KaneAI - World’s First E2E Software Testing Agent.Book a Demo Join TestMu Conference

How to use get_kernels method in autotest

Best Python code snippet using autotest_python

simulate.py

Source:simulate.py

...168    df.to_pickle(f'results/predicted/{hostname}_{kernel}.pkl.gz')169    print(f"saved {filename}")170    return data171def simulate_host(hostname, kernels=None):172    kernels_args = get_kernels(hostname=hostname)173    if kernels is not None:174        kernels_args = [(kn, ka) for kn, ka in kernels_args if kn in kernels]175    for kernel, args in get_kernels(hostname=hostname):176        if kernels is not None and kernel not in kernels:177            continue178def main():179    hosts = get_hostnames()180    if len(sys.argv) > 1:181        if any([h in sys.argv for h in get_hostnames()]):182            hosts = [h for h in get_hostnames() if h in sys.argv]183    if '--serial' in sys.argv:184        for hostname in hosts:185            kernels = get_kernels(hostname=hostname)186            if any([kn in sys.argv for kn, ka in get_kernels(hostname=hostname)]):187                kernels = [(kn, ka) for kn, ka in get_kernels(hostname=hostname) if kn in sys.argv]188            for kernel, args in kernels:189                 simulate(hostname, kernel, args)190    else:191        with mp.Pool() as p:192            for hostname in hosts:193                kernels = get_kernels(hostname=hostname)194                if any([kn in sys.argv for kn, ka in get_kernels(hostname=hostname)]):195                    kernels = [(kn, ka) for kn, ka in get_kernels(hostname=hostname) if kn in sys.argv]196                if '--serial' in sys.argv:197                    for kernel, args in kernels:198                     simulate(hostname, kernel, args)199                else:200                    p.starmap_async(simulate, [(hostname, kernel, args) for kernel, args in kernels])201            p.close()202            p.join()203if __name__ == "__main__":...

word_sets.py

Source:word_sets.py

...15    else:16        return 0.171819def get_kernels(phi):20    """21    :param phi: topics-words matrix, shape T x W, stochastic over W22    :return: list of kernels for each topic2324    kernel of the topic t is the set of the words w such that phi[t, w] > 1 / W25    """26    T, W = phi.shape27    return [28        set(np.where(phi[t, :] * W > 1)[0])29        for t in range(T)30    ]313233def get_top_words(phi, top_size):34    """35    :param phi: topics-words matrix, shape T x W, stochastic over W36    :param top_size: the size of the top37    :return: list of top words for each topic3839    top words is the set of words w of the largest top_size phi[t, w]40    of the topic41    """42    return [43        set(values)44        for values in np.argpartition(phi, -top_size, axis=1)[:, -top_size:]45    ]464748def calc_kernels_sizes(phi):49    """50    :param phi: topics-words matrix, shape T x W, stochastic over W51    :return: kernel sizes of the topics5253    kernel of the topic t is the set of the words w such that phi[t, w] > 1 / W54    """55    return [len(kernel) for kernel in get_kernels(phi)]565758def calc_avg_pairwise_jaccards(sets):59    """60    :param sets: list of sets61    :return: average jaccard distance between these sets62    """63    size = len(sets)64    res = 0.65    for i in range(size):66        for j in range(size):67            if i != j:68                res += calc_jaccard_distance(sets[i], sets[j])69    return res / size / (size - 1)707172def calc_avg_pairwise_kernels_jaccards(phi):73    """74   :param phi: topics-words matrix, shape T x W, stochastic over W75   :return: average pairwise jaccard distance of the topics' kernels7677   kernel of the topic t is the set of the words w such that phi[t,w] > 1 / W78   """79    return calc_avg_pairwise_jaccards(get_kernels(phi))808182def calc_avg_top_words_jaccards(phi, top_size):83    """84    :param phi: topics-words matrix, shape T x W, stochastic over W85    :param top_size: the size of the top86    :return: average pairwise jaccard distance of the topics' tops87    """
...

RBF.py

Source:RBF.py

...6    def __init__(self):7        layer.__init__(self)8    def init_kernels(self, numOfConnections):9        self.kernels = uniform.init_kernels(numOfConnections)10    def get_kernels(self):11        return self.kernels12    def get_params(self):13        return [self.get_kernels()]14    def connect(self, *layers):15        assert len(layers) == 116        self.intputShape = layers[0].get_outputShape()17        self.set_inputTensor( layers[0].get_outputTensor() )18        self.init_kernels( self.get_inputShape()[1] ) #assume inputShape is 1D19        outputTensor = self.get_RBFTensor()20        self.set_outputTensor( outputTensor )21    def get_inputShape(self):22        return self.intputShape23    def get_outputShape(self):24        return (1, 1)25    def verify_shape(self):26        pass27    def get_RBFTensor(self):28        '''29        Subclass should modify this to return a tensor indicating the function it uses as the base function30        '''31        raise NotImplementedError()32class fixedRBFLayer(RBFLayer):33    '''34    Uses user defined kernels and during the training, the kernels are not changed35    However, the computation may report an mis-match error if user defined kernels with wrong shape36    '''37    def __init__(self, kernels):38        RBFLayer.__init__(self)39        self.kernels = kernels40    def init_kernels(self, numOfConnections):41        '''42        Ignore the input43        '''44        pass45    def get_params(self):46        return None47class GassinRBFLayer(RBFLayer):48    def __init__(self):49        RBFLayer.__init__(self)50    def get_RBFTensor(self):51        return ( T.pow( self.get_kernels() - self.get_inputTensor(), 2 ) ).sum()52class fixedGassinRBFLayer(fixedRBFLayer):53    def __init__(self, kernels):54        fixedRBFLayer.__init__(self, kernels)55    def get_RBFTensor(self):...

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.