 'sext;': '\u2736', 'Sfr;': '\U0001d516', 'sfr;': '\U0001d530', 'sfrown;': '\u2322', 'sharp;': '\u266f', 'SHCHcy;': '\u0429', 'shchcy;': '\u0449', 'SHcy;': '\u0428', 'shcy;': '\u0448', 'ShortDownArrow;': '\u2193', 'ShortLeftArrow;': '\u2190', 'shortmid;': '\u2223', 'shortparallel;': '\u2225', 'ShortRightArrow;': '\u2192', 'ShortUpArrow;': '\u2191', 'shy': '\xad', 'shy;': '\xad', 'Sigma;': '\u03a3', 'sigma;': '\u03c3', 'sigmaf;': '\u03c2', 'sigmav;': '\u03c2', 'sim;': '\u223c', 'simdot;': '\u2a6a', 'sime;': '\u2243', 'simeq;': '\u2243', 'simg;': '\u2a9e', 'simgE;': '\u2aa0', 'siml;': '\u2a9d', 'simlE;': '\u2a9f', 'simne;': '\u2246', 'simplus;': '\u2a24', 'simrarr;': '\u2972', 'slarr;': '\u2190', 'SmallCircle;': '\u2218', 'smallsetminus;': '\u2216', 'smashp;': '\u2a33', 'smeparsl;': '\u29e4', 'smid;': '\u2223', 'smile;': '\u2323', 'smt;': '\u2aaa', 'smte;': '\u2aac', 'smtes;': '\u2aac\ufe00', 'SOFTcy;': '\u042c', 'softcy;': '\u044c', 'sol;': '/', 'solb;': '\u29c4', 'solbar;': '\u233f', 'Sopf;': '\U0001d54a', 'sopf;': '\U0001d564', 'spades;': '\u2660', 'spadesuit;': '\u2660', 'spar;': '\u2225', 'sqcap;': '\u2293', 'sqcaps;': '\u2293\ufe00', 'sqcup;': '\u2294', 'sqcups;': '\u2294\ufe00', 'Sqrt;': '\u221a', 'sqsub;': '\u228f', 'sqsube;': '\u2291', 'sqsubset;': '\u228f', 'sqsubseteq;': '\u2291', 'sqsup;': '\u2290', 'sqsupe;': '\u2292', 'sqsupset;': '\u2290', 'sqsupseteq;': '\u2292', 'squ;': '\u25a1', 'Square;': '\u25a1', 'square;': '\u25a1', 'SquareIntersection;': '\u2293', 'SquareSubset;': '\u228f', 'SquareSubsetEqual;': '\u2291', 'SquareSuperset;': '\u2290', 'SquareSupersetEqual;': '\u2292', 'SquareUnion;': '\u2294', 'squarf;': '\u25aa', 'squf;': '\u25aa', 'srarr;': '\u2192', 'Sscr;': '\U0001d4ae', 'sscr;': '\U0001d4c8', 'ssetmn;': '\u2216', 'ssmile;': '\u2323', 'sstarf;': '\u22c6', 'Star;': '\u22c6', 'star;': '\u2606', 'starf;': '\u2605', 'straightepsilon;': '\u03f5', 'straightphi;': '\u03d5', 'strns;': '\xaf', 'Sub;': '\u22d0', 'sub;': '\u2282', 'subdot;': '\u2abd', 'subE;': '\u2ac5', 'sube;': '\u2286', 'subedot;': '\u2ac3', 'submult;': '\u2ac1', 'subnE;': '\u2acb', 'subne;': '\u228a', 'subplus;': '\u2abf', 'subrarr;': '\u2979', 'Subset;': '\u22d0', 'subset;': '\u2282', 'subseteq;': '\u2286', 'subseteqq;': '\u2ac5', 'SubsetEqual;': '\u2286', 'subsetneq;': '\u228a', 'subsetneqq;': '\u2acb', 'subsim;': '\u2ac7', 'subsub;': '\u2ad5', 'subsup;': '\u2ad3', 'succ;': '\u227b', 'succapprox;': '\u2ab8', 'succcurlyeq;': '\u227d', 'Succeeds;': '\u227b', 'SucceedsEqual;': '\u2ab0', 'SucceedsSlantEqual;': '\u227d', 'SucceedsTilde;': '\u227f', 'succeq;': '\u2ab0', 'succnapprox;': '\u2aba', 'succneqq;': '\u2ab6', 'succnsim;': '\u22e9', 'succsim;': '\u227f', 'SuchThat;': '\u220b', 'Sum;': '\u2211', 'sum;': '\u2211', 'sung;': '\u266a', 'sup1': '\xb9', 'sup1;': '\xb9', 'sup2': '\xb2', 'sup2;': '\xb2', 'sup3': '\xb3', 'sup3;': '\xb3', 'Sup;': '\u22d1', 'sup;': '\u2283', 'supdot;': '\u2abe', 'supdsub;': '\u2ad8', 'supE;': '\u2ac6', 'supe;': '\u2287', 'supedot;': '\u2ac4', 'Superset;': '\u2283', 'SupersetEqual;': '\u2287', 'suphsol;': '\u27c9', 'suphsub;': '\u2ad7', 'suplarr;': '\u297b', 'supmult;': '\u2ac2', 'supnE;': '\u2acc', 'supne;': '\u228b', 'supplus;': '\u2ac0', 'Supset;': '\u22d1', 'supset;': '\u2283', 'supseteq;': '\u2287', 'supseteqq;': '\u2ac6', 'supsetneq;': '\u228b', 'supsetneqq;': '\u2acc', 'supsim;': '\u2ac8', 'supsub;': '\u2ad4', 'supsup;': '\u2ad6', 'swarhk;': '\u2926', 'swArr;': '\u21d9', 'swarr;': '\u2199', 'swarrow;': '\u2199', 'swnwar;': '\u292a', 'szlig': '\xdf', 'szlig;': '\xdf', 'Tab;': '\t', 'target;': '\u2316', 'Tau;': '\u03a4', 'tau;': '\u03c4', 'tbrk;': '\u23b4', 'Tcaron;': '\u0164', 'tcaron;': '\u0165', 'Tcedil;': '\u0162', 'tcedil;': '\u0163', 'Tcy;': '\u0422', 'tcy;': '\u0442', 'tdot;': '\u20db', 'telrec;': '\u2315', 'Tfr;': '\U0001d517', 'tfr;': '\U0001d531', 'there4;': '\u2234', 'Therefore;': '\u2234', 'therefore;': '\u2234', 'Theta;': '\u0398', 'theta;': '\u03b8', 'thetasym;': '\u03d1', 'thetav;': '\u03d1', 'thickapprox;': '\u2248', 'thicksim;': '\u223c', 'ThickSpace;': '\u205f\u200a', 'thinsp;': '\u2009', 'ThinSpace;': '\u2009', 'thkap;': '\u2248', 'thksim;': '\u223c', 'THORN': '\xde', 'thorn': '\xfe', 'THORN;': '\xde', 'thorn;': '\xfe', 'Tilde;': '\u223c', 'tilde;': '\u02dc', 'TildeEqual;': '\u2243', 'TildeFullEqual;': '\u2245', 'TildeTilde;': '\u2248', 'times': '\xd7', 'times;': '\xd7', 'timesb;': '\u22a0', 'timesbar;': '\u2a31', 'timesd;': '\u2a30', 'tint;': '\u222d', 'toea;': '\u2928', 'top;': '\u22a4', 'topbot;': '\u2336', 'topcir;': '\u2af1', 'Topf;': '\U0001d54b', 'topf;': '\U0001d565', 'topfork;': '\u2ada', 'tosa;': '\u2929', 'tprime;': '\u2034', 'TRADE;': '\u2122', 'trade;': '\u2122', 'triangle;': '\u25b5', 'triangledown;': '\u25bf', 'triangleleft;': '\u25c3', 'trianglelefteq;': '\u22b4', 'triangleq;': '\u225c', 'triangleright;': '\u25b9', 'trianglerighteq;': '\u22b5', 'tridot;': '\u25ec', 'trie;': '\u225c', 'triminus;': '\u2a3a', 'TripleDot;': '\u20db', 'triplus;': '\u2a39', 'trisb;': '\u29cd', 'tritime;': '\u2a3b', 'trpezium;': '\u23e2', 'Tscr;': '\U0001d4af', 'tscr;': '\U0001d4c9', 'TScy;': '\u0426', 'tscy;': '\u0446', 'TSHcy;': '\u040b', 'tshcy;': '\u045b', 'Tstrok;': '\u0166', 'tstrok;': '\u0167', 'twixt;': '\u226c', 'twoheadleftarrow;': '\u219e', 'twoheadrightarrow;': '\u21a0', 'Uacute': '\xda', 'uacute': '\xfa', 'Uacute;': '\xda', 'uacute;': '\xfa', 'Uarr;': '\u219f', 'uArr;': '\u21d1', 'uarr;': '\u2191', 'Uarrocir;': '\u2949', 'Ubrcy;': '\u040e', 'ubrcy;': '\u045e', 'Ubreve;': '\u016c', 'ubreve;': '\u016d', 'Ucirc': '\xdb', 'ucirc': '\xfb', 'Ucirc;': '\xdb', 'ucirc;': '\xfb', 'Ucy;': '\u0423', 'ucy;': '\u0443', 'udarr;': '\u21c5', 'Udblac;': '\u0170', 'udblac;': '\u0171', 'udhar;': '\u296e', 'ufisht;': '\u297e', 'Ufr;': '\U0001d518', 'ufr;': '\U0001d532', 'Ugrave': '\xd9', 'ugrave': '\xf9', 'Ugrave;': '\xd9', 'ugrave;': '\xf9', 'uHar;': '\u2963', 'uharl;': '\u21bf', 'uharr;': '\u21be', 'uhblk;': '\u2580', 'ulcorn;': '\u231c', 'ulcorner;': '\u231c', 'ulcrop;': '\u230f', 'ultri;': '\u25f8', 'Umacr;': '\u016a', 'umacr;': '\u016b', 'uml': '\xa8', 'uml;': '\xa8', 'UnderBar;': '_', 'UnderBrace;': '\u23df', 'UnderBracket;': '\u23b5', 'UnderParenthesis;': '\u23dd', 'Union;': '\u22c3', 'UnionPlus;': '\u228e', 'Uogon;': '\u0172', 'uogon;': '\u0173', 'Uopf;': '\U0001d54c', 'uopf;': '\U0001d566', 'UpArrow;': '\u2191', 'Uparrow;': '\u21d1', 'uparrow;': '\u2191', 'UpArrowBar;': '\u2912', 'UpArrowDownArrow;': '\u21c5', 'UpDownArrow;': '\u2195', 'Updownarrow;': '\u21d5', 'updownarrow;': '\u2195', 'UpEquilibrium;': '\u296e', 'upharpoonleft;': '\u21bf', 'upharpoonright;': '\u21be', 'uplus;': '\u228e', 'UpperLeftArrow;': '\u2196', 'UpperRightArrow;': '\u2197', 'Upsi;': '\u03d2', 'upsi;': '\u03c5', 'upsih;': '\u03d2', 'Upsilon;': '\u03a5', 'upsilon;': '\u03c5', 'UpTee;': '\u22a5', 'UpTeeArrow;': '\u21a5', 'upuparrows;': '\u21c8', 'urcorn;': '\u231d', 'urcorner;': '\u231d', 'urcrop;': '\u230e', 'Uring;': '\u016e', 'uring;': '\u016f', 'urtri;': '\u25f9', 'Uscr;': '\U0001d4b0', 'uscr;': '\U0001d4ca', 'utdot;': '\u22f0', 'Utilde;': '\u0168', 'utilde;': '\u0169', 'utri;': '\u25b5', 'utrif;': '\u25b4', 'uuarr;': '\u21c8', 'Uuml': '\xdc', 'uuml': '\xfc', 'Uuml;': '\xdc', 'uuml;': '\xfc', 'uwangle;': '\u29a7', 'vangrt;': '\u299c', 'varepsilon;': '\u03f5', 'varkappa;': '\u03f0', 'varnothing;': '\u2205', 'varphi;': '\u03d5', 'varpi;': '\u03d6', 'varpropto;': '\u221d', 'vArr;': '\u21d5', 'varr;': '\u2195', 'varrho;': '\u03f1', 'varsigma;': '\u03c2', 'varsubsetneq;': '\u228a\ufe00', 'varsubsetneqq;': '\u2acb\ufe00', 'varsupsetneq;': '\u228b\ufe00', 'varsupsetneqq;': '\u2acc\ufe00', 'vartheta;': '\u03d1', 'vartriangleleft;': '\u22b2', 'vartriangleright;': '\u22b3', 'Vbar;': '\u2aeb', 'vBar;': '\u2ae8', 'vBarv;': '\u2ae9', 'Vcy;': '\u0412', 'vcy;': '\u0432', 'VDash;': '\u22ab', 'Vdash;': '\u22a9', 'vDash;': '\u22a8', 'vdash;': '\u22a2', 'Vdashl;': '\u2ae6', 'Vee;': '\u22c1', 'vee;': '\u2228', 'veebar;': '\u22bb', 'veeeq;': '\u225a', 'vellip;': '\u22ee', 'Verbar;': '\u2016', 'verbar;': '|', 'Vert;': '\u2016', 'vert;': '|', 'VerticalBar;': '\u2223', 'VerticalLine;': '|', 'VerticalSeparator;': '\u2758', 'VerticalTilde;': '\u2240', 'VeryThinSpace;': '\u200a', 'Vfr;': '\U0001d519', 'vfr;': '\U0001d533', 'vltri;': '\u22b2', 'vnsub;': '\u2282\u20d2', 'vnsup;': '\u2283\u20d2', 'Vopf;': '\U0001d54d', 'vopf;': '\U0001d567', 'vprop;': '\u221d', 'vrtri;': '\u22b3', 'Vscr;': '\U0001d4b1', 'vscr;': '\U0001d4cb', 'vsubnE;': '\u2acb\ufe00', 'vsubne;': '\u228a\ufe00', 'vsupnE;': '\u2acc\ufe00', 'vsupne;': '\u228b\ufe00', 'Vvdash;': '\u22aa', 'vzigzag;': '\u299a', 'Wcirc;': '\u0174', 'wcirc;': '\u0175', 'wedbar;': '\u2a5f', 'Wedge;': '\u22c0', 'wedge;': '\u2227', 'wedgeq;': '\u2259', 'weierp;': '\u2118', 'Wfr;': '\U0001d51a', 'wfr;': '\U0001d534', 'Wopf;': '\U0001d54e', 'wopf;': '\U0001d568', 'wp;': '\u2118', 'wr;': '\u2240', 'wreath;': '\u2240', 'Wscr;': '\U0001d4b2', 'wscr;': '\U0001d4cc', 'xcap;': '\u22c2', 'xcirc;': '\u25ef', 'xcup;': '\u22c3', 'xdtri;': '\u25bd', 'Xfr;': '\U0001d51b', 'xfr;': '\U0001d535', 'xhArr;': '\u27fa', 'xharr;': '\u27f7', 'Xi;': '\u039e', 'xi;': '\u03be', 'xlArr;': '\u27f8', 'xlarr;': '\u27f5', 'xmap;': '\u27fc', 'xnis;': '\u22fb', 'xodot;': '\u2a00', 'Xopf;': '\U0001d54f', 'xopf;': '\U0001d569', 'xoplus;': '\u2a01', 'xotime;': '\u2a02', 'xrArr;': '\u27f9', 'xrarr;': '\u27f6', 'Xscr;': '\U0001d4b3', 'xscr;': '\U0001d4cd', 'xsqcup;': '\u2a06', 'xuplus;': '\u2a04', 'xutri;': '\u25b3', 'xvee;': '\u22c1', 'xwedge;': '\u22c0', 'Yacute': '\xdd', 'yacute': '\xfd', 'Yacute;': '\xdd', 'yacute;': '\xfd', 'YAcy;': '\u042f', 'yacy;': '\u044f', 'Ycirc;': '\u0176', 'ycirc;': '\u0177', 'Ycy;': '\u042b', 'ycy;': '\u044b', 'yen': '\xa5', 'yen;': '\xa5', 'Yfr;': '\U0001d51c', 'yfr;': '\U0001d536', 'YIcy;': '\u0407', 'yicy;': '\u0457', 'Yopf;': '\U0001d550', 'yopf;': '\U0001d56a', 'Yscr;': '\U0001d4b4', 'yscr;': '\U0001d4ce', 'YUcy;': '\u042e', 'yucy;': '\u044e', 'yuml': '\xff', 'Yuml;': '\u0178', 'yuml;': '\xff', 'Zacute;': '\u0179', 'zacute;': '\u017a', 'Zcaron;': '\u017d', 'zcaron;': '\u017e', 'Zcy;': '\u0417', 'zcy;': '\u0437', 'Zdot;': '\u017b', 'zdot;': '\u017c', 'zeetrf;': '\u2128', 'ZeroWidthSpace;': '\u200b', 'Zeta;': '\u0396', 'zeta;': '\u03b6', 'Zfr;': '\u2128', 'zfr;': '\U0001d537', 'ZHcy;': '\u0416', 'zhcy;': '\u0436', 'zigrarr;': '\u21dd', 'Zopf;': '\u2124', 'zopf;': '\U0001d56b', 'Zscr;': '\U0001d4b5', 'zscr;': '\U0001d4cf', 'zwj;': '\u200d', 'zwnj;': '\u200c', } # maps the Unicode code point to the HTML entity name codepoint2name = {} # maps the HTML entity name to the character # (or a character reference if the character is outside the Latin-1 range) entitydefs = {} for (name, codepoint) in name2codepoint.items(): codepoint2name[codepoint] = name entitydefs[name] = chr(codepoint) del name, codepoint
technologiescollege/Blockly-rduino-communication
scripts_XP/Lib/html/entities.py
Python
gpl-3.0
75,243
[ "Bowtie" ]
2e10df5a59f46c50814d424f21e20512e3430bb40af1576a688c6c83776c3b70
# Copyright 2014-2018 The PySCF Developers. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # # Author: Qiming Sun <osirpt.sun@gmail.com> # import unittest import tempfile import numpy from pyscf import lib from pyscf import gto from pyscf import scf from pyscf import df class KnownValues(unittest.TestCase): def test_aug_etb(self): mol = gto.M( verbose = 0, atom = '''O 0 0. 0. 1 0 -0.757 0.587 1 0 0.757 0.587''', basis = 'cc-pvdz', ) df.addons.aug_etb(mol) mol = gto.M( verbose = 0, atom = '''O 0 0. 0. 1 0 -0.757 0.587 1 0 0.757 0.587''', basis = ('cc-pvdz', [[4, (1., 1.)]]) ) auxbasis = df.addons.aug_etb(mol) self.assertEqual(len(auxbasis['O']), 36) self.assertEqual(len(auxbasis['H']), 12) def test_make_auxbasis(self): mol = gto.M( verbose = 0, atom = '''O 0 0. 0. 1 0 -0.757 0.587 1 0 0.757 0.587''', basis = {'default': 'cc-pvdz', 'O':'631g'} ) auxmol = df.addons.make_auxmol(mol, auxbasis={'default':'ccpvdz-fit'}) self.assertEqual(auxmol.nao_nr(), 146) auxbasis = df.addons.make_auxbasis(mol, mp2fit=True) self.assertEqual(auxbasis['O'], 'cc-pvdz-ri') self.assertEqual(auxbasis['H'], 'cc-pvdz-ri') mol = gto.M( verbose = 0, atom = '''O 0 0. 0. 1 0 -0.757 0.587 1 0 0.757 0.587''', basis = {'H': [[0,(1.,1.)], [1, (.5, 1.)]], 'O': ('631g', [[0, 0, (1., 1.)]])} ) auxbasis = df.addons.make_auxbasis(mol) self.assertEqual(len(auxbasis['O']), 32) self.assertEqual(len(auxbasis['H']), 3) def test_default_auxbasis(self): mol = gto.M(atom='He 0 0 0; O 0 0 1', basis='ccpvdz') auxbasis = df.addons.make_auxbasis(mol) self.assertTrue(auxbasis['O'] == 'cc-pvdz-jkfit') self.assertTrue(isinstance(auxbasis['He'], list)) if __name__ == "__main__": print("Full Tests for df.addons") unittest.main()
gkc1000/pyscf
pyscf/df/test/test_addons.py
Python
apache-2.0
2,911
[ "PySCF" ]
93d1b56f5607b666df616251e670170c848d7449d5d46e0b293f160c48f8486c
""" PySCeS - Python Simulator for Cellular Systems (http://pysces.sourceforge.net) Copyright (C) 2004-2020 B.G. Olivier, J.M. Rohwer, J.-H.S Hofmeyr all rights reserved, Brett G. Olivier (bgoli@users.sourceforge.net) Triple-J Group for Molecular Cell Physiology Stellenbosch University, South Africa. Permission to use, modify, and distribute this software is given under the terms of the PySceS (BSD style) license. See LICENSE.txt that came with this distribution for specifics. NO WARRANTY IS EXPRESSED OR IMPLIED. USE AT YOUR OWN RISK. Brett G. Olivier """ from __future__ import division, print_function from __future__ import absolute_import from __future__ import unicode_literals from .version import __version__ # Structural Analysis module from pysces.PyscesStoich import Stoich from .PyscesCore2 import StructMatrix class PyscesEnhancedStoich(Stoich): """PySCeS stoichiometry class for use with core2""" N = None Nr = None K = None K0 = None L = None L0 = None Gamma = None def __init__(self, core): Stoich.__init__(self, core.stoichiometric_matrix.array) self.species = core.stoichiometric_matrix.row self.reactions = core.stoichiometric_matrix.col def getNullSpaces(self): self.AnalyseK() self.AnalyseL() def testNullSpaces(self): # TODO: build in nullspace validity checks from PyscesModel pass def setStructMatrices(self): self.N = StructMatrix(self.nmatrix, self.nmatrix_row, self.nmatrix_col) self.N.setRow(self.species) self.N.setCol(self.reactions) self.Nr = StructMatrix(self.nrmatrix, self.nrmatrix_row, self.nrmatrix_col) self.Nr.setRow(self.species) self.Nr.setCol(self.reactions) self.K = StructMatrix(self.kmatrix, self.kmatrix_row, self.kmatrix_col) self.K.setRow(self.reactions) self.K.setCol(self.reactions) self.K0 = StructMatrix( self.kzeromatrix, self.kzeromatrix_row, self.kzeromatrix_col ) self.K0.setRow(self.reactions) self.K0.setCol(self.reactions) self.L = StructMatrix(self.lmatrix, self.lmatrix_row, self.lmatrix_col) self.L.setRow(self.species) self.L.setCol(self.species) self.L0 = StructMatrix( self.lzeromatrix, self.lzeromatrix_row, self.lzeromatrix_col ) self.L0.setRow(self.species) self.L0.setCol(self.species) if self.info_moiety_conserve: self.Gamma = StructMatrix( self.conservation_matrix, self.conservation_matrix_row, self.conservation_matrix_col, ) self.Gamma.setRow(self.species) self.Gamma.setCol(self.species) class StructuralModule(object): core = None struct = None def setCore(self, core): self.core = core self.struct = None if self.core.stoichiometric_matrix == None: print("StructuralModule building stoichiometric matrix ...") self.core.setStoichiometricMatrix() def getCore(self): self.core.struct = self.struct return self.core def analyseStoichiometry(self): self.struct = PyscesEnhancedStoich(self.core) self.struct.getNullSpaces() self.struct.setStructMatrices() # Integration Module import numpy """ class StateDataObj(object): flux = None flux_labels = None species = None species_labels = None valid = True _suffix = None _prefix = None def __init__(self): self.species_labels = [] self.flux_labels = [] def setSpecies(self, name, value, suffix=None): if suffix != None: name = name + suffix if name not in self.species_labels: self.species_labels.append(name) self._suffix = suffix setattr(self, name, value) def setFlux(self, name, value, prefix=None): if prefix != None: name = prefix + name if name not in self.flux_labels: self.flux_labels.append(name) self._prefix = prefix setattr(self, name, value) def setAllSpecies(self, species_labels, species, suffix=None): assert len(species_labels) == len(species), '\nThis aint gonna work1' self.species_labels = [] # self.species_labels = tuple(species_labels) self.species = species.copy() for S in range(len(species_labels)): self.setSpecies(species_labels[S], species[S], suffix) def setAllFluxes(self, flux_labels, flux, prefix=None): assert len(flux_labels) == len(flux), '\nThis aint gonna work2' self.flux_labels = [] # self.flux_labels = tuple(flux_labels) self.flux = flux.copy() for J in range(len(flux_labels)): self.setFlux(flux_labels[J], flux[J], prefix) def getFlux(self, name): if prefix != None: name = prefix + name return getattr(self, name) def getSpecies(self, name): if suffix != None: name = name + suffix return getattr(self, name) """ class StateDataObj(object): """ New class used to store steady-state data. """ fluxes = None species = None rules = None xdata = None flux_labels = None species_labels = None rules_labels = None xdata_labels = None HAS_FLUXES = False HAS_SPECIES = False HAS_RULES = False HAS_XDATA = False IS_VALID = True def setSpecies(self, species, lbls=None): """Set the species array""" self.species = species self.HAS_SPECIES = True if lbls != None: self.species_labels = lbls for s in range(len(self.species_labels)): setattr(self, self.species_labels[s], self.species[s]) def setFluxes(self, fluxes, lbls=None): """set the flux array""" self.fluxes = fluxes self.HAS_FLUXES = True if lbls != None: self.flux_labels = lbls for f in range(len(self.flux_labels)): setattr(self, self.flux_labels[f], self.fluxes[f]) def setRules(self, rules, lbls=None): """Set the results of rate rules""" self.rules = rules self.HAS_RULES = True if lbls != None: self.rules_labels = lbls for r in range(len(self.rules_labels)): setattr(self, self.rules_labels[r], self.rules[r]) def setXData(self, xdata, lbls=None): """Sets extra simulation data""" self.xdata = xdata self.HAS_XDATA = True if lbls != None: self.xdata_labels = lbls for x in range(len(self.xdata_labels)): setattr(self, self.xdata_labels[x], self.xdata[x]) def getSpecies(self, lbls=False): """return species array""" output = None if self.HAS_SPECIES: output = self.species if not lbls: return output else: return output, self.species_labels def getFluxes(self, lbls=False): """return flux array""" output = None if self.HAS_FLUXES: output = self.fluxes if not lbls: return output else: return output, self.flux_labels def getRules(self, lbls=False): """Return rule array""" output = None if self.HAS_RULES: output = self.rules if not lbls: return output else: return output, self.rules_labels def getXData(self, lbls=False): """Return xdata array""" output = None if self.HAS_XDATA: output = self.xdata if not lbls: return output else: return output, self.xdata_labels def getAllStateData(self, lbls=False): """ Return all available data as species+fluxes+rules if lbls=True returns (array,labels) else just array """ labels = [] output = None if self.HAS_SPECIES: output = self.species labels += self.species_labels if self.HAS_FLUXES: if output == None: output = self.fluxes else: output = numpy.hstack((output, self.fluxes)) labels += self.flux_labels if self.HAS_RULES: if output == None: output = self.rules else: output = numpy.hstack((output, self.rules)) labels += self.rules_labels if self.HAS_XDATA: if output == None: output = self.xdata else: output = numpy.hstack((output, self.xdata)) labels += self.xdata_labels if not lbls: return output else: return output, labels def getStateData(self, *args, **kwargs): """getSimData(\*args) feed this method species/rate labels and it will return an array of [time, sp1, r1, ....] """ if 'lbls' in kwargs: lbls = kwargs['lbls'] else: lbls = False lout = [] output = [] for roc in args: if self.HAS_SPECIES and roc in self.species_labels: lout.append(roc) output.append(self.species[self.species_labels.index(roc)]) elif self.HAS_FLUXES and roc in self.flux_labels: lout.append(roc) output.append(self.fluxes[self.flux_labels.index(roc)]) elif self.HAS_RULES and roc in self.rules_labels: lout.append(roc) output.append(self.rules[self.rules_labels.index(roc)]) elif self.HAS_XDATA and roc in self.xdata_labels: lout.append(roc) output.append(self.xdata[self.xdata_labels.index(roc)]) else: print('I don\'t have an attribute %s ... ignoring.' % roc) if not lbls: return output else: return numpy.array(output), lout ''' class IntegrationDataObj(object): """ This class is specifically designed to store the results of a time simulation It has methods for setting the Time, Labels, Species and Rate data and getting Time, Species and Rate (including time) arrays. However, of more use: - getOutput(*arg) feed this method species/rate labels and it will return an array of [time, sp1, r1, ....] - getDataAtTime(time) the data generated at time point "time". - getDataInTimeInterval(time, bounds=None) more intelligent version of the above returns an array of all data points where: time-bounds <= time <= time+bounds where bounds defaults to stepsize. time = None rates = None species = None rate_labels = None species_labels = None def setLabels(self, species, rates): """set the species and rate label lists""" self.species_labels = species self.rate_labels = rates def setTime(self, time): """Set the time vector""" self.time = time.reshape(len(time), 1) def setSpecies(self, species): """Set the species array""" self.species = species def setRates(self, rates): """set the rate array""" self.rates = rates def getTime(self): """return the time vector""" assert self.time != None, "\nNo time" return self.time.reshape(len(self.time),) def getSpecies(self): """return time+species array""" assert self.species != None, "\nNo species" return numpy.hstack((self.time, self.species)) def getRates(self): """return time+rate array""" assert self.rates != None, "\nNo rates" return numpy.hstack((self.time, self.rates)) def getDataAtTime(self, time): """Return all data generated at "time" """ t = None sp = None ra = None temp_t = self.time.reshape(len(self.time),) for tt in range(len(temp_t)): if temp_t[tt] == time: t = tt if self.species is not None: sp = self.species.take([tt], axis=0) if self.rates is not None: ra = self.rates.take([tt], axis=0) break output = None if t is not None: output = numpy.array([[temp_t[t]]]) if sp is not None: output = numpy.hstack((output,sp)) if ra is not None: output = numpy.hstack((output,ra)) return output def getDataInTimeInterval(self, time, bounds=None): """ getDataInTimeInterval(time, bounds=None) returns an array of all data points where: time-bounds <= time <= time+bounds where bound defaults to stepsize """ temp_t = self.time.reshape(len(self.time),) if bounds == None: bounds = temp_t[1] - temp_t[0] c1 = (temp_t >= time-bounds) c2 = (temp_t <= time+bounds) print 'Searching (%s:%s:%s)' % (time-bounds, time, time+bounds) t = [] sp = None ra = None for tt in range(len(c1)): if c1[tt] and c2[tt]: t.append(tt) output = None if len(t) > 0: output = self.time.take(t) output = output.reshape(len(output),1) if self.species is not None: output = numpy.hstack((output, self.species.take(t, axis=0))) if self.rates is not None: output = numpy.hstack((output, self.rates.take(t, axis=0))) return output def getOutput(self, *args): """getOutput(*arg) feed this method species/rate labels and it will return an array of [time, sp1, r1, ....] """ output = self.time for roc in args: if roc in self.species_labels: assert self.species != None, "\nNo species" output = numpy.hstack((output, self.species.take([self.species_labels.index(roc)], axis=-1))) if roc in self.rate_labels: assert self.rates != None, "\nNo rates" output = numpy.hstack((output, self.rates.take([self.rate_labels.index(roc)], axis=-1))) return output ''' class IntegrationDataObj(object): """ This class is specifically designed to store the results of a time simulation It has methods for setting the Time, Labels, Species and Rate data and getting Time, Species and Rate (including time) arrays. However, of more use: - getOutput(\*args) feed this method species/rate labels and it will return an array of [time, sp1, r1, ....] - getDataAtTime(time) the data generated at time point "time". - getDataInTimeInterval(time, bounds=None) more intelligent version of the above returns an array of all data points where: time-bounds <= time <= time+bounds """ time = None rates = None species = None rules = None xdata = None time_label = 'Time' rate_labels = None species_labels = None rules_labels = None xdata_labels = None HAS_SPECIES = False HAS_RATES = False HAS_RULES = False HAS_TIME = False HAS_XDATA = False IS_VALID = True TYPE_INFO = 'Deterministic' def setLabels(self, species=None, rates=None, rules=None): """set the species, rate and rule label lists""" if species != None: self.species_labels = species if rates != None: self.rate_labels = rates if rules != None: self.rules_labels = rules def setTime(self, time, lbl=None): """Set the time vector""" self.time = time.reshape(len(time), 1) self.HAS_TIME = True if lbl != None: self.time_label = lbl def setSpecies(self, species, lbls=None): """Set the species array""" self.species = species self.HAS_SPECIES = True if lbls != None: self.species_labels = lbls def setRates(self, rates, lbls=None): """set the rate array""" self.rates = rates self.HAS_RATES = True if lbls != None: self.rate_labels = lbls def setRules(self, rules, lbls=None): """Set the results of rate rules""" self.rules = rules self.HAS_RULES = True if lbls != None: self.rules_labels = lbls def setXData(self, xdata, lbls=None): """Sets extra simulation data""" self.xdata = xdata self.HAS_XDATA = True if lbls != None: self.xdata_labels = lbls def getTime(self, lbls=False): """return the time vector""" output = None if self.HAS_TIME: output = self.time.reshape(len(self.time),) if not lbls: return output else: return output, [self.time_label] def getSpecies(self, lbls=False): """return time+species array""" output = None if self.HAS_SPECIES: output = numpy.hstack((self.time, self.species)) labels = [self.time_label] + self.species_labels else: output = self.time labels = [self.time_label] if not lbls: return output else: return output, labels def getRates(self, lbls=False): """return time+rate array""" output = None if self.HAS_RATES: output = numpy.hstack((self.time, self.rates)) labels = [self.time_label] + self.rate_labels else: output = self.time labels = [self.time_label] if not lbls: return output else: return output, labels def getRules(self, lbls=False): """Return time+rule array""" ## assert self.rules != None, "\nNo rules" output = None if self.HAS_RULES: output = numpy.hstack((self.time, self.rules)) labels = [self.time_label] + self.rules_labels else: output = self.time labels = [self.time_label] if not lbls: return output else: return output, labels def getXData(self, lbls=False): """Return time+xdata array""" ## assert self.rules != None, "\nNo rules" output = None if self.HAS_XDATA: output = numpy.hstack((self.time, self.xdata)) labels = [self.time_label] + self.xdata_labels else: output = self.time labels = [self.time_label] if not lbls: return output else: return output, labels def getDataAtTime(self, time): """Return all data generated at "time" """ # TODO add rate rule data t = None sp = None ra = None ru = None xd = None temp_t = self.time.reshape(len(self.time),) for tt in range(len(temp_t)): if temp_t[tt] == time: t = tt if self.HAS_SPECIES: sp = self.species.take([tt], axis=0) if self.HAS_RATES: ra = self.rates.take([tt], axis=0) if self.HAS_RULES: ru = self.rules.take([tt], axis=0) if self.HAS_XDATA: xd = self.xdata.take([tt], axis=0) break output = None if t is not None: output = numpy.array([[temp_t[t]]]) if sp is not None: output = numpy.hstack((output, sp)) if ra is not None: output = numpy.hstack((output, ra)) if ru is not None: output = numpy.hstack((output, ru)) if xd is not None: output = numpy.hstack((output, xd)) return output def getDataInTimeInterval(self, time, bounds=None): """ getDataInTimeInterval(time, bounds=None) returns an array of all data points where: time-bounds <= time <= time+bounds where bound defaults to stepsize """ # TODO add rate rule data temp_t = self.time.reshape(len(self.time),) if bounds == None: bounds = temp_t[1] - temp_t[0] c1 = temp_t >= time - bounds c2 = temp_t <= time + bounds print('Searching (%s:%s:%s)' % (time - bounds, time, time + bounds)) t = [] sp = None ra = None for tt in range(len(c1)): if c1[tt] and c2[tt]: t.append(tt) output = None if len(t) > 0: output = self.time.take(t) output = output.reshape(len(output), 1) if self.HAS_SPECIES and self.HAS_TIME: output = numpy.hstack((output, self.species.take(t, axis=0))) if self.HAS_RATES: output = numpy.hstack((output, self.rates.take(t, axis=0))) if self.HAS_RULES: output = numpy.hstack((output, self.rules.take(t, axis=0))) if self.HAS_XDATA: output = numpy.hstack((output, self.xdata.take(t, axis=0))) return output def getOutput(self, *args): """ Old alias for getSimData() getOutput(\*args) feed this method species/rate labels and it will return an array of [time, sp1, r1, ....] """ return self.getSimData(*args) def getAllSimData(self, lbls=False): """ Return all available data as time+species+rates+rules if lbls=True returns (array,lables) else just array """ labels = [self.time_label] if self.HAS_SPECIES and self.HAS_TIME: output = numpy.hstack((self.time, self.species)) labels += self.species_labels if self.HAS_RATES: output = numpy.hstack((output, self.rates)) labels += self.rate_labels if self.HAS_RULES: output = numpy.hstack((output, self.rules)) labels += self.rules_labels if self.HAS_XDATA: output = numpy.hstack((output, self.xdata)) labels += self.xdata_labels if not lbls: return output else: return output, labels def getSimData(self, *args, **kwargs): """getSimData(\*args) feed this method species/rate labels and it will return an array of [time, sp1, r1, ....] """ output = self.time ## print argimrgs if 'lbls' in kwargs: lbls = kwargs['lbls'] else: lbls = False lout = [self.time_label] for roc in args: if self.HAS_SPECIES and roc in self.species_labels: lout.append(roc) output = numpy.hstack( ( output, self.species.take([self.species_labels.index(roc)], axis=-1), ) ) if self.HAS_RATES and roc in self.rate_labels: lout.append(roc) output = numpy.hstack( (output, self.rates.take([self.rate_labels.index(roc)], axis=-1)) ) if self.HAS_RULES and roc in self.rules_labels: lout.append(roc) output = numpy.hstack( (output, self.rules.take([self.rules_labels.index(roc)], axis=-1)) ) if self.HAS_XDATA and roc in self.xdata_labels: lout.append(roc) output = numpy.hstack( (output, self.xdata.take([self.xdata_labels.index(roc)], axis=-1)) ) if not lbls: return output else: return output, lout # TODO: class IntegrationBase(object): name = None core = None data = None sim_start = None sim_end = None sim_point = None initial_value_vector = None def setName(self, name): self.name = name def getName(self): return self.name def setCore(self, core): self.core = core self.data = IntegrationData() self.data.setLabels(self.core.hasVariableSpecies(), self.core.hasReactions()) def getCore(self): return self.core def getData(self): return self.data
bgoli/pysces
pysces/core2/PyscesCore2Modules.py
Python
bsd-3-clause
24,562
[ "PySCeS" ]
20b409d0ebeb896d21427019e1054a7356c2c3b01d7aca1cb4f9cc0a77cdb39e
# -*- coding: utf-8 -*- # Copyright 2014 splinter authors. All rights reserved. # Use of this source code is governed by a BSD-style # license that can be found in the LICENSE file. from __future__ import with_statement import os.path import re import time import sys import lxml.etree import lxml.html from lxml.cssselect import CSSSelector from splinter.driver import DriverAPI, ElementAPI from splinter.driver.element_present import ElementPresentMixIn from splinter.element_list import ElementList from splinter.exceptions import ElementDoesNotExist class LxmlDriver(ElementPresentMixIn, DriverAPI): _response = "" _url = "" def __init__(self, user_agent=None, wait_time=2): self.wait_time = wait_time self._history = [] self._last_urls = [] self._forms = {} def __enter__(self): return self def __exit__(self, exc_type, exc_value, traceback): pass def _do_method(self, action, url, data=None): raise NotImplementedError( "%s doesn't support doing http methods." % self.driver_name ) def visit(self, url): self._do_method("get", url) def serialize(self, form): data = {} for key in form.inputs.keys(): input = form.inputs[key] if getattr(input, "type", "") == "submit": try: form.remove(input) # Issue 595: throws ValueError: Element not child of this node except ValueError: pass for k, v in form.fields.items(): if v is None: continue if isinstance(v, lxml.html.MultipleSelectOptions): data[k] = [val for val in v] else: data[k] = v for key in form.inputs.keys(): input = form.inputs[key] if getattr(input, "type", "") == "file" and key in data: data[key] = open(data[key], "rb") return data def submit(self, form): method = form.attrib.get("method", "get").lower() action = form.attrib.get("action", "") if action.strip() != ".": url = os.path.join(self._url, action) else: url = self._url self._url = url data = self.serialize(form) self._do_method(method, url, data=data) return self._response def submit_data(self, form): raise NotImplementedError( "%s doesn't support submitting then getting the data." % self.driver_name ) def back(self): self._last_urls.insert(0, self.url) self.visit(self._last_urls[1]) def forward(self): try: self.visit(self._last_urls.pop()) except IndexError: pass def reload(self): self.visit(self._url) def quit(self): pass @property def htmltree(self): try: return self._html except AttributeError: self._html = lxml.html.fromstring(self.html) return self._html @property def title(self): html = self.htmltree return html.xpath("//title")[0].text_content().strip() @property def html(self): raise NotImplementedError( "%s doesn't support getting the html of the response." % self.driver_name ) @property def url(self): return self._url def find_option_by_value(self, value): html = self.htmltree element = html.xpath('//option[@value="%s"]' % value)[0] control = LxmlControlElement(element.getparent(), self) return ElementList( [LxmlOptionElement(element, control)], find_by="value", query=value ) def find_option_by_text(self, text): html = self.htmltree element = html.xpath('//option[normalize-space(text())="%s"]' % text)[0] control = LxmlControlElement(element.getparent(), self) return ElementList( [LxmlOptionElement(element, control)], find_by="text", query=text ) def find_by_css(self, selector): xpath = CSSSelector(selector).path return self.find_by_xpath( xpath, original_find="css", original_selector=selector ) def find_by_xpath(self, xpath, original_find=None, original_selector=None): html = self.htmltree elements = [] for xpath_element in html.xpath(xpath): if self._element_is_link(xpath_element): return self._find_links_by_xpath(xpath) elif self._element_is_control(xpath_element): elements.append((LxmlControlElement, xpath_element)) else: elements.append((LxmlElement, xpath_element)) find_by = original_find or "xpath" query = original_selector or xpath return ElementList( [element_class(element, self) for element_class, element in elements], find_by=find_by, query=query, ) def find_by_tag(self, tag): return self.find_by_xpath( "//%s" % tag, original_find="tag", original_selector=tag ) def find_by_value(self, value): return self.find_by_xpath( '//*[@value="%s"]' % value, original_find="value", original_selector=value ) def find_by_text(self, text): return self.find_by_xpath( '//*[text()="%s"]' % text, original_find="text", original_selector=text ) def find_by_id(self, id_value): return self.find_by_xpath( '//*[@id="%s"][1]' % id_value, original_find="id", original_selector=id_value, ) def find_by_name(self, name): html = self.htmltree xpath = '//*[@name="%s"]' % name elements = [] for xpath_element in html.xpath(xpath): elements.append(xpath_element) find_by = "name" query = xpath return ElementList( [LxmlControlElement(element, self) for element in elements], find_by=find_by, query=query, ) def find_link_by_text(self, text): return self._find_links_by_xpath("//a[text()='%s']" % text) def find_link_by_href(self, href): return self._find_links_by_xpath("//a[@href='%s']" % href) def find_link_by_partial_href(self, partial_href): return self._find_links_by_xpath("//a[contains(@href, '%s')]" % partial_href) def find_link_by_partial_text(self, partial_text): return self._find_links_by_xpath( "//a[contains(normalize-space(.), '%s')]" % partial_text ) def fill(self, name, value): self.find_by_name(name=name).first.fill(value) def fill_form(self, field_values, form_id=None, name=None): form = None if name is not None: form = self.find_by_name(name) if form_id is not None: form = self.find_by_id(form_id) for name, value in field_values.items(): if form: element = form.find_by_name(name) control = element.first._element else: element = self.find_by_name(name) control = element.first._control control_type = control.get("type") if control_type == "checkbox": if value: control.value = value # control.options else: control.value = [] elif control_type == "radio": control.value = ( value ) # [option for option in control.options if option == value] elif control_type == "select": if isinstance(value, list): control.value = value else: control.value = [value] else: # text, textarea, password, tel control.value = value def choose(self, name, value): self.find_by_name(name).first._control.value = value def check(self, name): control = self.find_by_name(name).first._control control.value = ["checked"] def uncheck(self, name): control = self.find_by_name(name).first._control control.value = [] def attach_file(self, name, file_path): control = self.find_by_name(name).first._control control.value = file_path def _find_links_by_xpath(self, xpath): html = self.htmltree links = html.xpath(xpath) return ElementList( [LxmlLinkElement(link, self) for link in links], find_by="xpath", query=xpath, ) def select(self, name, value): self.find_by_name(name).first._control.value = value def is_text_present(self, text, wait_time=None): wait_time = wait_time or self.wait_time end_time = time.time() + wait_time while time.time() < end_time: if self._is_text_present(text): return True return False def _is_text_present(self, text): try: body = self.find_by_tag("body").first return text in body.text except ElementDoesNotExist: # This exception will be thrown if the body tag isn't present # This has occasionally been observed. Assume that the # page isn't fully loaded yet return False def is_text_not_present(self, text, wait_time=None): wait_time = wait_time or self.wait_time end_time = time.time() + wait_time while time.time() < end_time: if not self._is_text_present(text): return True return False def _element_is_link(self, element): return element.tag == "a" def _element_is_control(self, element): return element.tag in ["button", "input", "textarea"] @property def cookies(self): return self._cookie_manager class LxmlElement(ElementAPI): def __init__(self, element, parent): self._element = element self.parent = parent def __getitem__(self, attr): return self._element.attrib[attr] def find_by_css(self, selector): elements = self._element.cssselect(selector) return ElementList([self.__class__(element, self) for element in elements]) def find_by_xpath(self, selector): elements = self._element.xpath(selector) return ElementList([self.__class__(element, self) for element in elements]) def find_by_name(self, name): elements = self._element.cssselect('[name="%s"]' % name) return ElementList([self.__class__(element, self) for element in elements]) def find_by_tag(self, name): elements = self._element.cssselect(name) return ElementList([self.__class__(element, self) for element in elements]) def find_by_value(self, value): elements = self._element.cssselect('[value="%s"]' % value) return ElementList([self.__class__(element, self) for element in elements]) def find_by_text(self, text): return self.find_by_xpath('./*[text()="%s"]' % text) def find_by_id(self, id): elements = self._element.cssselect("#%s" % id) return ElementList([self.__class__(element, self) for element in elements]) @property def value(self): return self._element.text_content() @property def text(self): return self.value @property def outer_html(self): return lxml.html.tostring(self._element, encoding="unicode").strip() @property def html(self): return re.match(r"^<[^<>]+>(.*)</[^<>]+>$", self.outer_html, re.MULTILINE | re.DOTALL).group(1) def has_class(self, class_name): return len(self._element.find_class(class_name)) > 0 class LxmlLinkElement(LxmlElement): def __init__(self, element, parent): super(LxmlLinkElement, self).__init__(element, parent) self._browser = parent def __getitem__(self, attr): return super(LxmlLinkElement, self).__getitem__(attr) def click(self): return self._browser.visit(self["href"]) class LxmlControlElement(LxmlElement): def __init__(self, control, parent): self._control = control self.parent = parent def __getitem__(self, attr): return self._control.attrib[attr] @property def value(self): return self._control.value @property def checked(self): return bool(self._control.value) def click(self): parent_form = self._get_parent_form() if self._control.get("type") == "submit": name = self._control.get("name") if name: value = self._control.get("value", "") parent_form.append( lxml.html.Element("input", name=name, value=value, type="hidden") ) return self.parent.submit_data(parent_form) def fill(self, value): parent_form = self._get_parent_form() if sys.version_info[0] > 2: parent_form.fields[self["name"]] = value else: if not isinstance(value, unicode): value = value.decode("utf-8") parent_form.fields[self["name"]] = value def select(self, value): self._control.value = value def _get_parent_form(self): parent_form = next(self._control.iterancestors("form")) return self.parent._forms.setdefault(parent_form._name(), parent_form) class LxmlOptionElement(LxmlElement): def __init__(self, control, parent): self._control = control self.parent = parent def __getitem__(self, attr): return self._control.attrib[attr] @property def text(self): return self._control.text @property def value(self): return self._control.attrib["value"] @property def selected(self): return self.parent.value == self.value
bmcculley/splinter
splinter/driver/lxmldriver.py
Python
bsd-3-clause
14,070
[ "VisIt" ]
e6ac5a9621967f465e6c91f25eb6524d555c274d941c441402b7341727544350
from ase.md.velocitydistribution import MaxwellBoltzmannDistribution from ase.lattice.cubic import FaceCenteredCubic atoms = FaceCenteredCubic(size=(50,50,50), symbol="Cu", pbc=False) print "Number of atoms:", len(atoms) MaxwellBoltzmannDistribution(atoms, 0.1) temp = atoms.get_kinetic_energy() / (1.5 * len(atoms)) print "Temperature", temp, " (should be 0.1)" assert abs(temp - 0.1) < 1e-3
grhawk/ASE
tools/ase/test/maxwellboltzmann.py
Python
gpl-2.0
395
[ "ASE" ]
b3c0690aee2569dee290559ff4bbaafc49581ae77da8382e7f3371fbc8aab0cd
# region gplv3preamble # The Medical Simulation Markup Language (MSML) - Simplifying the biomechanical modeling workflow # # MSML has been developed in the framework of 'SFB TRR 125 Cognition-Guided Surgery' # # If you use this software in academic work, please cite the paper: # S. Suwelack, M. Stoll, S. Schalck, N.Schoch, R. Dillmann, R. Bendl, V. Heuveline and S. Speidel, # The Medical Simulation Markup Language (MSML) - Simplifying the biomechanical modeling workflow, # Medicine Meets Virtual Reality (MMVR) 2014 # # Copyright (C) 2013-2014 see Authors.txt # # If you have any questions please feel free to contact us at suwelack@kit.edu # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation, either version 3 of the License, or # (at your option) any later version. # # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program. If not, see <http://www.gnu.org/licenses/>. # endregion __author__ = 'Alexander Weigl' from stub import * # ############################################# simulation = SimulationBuilder() input_vol_mesh = simulation.Variable(value="bunnyVolumeMesh.vtk", logical="Mesh", physical="str") input_surf_mesh = simulation.Variable(value="Bunny6000Surface.vtk", logical="Mesh", physical="file.vtk") wf = WorkflowBuilder() bunnyVolumeMesher = wf.TetgenCreateVolumeMesh( meshFilename=input_vol_mesh, surfaceMesh=input_surf_mesh, preserveBoundary=False) bodyToIndexGroup = wf.boxROIToIndexOperator( box=(-0.1, -0.03, -0.07, 0.06, 0.19, 0.06), mesh=bunnyVolumeMesher.mesh, select="elements") bottomToIndexGroup = wf.boxROIToIndexOperator( box=(-0.1, 0.03, -0.07, 0.07, 0.035, 0.06), mesh=bunnyVolumeMesher.mesh, select="points") simulation.workflow = wf.workflow ## Scene # bunny = simulation.SceneObject( mesh=Mesh(type=MeshTypes.LinearTetraheder, value=bunnyVolumeMesher.mesh), material=Material( Region(bodyToIndexGroup.indices, None, linearElasticMaterial(0.49, 80000), mass(1000)) ), constraints=[ Constraints(0, fixedConstraint(bottomToIndexGroup.indices)) ], output=[ displacement(1) ] ) env = simulation.Environment(None, Step(0.05, 100)) run(simulation.msml_file, filename = __file__) # ############################################
CognitionGuidedSurgery/msml
examples/BunnyExample/bunny.py
Python
gpl-3.0
2,784
[ "VTK" ]
293316364fb1860f729b3252acb5b7dc8f658c2ed4de72f6b5ac67692a396de8