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How to use base_check method in pandera

Best Python code snippet using pandera_python

serializers.py

Source:serializers.py

1from django.contrib.auth.models import User2from rest_framework import serializers3from .models import Company, CompanyPolicy, LeaveCategory, Leave, Hierarchy, Holiday4from accounts.serializers import UserSerializer5from company.models import TaxTable6class LicenseCodeActivationSerializer(serializers.Serializer):7    code = serializers.CharField(max_length=255)8class CompanySerializer(serializers.ModelSerializer):9    admin = serializers.SerializerMethodField()10    class Meta:11        model = Company12        fields = '__all__'13        read_only_fields = ('created_by',)14    def get_admin(self, obj):15        if obj.admin:16            return UserSerializer(instance=obj.admin.user).data17        return {}18class ReferenceCompanySerializer(serializers.ModelSerializer):19    class Meta:20        model = Company21        fields = ('id', 'name',)22class ReferencePolicySerializer(serializers.ModelSerializer):23    class Meta:24        model = CompanyPolicy25        fields = ('id', 'name')26class RecursiveSerializer(serializers.Serializer):27    def to_representation(self, value):28        serializer = self.parent.__class__(value, context=self.context)29        return serializer.data30class HierarchySerializer(serializers.ModelSerializer):31    parent = RecursiveSerializer(read_only=True)32    items_count = serializers.ReadOnlyField(source="get_header_items")33    class Meta:34        model = Hierarchy35        fields = ('id', 'name', 'description', 'parent', 'is_active', 'is_header',36                  'created_by', 'company_policy', 'date_created', 'date_updated', 'items_count',)37        read_only_fields = ('created_by',)38    def to_representation(self, instance):39        self.fields['company_policy'] = ReferencePolicySerializer(read_only=True, many=True)40        return super(HierarchySerializer, self).to_representation(instance)41    def validate(self, attrs):42        company_policy = attrs['company_policy']43        name = attrs['name']44        base_check = Hierarchy.objects.filter(company_policy__in=company_policy, name=name)45        if self.instance:46            base_check = base_check.exclude(id=self.instance.id)47        if base_check.exists():48            raise serializers.ValidationError("Company structure: '{}' exists. Use a different name.".format(name))49        return attrs50class LeaveCategorySerializer(serializers.ModelSerializer):51    leave_count = serializers.ReadOnlyField(source="get_leave_count")52    class Meta:53        model = LeaveCategory54        fields = ('id',55                  'name',56                  'description',57                  'is_active',58                  'created_by', 'company_policy', 'date_created', 'date_updated', 'leave_count')59        read_only_fields = ('created_by',)60    def to_representation(self, instance):61        self.fields['company_policy'] = ReferencePolicySerializer(read_only=True, many=True)62        return super(LeaveCategorySerializer, self).to_representation(instance)63    def validate(self, attrs):64        company_policy = attrs['company_policy']65        name = attrs['name']66        base_check = LeaveCategory.objects.filter(company_policy__in=company_policy, name=name)67        if self.instance:68            base_check = base_check.exclude(id=self.instance.id)69        if base_check.exists():70            raise serializers.ValidationError("Leave Category: '{}' exists. Use a different name.".format(name))71        return attrs72class LeaveSerializer(serializers.ModelSerializer):73    class Meta:74        model = Leave75        fields = '__all__'76        read_only_fields = ('created_by', 'company',)77    def to_representation(self, instance):78        self.fields['category'] = LeaveCategorySerializer(read_only=True)79        return super(LeaveSerializer, self).to_representation(instance)80    def validate(self, attrs):81        category = attrs['category']82        name = attrs['name']83        base_check = Leave.objects.filter(category__company_policy__in=category.company_policy.values_list('id'),84                                          name=name,85                                          category=category)86        if attrs['is_sick_leave'] and base_check.filter(is_sick_leave=True).exists():87            raise serializers.ValidationError(88                "A sick leave already exists. You cannot have more than one sick leave in the same category")89        if self.instance:90            base_check = base_check.exclude(id=self.instance.id)91        if base_check.exists():92            raise serializers.ValidationError("Leave Type: '{}' exists for category '{}'. Use a different name.".format(name, category.name))93        return attrs94class PolicySerializer(serializers.ModelSerializer):95    class Meta:96        model = CompanyPolicy97        fields = '__all__'98        read_only_fields = ('created_by',)99    def to_representation(self, instance):100        self.fields['company'] = ReferenceCompanySerializer(read_only=True, many=True)101        return super(PolicySerializer, self).to_representation(instance)102    def validate(self, attrs):103        company = attrs['company']104        name = attrs['name']105        base_check = CompanyPolicy.objects.filter(company__in=company, name=name)106        if self.instance:107            base_check = base_check.exclude(id=self.instance.id)108        if base_check.exists():109            raise serializers.ValidationError("Company Policy: '{}' exists. Use a different name.".format(name))110        return attrs111class HolidaySerializer(serializers.ModelSerializer):112    class Meta:113        model = Holiday114        fields = '__all__'115        read_only_fields = ('created_by',)116    def to_representation(self, instance):117        self.fields['company_policy'] = ReferencePolicySerializer(read_only=True, many=True)118        return super(HolidaySerializer, self).to_representation(instance)119    def validate(self, attrs):120        company_policy = attrs['company_policy']121        name = attrs['name']122        base_check = Holiday.objects.filter(company_policy__in=company_policy, name=name)123        if self.instance:124            base_check = base_check.exclude(id=self.instance.id)125        if base_check.exists():126            raise serializers.ValidationError("Holiday: '{}' exists. Use a different name.".format(name))127        return attrs128class TaxTableSerializer(serializers.ModelSerializer):129    class Meta:130        model = TaxTable131        fields = '__all__'132        read_only_fields = ('created_by',)133    def to_representation(self, instance):134        self.fields['company_policy'] = ReferencePolicySerializer(read_only=True)...

listprocessor.py

Source:listprocessor.py

1import csv2import re3from arrpy import _checks as checks4from arrpy._basicrows import appender, extractor5    6def avg_col(arr, base_check = True, dim_check = False):7    """Return the arithmetic mean of the given columns (contained subarrays)."""8    checker = checks.ValidCheck(arr)9    if not checker.run_checks(base_check, dim_check):10        return11    width, height = len(arr), len(arr[0])12    avg_arr = []13    for y in range(height):14        temp_arr = []15        for x in range(width):16            temp_arr.append(arr[x][y])17        temp_avg = sum(temp_arr)/len(temp_arr)18        avg_arr.append(temp_avg)19    return avg_arr20def avg_row(arr, base_check = True, dim_check = False):21    """Return the arithmetic mean of the given rows (given index of contained subarrays)."""22    checker = checks.ValidCheck(arr)23    if not checker.run_checks(base_check, dim_check):24        return25    width, height = len(arr), len(arr[0])26    avg_arr = []27    for x in range(width):28        temp_arr = []29        for y in range(height):30            temp_arr.append(arr[x][y])31        temp_avg = sum(temp_arr)/len(temp_arr)32        avg_arr.append(temp_avg)33    return avg_arr34def append_row(arr, row, base_check = True, deep = True):35    """Return a new list of lists with the indicated row (list) appended."""36    checker = checks.ValidCheck(arr)37    if not checker.run_checks(base_check):38        return39    return appender(arr, row, deep)40def del_row(arr, row, base_check = True):41    """Return a new list of lists with the indicated row deleted."""42    checker = checks.ValidCheck(arr)43    if not checker.run_checks(base_check):44        return45    width, height = len(arr), len(arr[0])46    try:47        row = int(row)48    except ValueError:49        print(f"input row index {row} not coercible to type int. Exiting")50        return51    if not 0 <= row < height:52        print(f"row index {row} is invalid for an input array with {width} columns and {height} rows. Exiting")53        return54    arr_out = [[] for i in range(width)]55    for y in range(height):56        if y != row:57            arr_row = extractor(arr, y)58            appender(arr_out, arr_row, deep = False)59    return arr_out60def extract_row(arr, row, base_check = True):61    """Return the indicated row (a list of the values at the given index of all subarrays)."""62    checker = checks.ValidCheck(arr)63    if not checker.run_checks(base_check):64        return65    return extractor(arr, row)66def open_df(file, delim_type = "csv", subarray = "col", e = 'utf-8-sig'):67    """Open the tab or csv file and return it as a list of lists."""68    with open(file,'r', encoding = e) as f:69        file_text = f.read()70    delims = {"csv": "," , "tab": "\t"}71    rows = re.split("\n", file_text)72    #if the last char of the imported file is \n a false extra element will be added to the first column73    #strip this74    if rows[-1] == "":75        rows.pop()76    try:77        if subarray == "col":78            arr = [[] for char in rows[0] if char == delims[delim_type]] + [[]]79            for row in rows:80                cols = re.split(delims[delim_type], row)81                for i, col in enumerate(cols):82                    arr[i].append(col)83        else:84            arr = [re.split(delims[delim_type], row) for row in rows]85    except:86        print("Failed during file parsing. Check that delimitor type and encoding are suitable. Default file type is csv.")87        return88    return arr89def write_csv(arr, file, subarray = "col"):90    """Write the given list of lists as a csv file."""91    with open(file, 'w') as outfile:92        arr_writer = csv.writer(outfile)93        if subarray == "col":94            for i in range(len(arr[0])):95                row = extract_row(arr, i, base_check = False)96                arr_writer.writerow(row)97        else:98            for row in arr:...

main.py

Source:main.py

1import os2import sys3try:4    from base_check.common import utils5except ImportError:6    filename = os.path.abspath(__file__)7    _index = filename.rfind('/base_check/')8    dirname = filename[:_index] if _index > 0 \9        else os.path.dirname(filename)10    sys.path.insert(0, dirname)11    from base_check.common import utils12from base_check.common import log as logging13from base_check.common.cfg import CONF14# import the module to check15check_modules = [16    # 'base_check.checks.network.network_check.device_set_ip',17    # 'base_check.checks.network.network_check.network_base_check',18    # 'base_check.checks.network.network_check.bond_device_check',19    # 'base_check.checks.network.network_check.phy_device_set_off',20    # 'base_check.checks.network.network_check.connection_check',21    # 'base_check.checks.network.network_check.phy_device_set_up',22    # 'base_check.checks.network.network_check.phy_device_set_off',23    # 'base_check.checks.network.network_check.connection_check',24    # 'base_check.checks.network.network_check.phy_device_set_up',25    # 'base_check.checks.network.network_check.mac_check',26    # 'base_check.checks.network.network_check.speed_pressure_check',27    # 'base_check.checks.network.network_check.singlethread_speed_pressure_check',28    # 'base_check.checks.network.network_check.device_del_ip',29    # 'base_check.checks.system.system_check.system_port_check',30    # 'base_check.checks.system.system_check.numa_check',31     'base_check.checks.system.system_check.system_port_post_check',32    # 'base_check.checks.system.system_check.system_base_check',33    # ###########------esxi_base_network_status_test--------################34    # 'base_check.checks.network.esxi_network.esxi_network_base_check',35    # 'base_check.checks.network.esxi_network.esxi_vswitch_check'36    # 'base_check.checks.network.esxi_network.esxi_uplink_down',37    # 'base_check.checks.network.esxi_network.esxi_connection_check',38    # 'base_check.checks.network.esxi_network.esxi_uplink_up',39    # 'base_check.checks.network.esxi_network.esxi_uplink_down',40    # 'base_check.checks.network.esxi_network.esxi_connection_check',41    # 'base_check.checks.network.esxi_network.esxi_uplink_up',42]43def main():44    CONF()45    logging.setup(CONF)46    LOG = logging.getLogger(__name__)47    utils.import_module_list(check_modules)48    utils.run_all_checks(check_modules)49    if utils.check_all_passed():50        return 051    else:52        for info in utils.get_all_fails():53            LOG.error(info)54        return 155if __name__ == '__main__':...

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