How to use get_activity method in robotframework-appiumlibrary

Best Python code snippet using robotframework-appiumlibrary_python

models.py

Source:models.py

...203            ["planned_end", "id"],204            ["actual_end", "id"],205            ["end_date", "id"],206        ]207    def get_activity(self):208        return self209    def is_valid_iati(self):210        """211        Check if all required foreign objects are created212        """213        # TODO: create this method - 2016-10-03214        return True215    @property216    def get_providing_activities(self):217        providing_activities = []218        for transaction in self.transaction_set.all():219            if (220                transaction.provider_organisation221                and transaction.provider_organisation.provider_activity222            ):223                providing_activities.append(224                    transaction.provider_organisation.provider_activity.id225                )226        return Activity.objects.filter(227            id__in=providing_activities228        ).exclude(id=self.id).distinct()229    @property230    def get_provided_activities(self):231        return Activity.objects.filter(232            transaction__provider_organisation__provider_activity=self.id233        ).exclude(234            id=self.id235        ).distinct()236class ActivityDefaultAidType(models.Model):237    activity = models.ForeignKey(238        Activity,239        on_delete=models.CASCADE,240        related_name='default_aid_types'241    )242    aid_type = models.ForeignKey(AidType, on_delete=models.CASCADE)243    def __string__(self, ):244        return "%s - %s" % (self.activity.id, self.aid_type.code)245def value_decimal_field():246    return models.DecimalField(247        max_digits=15,248        decimal_places=2,249        null=True,250        blank=True,251        db_index=True,252    )253def value_currency_field():254    return models.CharField(255        max_length=3,256        null=True,257        default=None,258        blank=True,259    )260class AbstractActivityAggregation(models.Model):261    budget_value = value_decimal_field()262    budget_currency = value_currency_field()263    disbursement_value = value_decimal_field()264    disbursement_currency = value_currency_field()265    incoming_funds_value = value_decimal_field()266    incoming_funds_currency = value_currency_field()267    commitment_value = value_decimal_field()268    commitment_currency = value_currency_field()269    expenditure_value = value_decimal_field()270    expenditure_currency = value_currency_field()271    interest_payment_value = value_decimal_field()272    interest_payment_currency = value_currency_field()273    loan_repayment_value = value_decimal_field()274    loan_repayment_currency = value_currency_field()275    reimbursement_value = value_decimal_field()276    reimbursement_currency = value_currency_field()277    purchase_of_equity_value = value_decimal_field()278    purchase_of_equity_currency = value_currency_field()279    sale_of_equity_value = value_decimal_field()280    sale_of_equity_currency = value_currency_field()281    credit_guarantee_value = value_decimal_field()282    credit_guarantee_currency = value_currency_field()283    incoming_commitment_value = value_decimal_field()284    incoming_commitment_currency = value_currency_field()285    outgoing_pledge_value = value_decimal_field()286    outgoing_pledge_currency = value_currency_field()287    incoming_pledge_value = value_decimal_field()288    incoming_pledge_currency = value_currency_field()289    # Add usd converted value option to the aggregations290    budget_value_usd = value_decimal_field()291    disbursement_value_usd = value_decimal_field()292    incoming_funds_value_usd = value_decimal_field()293    commitment_value_usd = value_decimal_field()294    expenditure_value_usd = value_decimal_field()295    interest_payment_value_usd = value_decimal_field()296    loan_repayment_value_usd = value_decimal_field()297    reimbursement_value_usd = value_decimal_field()298    purchase_of_equity_value_usd = value_decimal_field()299    sale_of_equity_value_usd = value_decimal_field()300    credit_guarantee_value_usd = value_decimal_field()301    incoming_commitment_value_usd = value_decimal_field()302    outgoing_pledge_value_usd = value_decimal_field()303    incoming_pledge_value_usd = value_decimal_field()304    # Add gbp converted value option to the aggregations305    budget_value_gbp = value_decimal_field()306    disbursement_value_gbp = value_decimal_field()307    incoming_funds_value_gbp = value_decimal_field()308    commitment_value_gbp = value_decimal_field()309    expenditure_value_gbp = value_decimal_field()310    interest_payment_value_gbp = value_decimal_field()311    loan_repayment_value_gbp = value_decimal_field()312    reimbursement_value_gbp = value_decimal_field()313    purchase_of_equity_value_gbp = value_decimal_field()314    sale_of_equity_value_gbp = value_decimal_field()315    credit_guarantee_value_gbp = value_decimal_field()316    incoming_commitment_value_gbp = value_decimal_field()317    outgoing_pledge_value_gbp = value_decimal_field()318    incoming_pledge_value_gbp = value_decimal_field()319    class Meta:320        abstract = True321        index_together = [322            ["budget_value", "activity"],323            ["disbursement_value", "activity"],324            ["incoming_funds_value", "activity"],325            ["commitment_value", "activity"],326            ["expenditure_value", "activity"],327            ["interest_payment_value", "activity"],328            ["loan_repayment_value", "activity"],329            ["reimbursement_value", "activity"],330            ["purchase_of_equity_value", "activity"],331            ["sale_of_equity_value", "activity"],332            ["credit_guarantee_value", "activity"],333            ["incoming_commitment_value", "activity"],334            ["outgoing_pledge_value", "activity"],335            ["incoming_pledge_value", "activity"]336        ]337class ActivityAggregation(AbstractActivityAggregation):338    activity = models.OneToOneField(339        Activity, related_name="activity_aggregation",340        default=None, on_delete=models.CASCADE)341class ChildAggregation(AbstractActivityAggregation):342    activity = models.OneToOneField(343        Activity, related_name="child_aggregation", default=None,344        on_delete=models.CASCADE)345class ActivityPlusChildAggregation(AbstractActivityAggregation):346    activity = models.OneToOneField(347        Activity,348        related_name="activity_plus_child_aggregation",349        default=None, on_delete=models.CASCADE)350class Title(models.Model):351    narratives = GenericRelation(352        Narrative,353        content_type_field='related_content_type',354        object_id_field='related_object_id')355    # related name allows title to be accessed from activity.title356    activity = models.OneToOneField(Activity, related_name="title",357                                    on_delete=models.CASCADE)358    def get_activity(self):359        return self.activity360    def __unicode__(self,):361        return "Title"362class ActivitySearchData(models.Model):363    activity = models.OneToOneField(Activity, on_delete=models.CASCADE)364    search_identifier = models.CharField(db_index=True, max_length=150)365    search_description = models.TextField(max_length=80000)366    search_title = models.TextField(max_length=80000)367    search_country_name = models.TextField(max_length=80000)368    search_region_name = models.TextField(max_length=80000)369    search_sector_name = models.TextField(max_length=80000)370    search_participating_organisation_name = models.TextField(max_length=80000)371    search_reporting_organisation_name = models.TextField(max_length=80000)372    search_documentlink_title = models.TextField(max_length=80000)373class ActivityReportingOrganisation(models.Model):374    ref = models.CharField(max_length=250, db_index=True)375    normalized_ref = models.CharField(376        max_length=120, db_index=True, default="", blank=True)377    narratives = GenericRelation(378        Narrative,379        content_type_field='related_content_type',380        object_id_field='related_object_id')381    activity = models.ForeignKey(382        Activity,383        related_name="reporting_organisations", on_delete=models.CASCADE)384    # if in organisation standard385    organisation = models.ForeignKey(386        Organisation,387        null=True,388        default=None,389        on_delete=models.SET_NULL)390    type = models.ForeignKey(391        OrganisationType, null=True, default=None, blank=True,392        on_delete=models.CASCADE393    )394    secondary_reporter = models.BooleanField(default=False)395    class Meta:396        verbose_name = 'Reporting organisation'397        verbose_name_plural = 'Reporting organisations'398    def __unicode__(self,):399        return "ref: %s" % self.ref400    def get_activity(self):401        return self.activity402class ActivityParticipatingOrganisation(models.Model):403    ref = models.CharField(max_length=250, null=True, default=None)404    normalized_ref = models.CharField(405        blank=True,406        max_length=120,407        null=True,408        default=None,409        db_index=True)410    activity = models.ForeignKey(411        Activity,412        related_name="participating_organisations", on_delete=models.CASCADE)413    # if in organisation standard414    organisation = models.ForeignKey(415        Organisation,416        null=True,417        blank=True,418        default=None,419        on_delete=models.SET_NULL)420    type = models.ForeignKey(OrganisationType,421                             null=True, blank=True,422                             default=None, on_delete=models.CASCADE)423    role = models.ForeignKey(OrganisationRole,424                             null=True, blank=True,425                             default=None, on_delete=models.CASCADE)426    # when organisation is not mentioned in transactions427    org_activity_id = models.CharField(428        max_length=150, blank=False, null=True, db_index=True)429    org_activity_obj = models.ForeignKey(430        Activity,431        related_name="participating_activity",432        null=True,433        default=None, on_delete=models.CASCADE)434    narratives = GenericRelation(435        Narrative,436        content_type_field='related_content_type',437        object_id_field='related_object_id')438    # TODO: Workaround for IATI ref limitation - 2015-11-26439    primary_name = models.TextField(blank=True)440    crs_channel_code = models.ForeignKey(441        CRSChannelCode,442        null=True,443        on_delete=models.CASCADE444    )445    def __unicode__(self,):446        return "name: %s - role: %s" % (self.primary_name, self.role)447    class Meta:448        verbose_name = 'Participating organisation'449        verbose_name_plural = 'Participating organisations'450    def get_activity(self):451        return self.activity452class ActivityPolicyMarker(models.Model):453    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)454    code = models.ForeignKey(PolicyMarker, on_delete=models.CASCADE)455    vocabulary = models.ForeignKey(PolicyMarkerVocabulary,456                                   on_delete=models.CASCADE)457    vocabulary_uri = models.URLField(null=True, blank=True)458    significance = models.ForeignKey(459        PolicySignificance,460        null=True,461        blank=True,462        on_delete=models.CASCADE463    )464    narratives = GenericRelation(465        Narrative,466        content_type_field='related_content_type',467        object_id_field='related_object_id')468    def __unicode__(self,):469        return "code: %s - significance: %s" % (470            self.code, self.significance.code471        )472    class Meta:473        verbose_name = 'Policy marker'474        verbose_name_plural = 'Policy markers'475    def get_activity(self):476        return self.activity477class ActivitySector(models.Model):478    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)479    sector = models.ForeignKey(Sector, on_delete=models.CASCADE)480    vocabulary = models.ForeignKey(SectorVocabulary,481                                   null=True, blank=True,482                                   default=None, on_delete=models.CASCADE)483    vocabulary_uri = models.URLField(null=True, blank=True)484    percentage = models.CharField(max_length=100, null=True, blank=True)485    narratives = GenericRelation(486        Narrative,487        content_type_field='related_content_type',488        object_id_field='related_object_id')489    def __unicode__(self,):490        return "name: %s" % self.sector.name491    class Meta:492        verbose_name = 'Sector'493        verbose_name_plural = 'Sectors'494    def get_activity(self):495        return self.activity496class ActivityRecipientCountry(models.Model):497    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)498    country = models.ForeignKey(Country, on_delete=models.CASCADE)499    percentage = models.CharField(max_length=100, null=True, blank=True)500    narratives = GenericRelation(501        Narrative,502        content_type_field='related_content_type',503        object_id_field='related_object_id')504    def __unicode__(self,):505        return "name: %s" % self.country.name506    class Meta:507        verbose_name = 'Recipient country'508        verbose_name_plural = 'Recipient countries'509    def get_activity(self):510        return self.activity511class CountryBudgetItem(models.Model):512    activity = models.OneToOneField(513        Activity, related_name="country_budget_items",514        on_delete=models.CASCADE)515    vocabulary = models.ForeignKey(BudgetIdentifierVocabulary,516                                   on_delete=models.CASCADE)517    def get_activity(self):518        return self.activity519class HumanitarianScope(models.Model):520    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)521    code = models.CharField(max_length=100)522    vocabulary = models.ForeignKey(HumanitarianScopeVocabulary,523                                   on_delete=models.CASCADE)524    vocabulary_uri = models.URLField(null=True, blank=True)525    type = models.ForeignKey(HumanitarianScopeType, on_delete=models.CASCADE)526    narratives = GenericRelation(527        Narrative,528        content_type_field='related_content_type',529        object_id_field='related_object_id'530    )531    def get_activity(self):532        return self.activity533class BudgetItem(models.Model):534    country_budget_item = models.ForeignKey(CountryBudgetItem,535                                            on_delete=models.CASCADE)536    code = models.ForeignKey(BudgetIdentifier, on_delete=models.CASCADE)537    percentage = models.CharField(max_length=100, null=True, blank=True)538    def get_activity(self):539        return self.country_budget_item.activity540class BudgetItemDescription(models.Model):541    budget_item = models.OneToOneField(542        BudgetItem, related_name="description", on_delete=models.CASCADE)543    narratives = GenericRelation(544        Narrative,545        content_type_field='related_content_type',546        object_id_field='related_object_id')547    def get_activity(self):548        return self.budget_item.country_budget_item.activity549class ActivityRecipientRegion(models.Model):550    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)551    region = models.ForeignKey(Region, on_delete=models.CASCADE)552    vocabulary = models.ForeignKey(553        RegionVocabulary, default=1, on_delete=models.CASCADE)554    vocabulary_uri = models.URLField(null=True, blank=True)555    narratives = GenericRelation(556        Narrative,557        content_type_field='related_content_type',558        object_id_field='related_object_id')559    percentage = models.CharField(max_length=100, null=True, blank=True)560    def __unicode__(self,):561        return "name: %s" % self.region562    class Meta:563        verbose_name = 'Recipient region'564        verbose_name_plural = 'Recipient regions'565    def get_activity(self):566        return self.activity567class OtherIdentifier(models.Model):568    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)569    identifier = models.CharField(max_length=100)570    owner_ref = models.CharField(max_length=100, default="")571    # owner_name = models.CharField(max_length=100, default="")572    narratives = GenericRelation(573        Narrative,574        content_type_field='related_content_type',575        object_id_field='related_object_id')576    type = models.ForeignKey(577        OtherIdentifierType, null=True, blank=True, on_delete=models.CASCADE)578    def __unicode__(self,):579        return "identifier: %s" % self.identifier580    def get_activity(self):581        return self.activity582class ActivityWebsite(models.Model):583    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)584    url = models.URLField()585    def __unicode__(self,):586        return "%s" % self.url587    def get_activity(self):588        return self.activity589class ContactInfo(models.Model):590    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)591    type = models.ForeignKey(592        ContactType, null=True, blank=True, on_delete=models.CASCADE)593    telephone = models.CharField(594        max_length=100, default="", null=True, blank=True)595    email = models.TextField(default="", null=True, blank=True)596    website = models.CharField(597        max_length=255, default="", null=True, blank=True)598    def __unicode__(self,):599        return "type: %s" % self.type600    def get_activity(self):601        return self.activity602class ContactInfoOrganisation(models.Model):603    contact_info = models.OneToOneField(604        ContactInfo, related_name="organisation",605        default=None, on_delete=models.CASCADE)606    narratives = GenericRelation(607        Narrative,608        content_type_field='related_content_type',609        object_id_field='related_object_id')610class ContactInfoDepartment(models.Model):611    contact_info = models.OneToOneField(612        ContactInfo, related_name="department",613        default=None, on_delete=models.CASCADE)614    narratives = GenericRelation(615        Narrative,616        content_type_field='related_content_type',617        object_id_field='related_object_id')618    def get_activity(self):619        return self.contact_info.activity620class ContactInfoPersonName(models.Model):621    contact_info = models.OneToOneField(622        ContactInfo, related_name="person_name",623        default=None, on_delete=models.CASCADE)624    narratives = GenericRelation(625        Narrative,626        content_type_field='related_content_type',627        object_id_field='related_object_id')628    def get_activity(self):629        return self.contact_info.activity630class ContactInfoJobTitle(models.Model):631    contact_info = models.OneToOneField(632        ContactInfo, related_name="job_title",633        default=None, on_delete=models.CASCADE)634    narratives = GenericRelation(635        Narrative,636        content_type_field='related_content_type',637        object_id_field='related_object_id')638    def get_activity(self):639        return self.contact_info.activity640class ContactInfoMailingAddress(models.Model):641    contact_info = models.OneToOneField(642        ContactInfo, related_name="mailing_address",643        default=None, on_delete=models.CASCADE)644    narratives = GenericRelation(645        Narrative,646        content_type_field='related_content_type',647        object_id_field='related_object_id')648    def get_activity(self):649        return self.contact_info.activity650class RelatedActivity(models.Model):651    current_activity = models.ForeignKey(652        Activity,653        on_delete=models.CASCADE)654    ref_activity = models.ForeignKey(655        Activity,656        related_name="ref_activity",657        null=True,658        blank=True,659        on_delete=models.SET_NULL)660    type = models.ForeignKey(661        RelatedActivityType,662        max_length=200,663        null=True,664        blank=True,665        default=None, on_delete=models.CASCADE)666    ref = models.CharField(db_index=True, max_length=200,667                           default="", blank=True)668    def __unicode__(self,):669        return "ref-activity: %s" % self.ref_activity670    class Meta:671        verbose_name_plural = "related activities"672    def get_activity(self):673        return self.current_activity674class DocumentLink(models.Model):675    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)676    result = models.ForeignKey('Result', null=True, on_delete=models.CASCADE)677    result_indicator = models.ForeignKey(678        'ResultIndicator',679        related_name='result_indicator_document_links',680        null=True,681        on_delete=models.CASCADE682    )683    result_indicator_baseline = models.ForeignKey(684        'ResultIndicatorBaseline',685        related_name='baseline_document_links',686        null=True,687        blank=True,688        on_delete=models.CASCADE689    )690    result_indicator_period_target = models.ForeignKey(691        'ResultIndicatorPeriodTarget',692        related_name='period_target_document_links',693        null=True,694        on_delete=models.CASCADE695    )696    result_indicator_period_actual = models.ForeignKey(697        'ResultIndicatorPeriodActual',698        related_name='period_actual_document_links',699        null=True,700        on_delete=models.CASCADE701    )702    url = models.TextField(max_length=500)703    file_format = models.ForeignKey(704        FileFormat, null=True, blank=True,705        default=None, on_delete=models.CASCADE)706    categories = models.ManyToManyField(707        DocumentCategory,708        through="DocumentLinkCategory")709    iso_date = models.DateField(null=True, blank=True)710    def __unicode__(self,):711        return "url: %s" % self.url712    def get_activity(self):713        return self.activity714# enables saving before parent object is saved (workaround)715# TODO: eliminate the need for this716class DocumentLinkCategory(models.Model):717    document_link = models.ForeignKey(DocumentLink, on_delete=models.CASCADE)718    category = models.ForeignKey(DocumentCategory, on_delete=models.CASCADE)719    class Meta:720        verbose_name_plural = "Document link categories"721    def get_activity(self):722        return self.document_link.activity723class DocumentLinkLanguage(models.Model):724    document_link = models.ForeignKey(DocumentLink, on_delete=models.CASCADE)725    language = models.ForeignKey(726        Language, null=True, blank=True,727        default=None, on_delete=models.CASCADE)728    def get_activity(self):729        return self.document_link.activity730class DocumentLinkTitle(models.Model):731    document_link = models.OneToOneField(732        DocumentLink, on_delete=models.CASCADE)733    narratives = GenericRelation(734        Narrative,735        content_type_field='related_content_type',736        object_id_field='related_object_id')737    def get_activity(self):738        return self.document_link.activity739class DocumentLinkDescription(models.Model):740    document_link = models.OneToOneField(741        DocumentLink, on_delete=models.CASCADE)742    narratives = GenericRelation(743        Narrative,744        content_type_field='related_content_type',745        object_id_field='related_object_id')746class DocumentSearch(models.Model):747    '''Currently this model is just stored for refference and searching (both748    feature and API endpoint) for Documents is disabled749    '''750    document = models.OneToOneField('Document', on_delete=models.CASCADE)751    content = VectorField()752    text = VectorField()753    last_reindexed = models.DateTimeField()754class Document(models.Model):755    document_link = models.OneToOneField(756        DocumentLink, on_delete=models.CASCADE)757    long_url = models.TextField(max_length=500, default='')758    url_is_valid = models.BooleanField(default=False)759    document_name = models.CharField(max_length=500, default='')760    is_downloaded = models.BooleanField(default=False)761    document_content = models.TextField(default='')762    long_url_hash = models.CharField(max_length=500, default='')763    file_hash = models.CharField(max_length=500, default='')764    document_or_long_url_changed = models.BooleanField(default=False)765    created_at = models.DateTimeField(auto_now_add=True)766    modified_at = models.DateTimeField(auto_now_add=True)767    def __unicode__(self):768        return self.id769    class Meta:770        ordering = ['id']771        verbose_name_plural = "documents"772        index_together = [773            ["created_at", "id"],774        ]775    def get_activity(self):776        return self.document_link.activity777class Result(models.Model):778    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)779    type = models.ForeignKey(780        ResultType, null=True, blank=True,781        default=None, on_delete=models.CASCADE)782    aggregation_status = models.BooleanField(default=False)783    def __unicode__(self,):784        return "Result"785    def get_activity(self):786        return self.activity787class ResultTitle(models.Model):788    result = models.OneToOneField(Result, on_delete=models.CASCADE)789    narratives = GenericRelation(790        Narrative,791        content_type_field='related_content_type',792        object_id_field='related_object_id')793    def get_activity(self):794        return self.result.activity795class ResultDescription(models.Model):796    result = models.OneToOneField(Result, on_delete=models.CASCADE)797    narratives = GenericRelation(798        Narrative,799        content_type_field='related_content_type',800        object_id_field='related_object_id')801    def get_activity(self):802        return self.result.activity803class ResultIndicator(models.Model):804    result = models.ForeignKey(Result, on_delete=models.CASCADE)805    measure = models.ForeignKey(806        IndicatorMeasure,807        null=True,808        blank=True,809        default=None, on_delete=models.CASCADE)810    ascending = models.BooleanField(default=True)811    aggregation_status = models.BooleanField(default=False)812    def get_activity(self):813        return self.result.activity814class ResultIndicatorBaseline(models.Model):815    result_indicator = models.ForeignKey(816        ResultIndicator,817        on_delete=models.CASCADE818    )819    year = models.IntegerField()820    value = models.CharField(821        null=True, blank=True, default=None, max_length=100)822    iso_date = models.DateField(null=True, blank=True)823    def __unicode__(self,):824        return "baseline year: %s" % self.year825class ResultReference(models.Model):826    result = models.ForeignKey(827        Result, on_delete=models.CASCADE)828    code = models.CharField(max_length=255)829    vocabulary = models.ForeignKey(830        ResultVocabulary, on_delete=models.CASCADE)831    vocabulary_uri = models.URLField(null=True, blank=True)832    def get_activity(self):833        return self.result.activity834class ResultIndicatorReference(models.Model):835    result_indicator = models.ForeignKey(836        ResultIndicator, on_delete=models.CASCADE)837    code = models.CharField(max_length=255)838    vocabulary = models.ForeignKey(839        IndicatorVocabulary, on_delete=models.CASCADE)840    # TODO: this should be renamed to vocabulary_uri in IATI standard...841    # - 2016-06-03:842    indicator_uri = models.URLField(null=True, blank=True)843    def get_activity(self):844        return self.result_indicator.result.activity845class ResultIndicatorTitle(models.Model):846    result_indicator = models.OneToOneField(847        ResultIndicator, on_delete=models.CASCADE)848    primary_name = models.CharField(849        max_length=255,850        null=False,851        blank=True,852        default="",853        db_index=True)854    narratives = GenericRelation(855        Narrative,856        content_type_field='related_content_type',857        object_id_field='related_object_id')858    def get_activity(self):859        return self.result_indicator.result.activity860class ResultIndicatorDescription(models.Model):861    result_indicator = models.OneToOneField(862        ResultIndicator, on_delete=models.CASCADE)863    narratives = GenericRelation(864        Narrative,865        content_type_field='related_content_type',866        object_id_field='related_object_id')867    def get_activity(self):868        return self.result_indicator.result.activity869class ResultIndicatorBaselineComment(models.Model):870    result_indicator_baseline = models.OneToOneField(871        ResultIndicatorBaseline,872        on_delete=models.CASCADE,873    )874    narratives = GenericRelation(875        Narrative,876        content_type_field='related_content_type',877        object_id_field='related_object_id')878    def get_activity(self):879        return self.result_indicator_baseline.result_indicator.result.activity880class ResultIndicatorPeriod(models.Model):881    result_indicator = models.ForeignKey(882        ResultIndicator, on_delete=models.CASCADE)883    period_start = models.DateField(null=True, blank=True)884    period_end = models.DateField(null=True, blank=True)885    def __unicode__(self,):886        return "target: %s, actual: %s" % (887            self.target.value if self.target else 'none',888            self.actual889        )890    def get_activity(self):891        return self.result_indicator.result.activity892class ResultIndicatorPeriodTarget(models.Model):893    value = models.CharField(894        max_length=50, blank=True, default=None, null=True)895    result_indicator_period = models.ForeignKey(896        ResultIndicatorPeriod,897        null=True,898        related_name='targets',899        on_delete=models.CASCADE900    )901    def __unicode__(self,):902        return "target: %s" % (self.value)903class ResultIndicatorPeriodActual(models.Model):904    value = models.CharField(905        max_length=50, blank=True, default=None, null=True)906    result_indicator_period = models.ForeignKey(907        ResultIndicatorPeriod,908        null=True,909        related_name='actuals',910        on_delete=models.CASCADE911    )912    def __unicode__(self,):913        return "actual: %s" % (self.value)914class ResultIndicatorPeriodTargetLocation(models.Model):915    result_indicator_period_target = models.ForeignKey(916        ResultIndicatorPeriodTarget, on_delete=models.CASCADE)917    ref = models.CharField(max_length=50)918    location = models.ForeignKey('Location', on_delete=models.CASCADE)919    def __unicode__(self,):920        return "%s" % self.ref921    # FIXME: fix all these methods and check if they are used922    def get_activity(self):923        return self.result_indicator_period.result_indicator.result.activity924class ResultIndicatorPeriodActualLocation(models.Model):925    result_indicator_period_actual = models.ForeignKey(926        ResultIndicatorPeriodActual, on_delete=models.CASCADE)927    ref = models.CharField(max_length=50)928    location = models.ForeignKey('Location', on_delete=models.CASCADE)929    def __unicode__(self,):930        return "%s" % self.ref931    def get_activity(self):932        return self.result_indicator_period.result_indicator.result.activity933class ResultIndicatorPeriodTargetDimension(models.Model):934    result_indicator_period_target = models.ForeignKey(935        ResultIndicatorPeriodTarget, on_delete=models.CASCADE)936    name = models.CharField(max_length=100)937    value = models.CharField(max_length=100)938    def __unicode__(self,):939        return "%s: %s" % (self.name, self.value)940    def get_activity(self):941        return self.result_indicator_period.result_indicator.result.activity942class ResultIndicatorPeriodActualDimension(models.Model):943    result_indicator_period_actual = models.ForeignKey(944        ResultIndicatorPeriodActual, on_delete=models.CASCADE)945    name = models.CharField(max_length=100)946    value = models.CharField(max_length=100)947    def __unicode__(self,):948        return "%s: %s" % (self.name, self.value)949    def get_activity(self):950        return self.result_indicator_period.result_indicator.result.activity951class ResultIndicatorBaselineDimension(models.Model):952    result_indicator_baseline = models.ForeignKey(953        ResultIndicatorBaseline,954        on_delete=models.CASCADE,955    )956    name = models.CharField(max_length=100)957    value = models.CharField(max_length=100)958    def __unicode__(self,):959        return "%s: %s" % (self.name, self.value)960    def get_activity(self):961        return self.result_indicator_baseline.result_indicator.result.activity962class ResultIndicatorPeriodTargetComment(models.Model):963    result_indicator_period_target = models.ForeignKey(964        ResultIndicatorPeriodTarget, on_delete=models.CASCADE)965    narratives = GenericRelation(966        Narrative,967        content_type_field='related_content_type',968        object_id_field='related_object_id')969    def get_activity(self):970        return self.result_indicator_period.result_indicator.result.activity971class ResultIndicatorPeriodActualComment(models.Model):972    result_indicator_period_actual = models.ForeignKey(973        ResultIndicatorPeriodActual, on_delete=models.CASCADE)974    narratives = GenericRelation(975        Narrative,976        content_type_field='related_content_type',977        object_id_field='related_object_id')978    def get_activity(self):979        return self.result_indicator_period.result_indicator.result.activity980class Description(models.Model):981    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)982    narratives = GenericRelation(983        Narrative,984        content_type_field='related_content_type',985        object_id_field='related_object_id')986    # TODO: set a default or require987    type = models.ForeignKey(988        DescriptionType,989        related_name="description_type",990        null=True,991        blank=True,992        default=None, on_delete=models.CASCADE)993    def __unicode__(self,):994        return "Description with type %s" % self.type995    def get_activity(self):996        return self.activity997class Budget(models.Model):998    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)999    type = models.ForeignKey(1000        BudgetType, null=True, blank=True,1001        default=None, on_delete=models.CASCADE)1002    status = models.ForeignKey(1003        BudgetStatus, default=1, on_delete=models.CASCADE)1004    period_start = models.DateField(blank=True, default=None)1005    period_end = models.DateField(blank=True, default=None)1006    value = models.DecimalField(1007        max_digits=15, decimal_places=2, null=True, blank=True)1008    value_string = models.CharField(max_length=50)1009    value_date = models.DateField(null=True, blank=True, default=None)1010    currency = models.ForeignKey(1011        Currency, null=True, blank=True,1012        default=None, on_delete=models.CASCADE)1013    usd_exchange_rate = models.DecimalField(max_digits=15, decimal_places=5,1014                                            null=True)1015    imf_url = models.TextField(null=True)1016    xdr_value = models.DecimalField(1017        max_digits=20, decimal_places=7, default=Decimal(0))1018    usd_value = models.DecimalField(1019        max_digits=20, decimal_places=2, default=Decimal(0))1020    eur_value = models.DecimalField(1021        max_digits=20, decimal_places=7, default=Decimal(0))1022    gbp_value = models.DecimalField(1023        max_digits=20, decimal_places=7, default=Decimal(0))1024    jpy_value = models.DecimalField(1025        max_digits=20, decimal_places=7, default=Decimal(0))1026    cad_value = models.DecimalField(1027        max_digits=20, decimal_places=7, default=Decimal(0))1028    def __unicode__(self,):1029        return "value: %s - period_start: %s - period_end: %s" % (1030            str(self.value), self.period_start, self.period_end)1031    def get_activity(self):1032        return self.activity1033# same as TransactionSector, to set percentages per budget item per sector1034# this makes calculations easier (no subqueries required).1035class BudgetSector(models.Model):1036    budget = models.ForeignKey(1037        Budget,1038        on_delete=models.CASCADE)1039    sector = models.ForeignKey(1040        Sector,1041        on_delete=models.CASCADE)1042    percentage = models.CharField(max_length=100, null=True, blank=True)1043    def __unicode__(self, ):1044        return "%s - %s" % (self.budget.id, self.sector.code)1045    def get_activity(self):1046        return self.budget.activity1047class PlannedDisbursement(models.Model):1048    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)1049    type = models.ForeignKey(1050        BudgetType, null=True, blank=True,1051        default=None, on_delete=models.CASCADE)1052    period_start = models.DateField(blank=True, default=None)1053    period_end = models.DateField(null=True, blank=True, default=None)1054    value = models.DecimalField(1055        max_digits=15, decimal_places=2, null=True, blank=True)1056    value_string = models.CharField(max_length=50)1057    value_date = models.DateField(null=True, blank=True, default=None)1058    currency = models.ForeignKey(1059        Currency, null=True, blank=True,1060        default=None, on_delete=models.CASCADE)1061    usd_exchange_rate = models.DecimalField(max_digits=15, decimal_places=5,1062                                            null=True)1063    imf_url = models.TextField(null=True)1064    xdr_value = models.DecimalField(1065        max_digits=20, decimal_places=7, default=Decimal(0))1066    usd_value = models.DecimalField(1067        max_digits=20, decimal_places=2, default=Decimal(0))1068    eur_value = models.DecimalField(1069        max_digits=20, decimal_places=7, default=Decimal(0))1070    gbp_value = models.DecimalField(1071        max_digits=20, decimal_places=7, default=Decimal(0))1072    jpy_value = models.DecimalField(1073        max_digits=20, decimal_places=7, default=Decimal(0))1074    cad_value = models.DecimalField(1075        max_digits=20, decimal_places=7, default=Decimal(0))1076    def __unicode__(self,):1077        return "value: %s - period_start: %s - period_end: %s" % (1078            str(self.value), self.period_start, self.period_end)1079    def get_activity(self):1080        return self.activity1081class PlannedDisbursementProvider(models.Model):1082    ref = models.CharField(blank=True, default="", max_length=250)1083    normalized_ref = models.CharField(max_length=120, default="")1084    organisation = models.ForeignKey(1085        Organisation,1086        related_name="planned_disbursement_providing_organisation",1087        on_delete=models.SET_NULL,1088        null=True,1089        blank=True,1090        default=None)1091    type = models.ForeignKey(1092        OrganisationType,1093        null=True,1094        default=None,1095        blank=True,1096        on_delete=models.CASCADE1097    )1098    provider_activity = models.ForeignKey(1099        Activity,1100        related_name="planned_disbursement_provider_activity",1101        on_delete=models.SET_NULL,1102        null=True,1103        blank=True,1104        default=None)1105    provider_activity_ref = models.CharField(1106        db_index=True,1107        max_length=200,1108        null=True,1109        blank=True,1110        default="",1111        verbose_name='provider-activity-id')1112    planned_disbursement = models.OneToOneField(1113        PlannedDisbursement,1114        related_name="provider_organisation", on_delete=models.CASCADE)1115    narratives = GenericRelation(1116        Narrative,1117        content_type_field='related_content_type',1118        object_id_field='related_object_id')1119    # first narrative1120    primary_name = models.CharField(1121        max_length=250,1122        null=False,1123        blank=True,1124        default="",1125        db_index=True)1126    def __unicode__(self, ):1127        return "%s - %s" % (self.ref,1128                            self.provider_activity_ref,)1129    def get_activity(self):1130        return self.planned_disbursement.activity1131class PlannedDisbursementReceiver(models.Model):1132    ref = models.CharField(blank=True, default="", max_length=250)1133    normalized_ref = models.CharField(max_length=120, default="")1134    organisation = models.ForeignKey(1135        Organisation,1136        related_name="planned_disbursement_receiving_organisation",1137        on_delete=models.SET_NULL,1138        null=True,1139        blank=True,1140        default=None)1141    type = models.ForeignKey(1142        OrganisationType,1143        null=True,1144        default=None,1145        blank=True,1146        on_delete=models.CASCADE1147    )1148    receiver_activity = models.ForeignKey(1149        Activity,1150        related_name="planned_disbursement_receiver_activity",1151        on_delete=models.SET_NULL,1152        null=True,1153        blank=True,1154        default=None)1155    receiver_activity_ref = models.CharField(1156        db_index=True,1157        max_length=200,1158        null=True,1159        blank=True,1160        default="",1161        verbose_name='receiver-activity-id')1162    planned_disbursement = models.OneToOneField(1163        PlannedDisbursement,1164        related_name="receiver_organisation", on_delete=models.CASCADE)1165    narratives = GenericRelation(1166        Narrative,1167        content_type_field='related_content_type',1168        object_id_field='related_object_id')1169    # first narrative1170    primary_name = models.CharField(1171        max_length=250,1172        null=False,1173        blank=True,1174        default="",1175        db_index=True)1176    def __unicode__(self, ):1177        return "%s - %s" % (self.ref,1178                            self.receiver_activity_ref,)1179    def get_activity(self):1180        return self.planned_disbursement.activity1181class Conditions(models.Model):1182    activity = models.OneToOneField(1183        Activity, related_name="conditions", on_delete=models.CASCADE)1184    attached = models.BooleanField()1185    def get_activity(self):1186        return self.activity1187class Condition(models.Model):1188    conditions = models.ForeignKey(Conditions, on_delete=models.CASCADE)1189    type = models.ForeignKey(1190        ConditionType, null=True, blank=True,1191        default=None, on_delete=models.CASCADE)1192    narratives = GenericRelation(1193        Narrative,1194        content_type_field='related_content_type',1195        object_id_field='related_object_id')1196    def get_activity(self):1197        return self.conditions.activity1198class Location(models.Model):1199    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)1200    result_indicator_baseline = models.ForeignKey(1201        ResultIndicatorBaseline,1202        null=True,1203        blank=True,1204        on_delete=models.CASCADE,1205    )1206    ref = models.CharField(max_length=200, default=None, null=True, blank=True)1207    location_reach = models.ForeignKey(1208        GeographicLocationReach,1209        null=True,1210        blank=True,1211        default=None,1212        related_name="location_reach", on_delete=models.CASCADE)1213    # TODO: make location_id a one-to-one field?1214    location_id_vocabulary = models.ForeignKey(1215        GeographicVocabulary,1216        null=True,1217        blank=True,1218        default=None,1219        related_name="location_id_vocabulary",1220        on_delete=models.CASCADE)1221    location_id_code = models.CharField(blank=True, max_length=255, null=True,1222                                        default=None)1223    location_class = models.ForeignKey(1224        GeographicLocationClass,1225        null=True,1226        blank=True,1227        default=None, on_delete=models.CASCADE)1228    feature_designation = models.ForeignKey(1229        LocationType,1230        null=True,1231        blank=True,1232        default=None,1233        related_name="feature_designation", on_delete=models.CASCADE)1234    point_srs_name = models.CharField(1235        null=True,1236        blank=True,1237        max_length=255,1238        default=None1239    )1240    point_pos = PointField(1241        null=True,1242        blank=False,1243        default=None,1244        spatial_index=True,1245        srid=4326,1246        geography=True)1247    exactness = models.ForeignKey(1248        GeographicExactness, null=True, blank=True,1249        default=None, on_delete=models.CASCADE)1250    objects = LocationManager()1251    def __unicode__(self,):1252        return "Location: %s" % self.point_pos1253    def get_activity(self):1254        return self.activity1255# TODO: move to codelist1256class LocationAdministrative(models.Model):1257    location = models.ForeignKey(Location, on_delete=models.CASCADE)1258    code = models.CharField(max_length=255)1259    vocabulary = models.ForeignKey(1260        GeographicVocabulary,1261        related_name="administrative_vocabulary", on_delete=models.CASCADE)1262    level = models.IntegerField(null=True, blank=True, default=None)1263    def get_activity(self):1264        return self.location.activity1265class LocationName(models.Model):1266    location = models.OneToOneField(1267        Location, related_name="name", on_delete=models.CASCADE)1268    narratives = GenericRelation(1269        Narrative,1270        content_type_field='related_content_type',1271        object_id_field='related_object_id')1272    def get_activity(self):1273        return self.location.activity1274class LocationDescription(models.Model):1275    location = models.OneToOneField(1276        Location, related_name="description", on_delete=models.CASCADE)1277    narratives = GenericRelation(1278        Narrative,1279        content_type_field='related_content_type',1280        object_id_field='related_object_id')1281    def get_activity(self):1282        return self.location.activity1283class LocationActivityDescription(models.Model):1284    location = models.OneToOneField(1285        Location, related_name="activity_description",1286        on_delete=models.CASCADE)1287    narratives = GenericRelation(1288        Narrative,1289        content_type_field='related_content_type',1290        object_id_field='related_object_id')1291    def get_activity(self):1292        return self.location.activity1293class Fss(models.Model):1294    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)1295    extraction_date = models.DateField()1296    priority = models.BooleanField(default=False)1297    phaseout_year = models.IntegerField(null=True, blank=True)1298    def __unicode__(self,):1299        return "%s" % self.extraction_date1300    def get_activity(self):1301        return self.activity1302class FssForecast(models.Model):1303    fss = models.ForeignKey(Fss, on_delete=models.CASCADE)1304    year = models.IntegerField()1305    currency = models.ForeignKey(Currency, on_delete=models.CASCADE)1306    value_date = models.DateField()1307    value = models.DecimalField(max_digits=15, decimal_places=2)1308    def __unicode__(self,):1309        return "%s" % self.year1310    def get_activity(self):1311        return self.fss.activity1312class CrsAdd(models.Model):1313    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)1314    channel_code = models.ForeignKey(CRSChannelCode, null=True,1315                                     on_delete=models.CASCADE)1316    def __unicode__(self,):1317        return "%s" % self.id1318    def get_activity(self):1319        return self.activity1320class CrsAddOtherFlags(models.Model):1321    crs_add = models.ForeignKey(1322        CrsAdd, related_name="other_flags", on_delete=models.CASCADE)1323    other_flags = models.ForeignKey(OtherFlags, on_delete=models.CASCADE)1324    significance = models.BooleanField()1325    def __unicode__(self,):1326        return "%s" % self.id1327    def get_activity(self):1328        return self.crs_add.activity1329class CrsAddLoanTerms(models.Model):1330    crs_add = models.OneToOneField(1331        CrsAdd, related_name="loan_terms", on_delete=models.CASCADE)1332    rate_1 = models.DecimalField(1333        null=True,1334        blank=True,1335        default=None,1336        max_digits=5,1337        decimal_places=2)1338    rate_2 = models.DecimalField(1339        null=True,1340        blank=True,1341        default=None,1342        max_digits=5,1343        decimal_places=2)1344    repayment_type = models.ForeignKey(1345        LoanRepaymentType,1346        null=True,1347        blank=True,1348        default=None, on_delete=models.CASCADE)1349    repayment_plan = models.ForeignKey(1350        LoanRepaymentPeriod,1351        null=True,1352        blank=True,1353        default=None, on_delete=models.CASCADE)1354    commitment_date = models.DateField(null=True, blank=True, default=None)1355    repayment_first_date = models.DateField(1356        null=True, blank=True, default=None)1357    repayment_final_date = models.DateField(1358        null=True, blank=True, default=None)1359    def __unicode__(self,):1360        return "%s" % self.crs_add_id1361    def get_activity(self):1362        return self.crs_add.activity1363class CrsAddLoanStatus(models.Model):1364    crs_add = models.OneToOneField(1365        CrsAdd, related_name="loan_status", on_delete=models.CASCADE)1366    year = models.IntegerField(null=True, blank=True, default=None)1367    value_date = models.DateField(null=True, blank=True, default=None)1368    currency = models.ForeignKey(1369        Currency, null=True, blank=True,1370        default=None, on_delete=models.CASCADE)1371    interest_received = models.DecimalField(1372        null=True,1373        blank=True,1374        default=None,1375        max_digits=15,1376        decimal_places=2)1377    principal_outstanding = models.DecimalField(1378        null=True,1379        blank=True,1380        default=None,1381        max_digits=15,1382        decimal_places=2)1383    principal_arrears = models.DecimalField(1384        null=True,1385        blank=True,1386        default=None,1387        max_digits=15,1388        decimal_places=2)1389    interest_arrears = models.DecimalField(1390        null=True,1391        blank=True,1392        default=None,1393        max_digits=15,1394        decimal_places=2)1395    def __unicode__(self):1396        return "%s" % self.year1397    def get_activity(self):1398        return self.crs_add.activity1399class ActivityDate(models.Model):1400    """1401    Reference:1402    http://reference.iatistandard.org/201/activity-standard/iati-activities/iati-activity/activity-date/1403    """1404    # TODO: activity-date should have narratives1405    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)1406    iso_date = models.DateField()1407    type = models.ForeignKey(ActivityDateType, on_delete=models.CASCADE)1408    narratives = GenericRelation(1409        Narrative,1410        content_type_field='related_content_type',1411        object_id_field='related_object_id'1412    )1413    def __unicode__(self):1414        return "type: %s - iso_date: %s" % (1415            self.type, self.iso_date.strftime('%Y-%m-%d')1416        )1417    def get_activity(self):1418        return self.activity1419class LegacyData(models.Model):1420    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)1421    name = models.CharField(max_length=150, null=True, blank=True)1422    value = models.CharField(max_length=200, null=True, blank=True)1423    iati_equivalent = models.CharField(max_length=150, null=True, blank=True)1424    def __unicode__(self):1425        return "%s" % self.name1426    def get_activity(self):1427        return self.activity1428class ActivityTag(models.Model):1429    """A model to store Tags on Activity (introduced in 2.03)1430    Actual tag values are stored in Narrative model:1431        Narrative.objects.filter(1432            related_content_type__model='activitytag',1433            activity=activity_model_instance,1434        ).values_list('content')1435    In the future (if needed), implement a separate field for storing tag value1436    or s separate method (get_tag_value) to get it from Narratives or smth.1437    """1438    activity = models.ForeignKey(Activity, on_delete=models.CASCADE)1439    code = models.CharField(max_length=255)1440    vocabulary = models.ForeignKey(...

SFC_backprop_main.py

Source:SFC_backprop_main.py

...156    matplotlib.rcParams['pgf.texsystem'] = 'pdflatex'157    plt.savefig('./rasterplot_annotated.svg')158if do_train:159    try:160        print(np.sum(bp_sfc.get_activity('h1', 2)))161        print(np.sum(bp_sfc.get_activity('o', 3)))162        for i in [1, 4, 6, 8, 10, 0]:163            print('phase:', i, end=' ')164            assert 0 == (np.sum(bp_sfc.get_activity('h1', i)))165            assert 0 == (np.sum(bp_sfc.get_activity('h1_copy', i)))166            assert 0 == (np.sum(bp_sfc.get_activity('h1_copy2', i)))167            assert 0 == (np.sum(bp_sfc.get_activity('o', i)))168            assert 0 == (np.sum(bp_sfc.get_activity('o_copy', i)))169            assert 0 == (np.sum(bp_sfc.get_activity('o_copy2', i)))170            assert 0 == (np.sum(bp_sfc.get_activity('o', i)))171            print('OK, silent')172        for i in [0, 1, 2, 3, 4, 7, 8, 11]:173            assert 0 == (np.sum(bp_sfc.get_activity('h1T', i)))174        for i in range(bp_sfc.num_gate):175            print('phase:', i, end=' ')176            print(np.sum(bp_sfc.get_activity('x', i)))177    except KeyError:178        pass179    # bp_sfc.get_activity('x', 1)[:100]==bp_sfc.get_activity('x', 11)180    try:181        assert (w_final['w1'] == w_final['w1_copy1']).all()182        assert (w_final['w1'] == w_final['w1_copy2']).all()183    except KeyError:184        pass185    try:186        assert (w_final['w1_copy1'] == w_final['w1_copy2']).all()187        assert (w_final['w2'] == w_final['w2_copy1']).all()188        assert (w_final['w2'] == w_final['w2_copy2']).all()189    except KeyError:190        pass191    assert (w_final['w2'].T == w_final['w2Tp']).all(), np.sum(np.abs(w_final['w2'].T - w_final['w2Tp']))192    print((w_final['w2'].T == -w_final['w2Tm']).all(), np.sum(np.abs(w_final['w2'].T + w_final['w2Tm'])))193    print((w_final['w2Tp'] == -w_final['w2Tm']).all(), np.sum(np.abs(w_final['w2Tm'] + w_final['w2Tp'])))...

layers.py

Source:layers.py

...9        self.spikes = np.zeros(self.N)10        11    def update_activity(self, pos):12        13        self.firing_rates, self.spikes = self.neuron_model.get_activity(pos, get_spikes=True)14class CA1_layer:15    def __init__(self, N_ca3, conf):16        self.place_model = Place_Cells(conf)17        self.N = self.place_model.N18        self.N_in = N_ca319        self.SRM0_model = SRM0(N_ca3, self.N, conf) 20        self.alpha = conf['alpha']21        # activity state22        self.spikes = np.zeros(self.N)23        self.firing_rates = np.zeros(self.N)24        # weights25        self.w_min = conf['w_min']26        self.w_max = conf['w_max']27        self.weight_decay = conf['weight_decay']28        self.base_weight = conf['base_weight']29    def update_activity(self, pos, spikes, time):30        if self.alpha == 0:  31            self.firing_rates = self.place_model.get_activity(pos)32        33        elif self.alpha == 1:34            self.firing_rates = self.SRM0_model.get_activity(spikes,time)35        else:36            37            lambda_pos = self.place_model.get_activity(pos)38            lambda_u   = self.SRM0_model.get_activity(spikes, time)39            self.firing_rates = self.alpha*lambda_u + (1-self.alpha)*lambda_pos40        self.spikes = np.random.rand(self.N) <= self.firing_rates41    def update_weights(self, update):42        if self.weight_decay != 0:43            44            decay = self.SRM0_model.W - self.base_weight45            decay = np.where(decay>0, decay, 0)46            self.SRM0_model.W -= self.weight_decay*decay47        self.SRM0_model.W += update48        self.SRM0_model.W = np.clip(self.SRM0_model.W, self.w_min, self.w_max)49class Action_layer:50    def __init__(self, N_in, conf):51        self.N = conf['N']52        self.N_in = N_in53        self.neuron_model = SRM0(N_in, self.N, conf) 54        55        self.firing_rates = np.zeros(self.N)56        self.spikes = np.zeros(self.N)57        # to produce action58        self.thetas = 2*np.pi*np.arange(1,self.N+1)*(1./self.N)59        self.actions = conf['a0']*np.array([np.cos(self.thetas), np.sin(self.thetas)])60        self.fixed_step = conf['fixed_step'] if conf['use_fixed_step'] else None61        # To handle weights updates62        self.weight_decay = conf['weight_decay']63        self.base_weight = conf['base_weight']64        self.w_min = conf['w_min']65        self.w_max = conf['w_max']     66         67    def update_activity(self, spikes_ca1, time):68        69        self.firing_rates, self.spikes = self.neuron_model.get_activity(spikes_ca1, time, get_spikes=True)70        71    def update_weights(self, update):72        if self.weight_decay != 0:73            74            decay = self.neuron_model.W - self.base_weight75            decay = np.where(decay>0, decay, 0)76            self.neuron_model.W -= self.weight_decay*decay77        self.neuron_model.W += update78        self.neuron_model.W = np.clip(self.neuron_model.W, self.w_min, self.w_max)        79    def get_action(self,):80        81        a = np.einsum('ij, j -> i', self.actions, self.firing_rates)82        83        if self.fixed_step is not None:...

Automation Testing Tutorials

Learn to execute automation testing from scratch with LambdaTest Learning Hub. Right from setting up the prerequisites to run your first automation test, to following best practices and diving deeper into advanced test scenarios. LambdaTest Learning Hubs compile a list of step-by-step guides to help you be proficient with different test automation frameworks i.e. Selenium, Cypress, TestNG etc.