CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
Paper • 1909.09436 • Published • 2
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Sylius/Sylius | src/Sylius/Bundle/CoreBundle/EventListener/ChannelDeletionListener.php | ChannelDeletionListener.onChannelPreDelete | public function onChannelPreDelete(ResourceControllerEvent $event): void
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throw new UnexpectedTypeException(
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Sylius/Sylius | src/Sylius/Component/Core/Model/OrderItem.php | OrderItem.getTaxTotal | public function getTaxTotal(): int
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Sylius/Sylius | src/Sylius/Bundle/CoreBundle/Validator/Constraints/HasEnabledEntityValidator.php | HasEnabledEntityValidator.isLastEnabledEntity | private function isLastEnabledEntity($result, $entity): bool
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Sylius/Sylius | src/Sylius/Component/Order/Model/Order.php | Order.recalculateTotal | protected function recalculateTotal(): void
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Sylius/Sylius | src/Sylius/Bundle/UserBundle/Controller/SecurityController.php | SecurityController.loginAction | public function loginAction(Request $request): Response
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Sylius/Sylius | src/Sylius/Component/Core/Model/Order.php | Order.getTaxTotal | public function getTaxTotal(): int
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Sylius/Sylius | src/Sylius/Component/Core/Model/Order.php | Order.getShippingTotal | public function getShippingTotal(): int
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Sylius/Sylius | src/Sylius/Component/Order/Model/OrderItem.php | OrderItem.recalculateTotal | protected function recalculateTotal(): void
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aws/aws-sdk-php | src/Rds/AuthTokenGenerator.php | AuthTokenGenerator.createToken | public function createToken($endpoint, $region, $username)
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$request = new Request('GET', $uri);
$signer = new SignatureV4('rds-db', $region);
$provi... | php | public function createToken($endpoint, $region, $username)
{
$uri = new Uri($endpoint);
$uri = $uri->withPath('/');
$uri = $uri->withQuery('Action=connect&DBUser=' . $username);
$request = new Request('GET', $uri);
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aws/aws-sdk-php | src/Endpoint/EndpointProvider.php | EndpointProvider.resolve | public static function resolve(callable $provider, array $args = [])
{
$result = $provider($args);
if (is_array($result)) {
return $result;
}
throw new UnresolvedEndpointException(
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. j... | php | public static function resolve(callable $provider, array $args = [])
{
$result = $provider($args);
if (is_array($result)) {
return $result;
}
throw new UnresolvedEndpointException(
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aws/aws-sdk-php | src/S3Control/S3ControlEndpointMiddleware.php | S3ControlEndpointMiddleware.wrap | public static function wrap($region, array $options)
{
return function (callable $handler) use ($region, $options) {
return new self($handler, $region, $options);
};
} | php | public static function wrap($region, array $options)
{
return function (callable $handler) use ($region, $options) {
return new self($handler, $region, $options);
};
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aws/aws-sdk-php | src/S3/Crypto/InstructionFileMetadataStrategy.php | InstructionFileMetadataStrategy.save | public function save(MetadataEnvelope $envelope, array $args)
{
$this->client->putObject([
'Bucket' => $args['Bucket'],
'Key' => $args['Key'] . $this->suffix,
'Body' => json_encode($envelope)
]);
return $args;
} | php | public function save(MetadataEnvelope $envelope, array $args)
{
$this->client->putObject([
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'Body' => json_encode($envelope)
]);
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aws/aws-sdk-php | src/S3/Crypto/InstructionFileMetadataStrategy.php | InstructionFileMetadataStrategy.load | public function load(array $args)
{
$result = $this->client->getObject([
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'Key' => $args['Key'] . $this->suffix
]);
$metadataHeaders = json_decode($result['Body'], true);
$envelope = new MetadataEnvelope();
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{
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]);
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aws/aws-sdk-php | src/Api/Service.php | Service.createSerializer | public static function createSerializer(Service $api, $endpoint)
{
static $mapping = [
'json' => 'Aws\Api\Serializer\JsonRpcSerializer',
'query' => 'Aws\Api\Serializer\QuerySerializer',
'rest-json' => 'Aws\Api\Serializer\RestJsonSerializer',
'rest-xml... | php | public static function createSerializer(Service $api, $endpoint)
{
static $mapping = [
'json' => 'Aws\Api\Serializer\JsonRpcSerializer',
'query' => 'Aws\Api\Serializer\QuerySerializer',
'rest-json' => 'Aws\Api\Serializer\RestJsonSerializer',
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aws/aws-sdk-php | src/Api/Service.php | Service.getOperation | public function getOperation($name)
{
if (!isset($this->operations[$name])) {
if (!isset($this->definition['operations'][$name])) {
throw new \InvalidArgumentException("Unknown operation: $name");
}
$this->operations[$name] = new Operation(
... | php | public function getOperation($name)
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if (!isset($this->operations[$name])) {
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aws/aws-sdk-php | src/Api/Service.php | Service.getOperations | public function getOperations()
{
$result = [];
foreach ($this->definition['operations'] as $name => $definition) {
$result[$name] = $this->getOperation($name);
}
return $result;
} | php | public function getOperations()
{
$result = [];
foreach ($this->definition['operations'] as $name => $definition) {
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return $result;
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aws/aws-sdk-php | src/Api/Service.php | Service.getMetadata | public function getMetadata($key = null)
{
if (!$key) {
return $this['metadata'];
}
if (isset($this->definition['metadata'][$key])) {
return $this->definition['metadata'][$key];
}
return null;
} | php | public function getMetadata($key = null)
{
if (!$key) {
return $this['metadata'];
}
if (isset($this->definition['metadata'][$key])) {
return $this->definition['metadata'][$key];
}
return null;
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aws/aws-sdk-php | src/Api/Service.php | Service.getPaginators | public function getPaginators()
{
if (!isset($this->paginators)) {
$res = call_user_func(
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'paginator',
$this->serviceName,
$this->apiVersion
);
$this->paginators = isset($res['pagination']... | php | public function getPaginators()
{
if (!isset($this->paginators)) {
$res = call_user_func(
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aws/aws-sdk-php | src/Api/Service.php | Service.getPaginatorConfig | public function getPaginatorConfig($name)
{
static $defaults = [
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'output_token' => null,
'limit_key' => null,
'result_key' => null,
'more_results' => null,
];
if ($this->hasPaginator($name)) {
... | php | public function getPaginatorConfig($name)
{
static $defaults = [
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aws/aws-sdk-php | src/Api/Service.php | Service.getWaiters | public function getWaiters()
{
if (!isset($this->waiters)) {
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'waiter',
$this->serviceName,
$this->apiVersion
);
$this->waiters = isset($res['waiters'])
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{
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$this->waiters = isset($res['waiters'])
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aws/aws-sdk-php | src/Glacier/TreeHash.php | TreeHash.addChecksum | public function addChecksum($checksum, $inBinaryForm = false)
{
// Error if hash is already calculated
if ($this->hash) {
throw new \LogicException('You may not add more checksums to a '
. 'complete tree hash.');
}
// Convert the checksum to binary form i... | php | public function addChecksum($checksum, $inBinaryForm = false)
{
// Error if hash is already calculated
if ($this->hash) {
throw new \LogicException('You may not add more checksums to a '
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aws/aws-sdk-php | src/Glacier/GlacierClient.php | GlacierClient.getChecksumsMiddleware | private function getChecksumsMiddleware()
{
return function (callable $handler) {
return function (
CommandInterface $command,
RequestInterface $request = null
) use ($handler) {
// Accept "ContentSHA256" with a lowercase "c" to match o... | php | private function getChecksumsMiddleware()
{
return function (callable $handler) {
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aws/aws-sdk-php | src/Glacier/GlacierClient.php | GlacierClient.getApiVersionMiddleware | private function getApiVersionMiddleware()
{
return function (callable $handler) {
return function (
CommandInterface $command,
RequestInterface $request = null
) use ($handler) {
return $handler($command, $request->withHeader(
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{
return function (callable $handler) {
return function (
CommandInterface $command,
RequestInterface $request = null
) use ($handler) {
return $handler($command, $request->withHeader(
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aws/aws-sdk-php | src/Lambda/LambdaClient.php | LambdaClient.getDefaultCurlOptionsMiddleware | public function getDefaultCurlOptionsMiddleware()
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return Middleware::mapCommand(function (CommandInterface $cmd) {
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CURLOPT_TCP_KEEPALIVE => 1,
];
if (!isset($cmd['@http']['curl'])) {
$cmd['@http']['curl'] = $defaul... | php | public function getDefaultCurlOptionsMiddleware()
{
return Middleware::mapCommand(function (CommandInterface $cmd) {
$defaultCurlOptions = [
CURLOPT_TCP_KEEPALIVE => 1,
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aws/aws-sdk-php | src/ClientSideMonitoring/ConfigurationProvider.php | ConfigurationProvider.chain | public static function chain()
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aws/aws-sdk-php | src/ClientSideMonitoring/ConfigurationProvider.php | ConfigurationProvider.env | public static function env()
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return function () {
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aws/aws-sdk-php | src/ClientSideMonitoring/ConfigurationProvider.php | ConfigurationProvider.fallback | public static function fallback()
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self::DEFAULT_PORT,
self::DEFAULT_CLIENT_ID
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);
};
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return function() {
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self::DEFAULT_PORT,
self::DEFAULT_CLIENT_ID
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aws/aws-sdk-php | src/ClientSideMonitoring/ConfigurationProvider.php | ConfigurationProvider.memoize | public static function memoize(callable $provider)
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aws/aws-sdk-php | src/CloudFront/CloudFrontClient.php | CloudFrontClient.getSignedCookie | public function getSignedCookie(array $options)
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if (!isset($options[$required])) {
throw new \InvalidArgumentException("$required is required");
}
}
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... | php | public function getSignedCookie(array $options)
{
foreach (['key_pair_id', 'private_key'] as $required) {
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throw new \InvalidArgumentException("$required is required");
}
}
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{
$this->initProtocol($path);
// Some paths come through as S3:// for some reason.
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.validate | private function validate($path, $mode)
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}
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$errors = [];
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.getOptions | private function getOptions($removeContextData = false)
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{
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$options = [];
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.triggerError | private function triggerError($errors, $flags = null)
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if ($flags & STREAM_URL_STAT_QUIET) {
return $flags & STREAM_URL_STAT_LINK
// This is triggered for things like is_link()
? $this->formatUrlStat(fal... | php | private function triggerError($errors, $flags = null)
{
// This is triggered with things like file_exists()
if ($flags & STREAM_URL_STAT_QUIET) {
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.formatUrlStat | private function formatUrlStat($result = null)
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.createBucket | private function createBucket($path, array $params)
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}
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{
if ($this->getClient()->doesBucketExist($params['Bucket'])) {
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.deleteSubfolder | private function deleteSubfolder($path, $params)
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{
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.boolCall | private function boolCall(callable $fn, $flags = null)
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}
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try {
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aws/aws-sdk-php | src/S3/StreamWrapper.php | StreamWrapper.getSize | private function getSize()
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$size = $this->body->getSize();
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aws/aws-sdk-php | src/Api/Operation.php | Operation.getInput | public function getInput()
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if (!$this->input) {
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}
return $this->input;
} | php | public function getInput()
{
if (!$this->input) {
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aws/aws-sdk-php | src/Api/Operation.php | Operation.getErrors | public function getErrors()
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aws/aws-sdk-php | src/History.php | History.start | public function start(CommandInterface $cmd, RequestInterface $req)
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'request' => $req,
'result' => null,
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{
$ticket = uniqid();
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'request' => $req,
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aws/aws-sdk-php | src/DynamoDb/DynamoDbClient.php | DynamoDbClient.registerSessionHandler | public function registerSessionHandler(array $config = [])
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aws/aws-sdk-php | src/Sts/StsClient.php | StsClient.createCredentials | public function createCredentials(Result $result)
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if (!$result->hasKey('Credentials')) {
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aws/aws-sdk-php | src/Api/Parser/AbstractRestParser.php | AbstractRestParser.extractHeader | private function extractHeader(
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aws/aws-sdk-php | src/Api/Parser/AbstractRestParser.php | AbstractRestParser.extractHeaders | private function extractHeaders(
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foreac... | php | private function extractHeaders(
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$prefixLen = strlen($prefix);
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aws/aws-sdk-php | src/Api/Parser/AbstractRestParser.php | AbstractRestParser.extractStatus | private function extractStatus(
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ResponseInterface $response,
array &$result
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aws/aws-sdk-php | src/Signature/SignatureV4.php | SignatureV4.getHeaderBlacklist | private function getHeaderBlacklist()
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'max-forwards' => true,
'pragma' ... | php | private function getHeaderBlacklist()
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aws/aws-sdk-php | src/Signature/SignatureV4.php | SignatureV4.getPresignHeaders | private function getPresignHeaders(array $headers)
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aws/aws-sdk-php | src/Signature/SignatureV4.php | SignatureV4.convertPostToGet | public static function convertPostToGet(RequestInterface $request)
{
if ($request->getMethod() !== 'POST') {
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}
$sr = $request->withMethod('G... | php | public static function convertPostToGet(RequestInterface $request)
{
if ($request->getMethod() !== 'POST') {
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aws/aws-sdk-php | src/EndpointDiscovery/ConfigurationProvider.php | ConfigurationProvider.env | public static function env($cacheLimit = self::DEFAULT_CACHE_LIMIT)
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aws/aws-sdk-php | src/EndpointDiscovery/ConfigurationProvider.php | ConfigurationProvider.ini | public static function ini(
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aws/aws-sdk-php | src/MockHandler.php | MockHandler.appendException | public function appendException()
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aws/aws-sdk-php | src/CloudTrail/LogFileReader.php | LogFileReader.read | public function read($s3BucketName, $logFileKey)
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aws/aws-sdk-php | src/WrappedHttpHandler.php | WrappedHttpHandler.parseError | private function parseError(
array $err,
RequestInterface $request,
CommandInterface $command,
array $stats
) {
if (!isset($err['exception'])) {
throw new \RuntimeException('The HTTP handler was rejected without an "exception" key value pair.');
}
... | php | private function parseError(
array $err,
RequestInterface $request,
CommandInterface $command,
array $stats
) {
if (!isset($err['exception'])) {
throw new \RuntimeException('The HTTP handler was rejected without an "exception" key value pair.');
}
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aws/aws-sdk-php | src/CloudTrail/LogFileIterator.php | LogFileIterator.buildListObjectsIterator | private function buildListObjectsIterator(array $options)
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aws/aws-sdk-php | src/CloudTrail/LogFileIterator.php | LogFileIterator.normalizeDateValue | private function normalizeDateValue($date)
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$date = $date->format('U');
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aws/aws-sdk-php | src/CloudTrail/LogFileIterator.php | LogFileIterator.determineDateForPrefix | private function determineDateForPrefix($startDate, $endDate)
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aws/aws-sdk-php | src/CloudTrail/LogFileIterator.php | LogFileIterator.applyRegexFilter | private function applyRegexFilter(
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aws/aws-sdk-php | src/CloudTrail/LogFileIterator.php | LogFileIterator.applyDateFilter | private function applyDateFilter($objectsIterator, $startDate, $endDate)
{
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{
// If either a start or end date was provided, filter out dates that
// don't match the date range.
if ($startDate || $endDate) {
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aws/aws-sdk-php | src/Api/ApiProvider.php | ApiProvider.getVersions | public function getVersions($service)
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if (!isset($this->manifest)) {
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}
if (!isset($this->manifest[$service]['versions'])) {
return [];
}
return array_values(array_unique($this->manifest[$service]['versions']));
... | php | public function getVersions($service)
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if (!isset($this->manifest)) {
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}
if (!isset($this->manifest[$service]['versions'])) {
return [];
}
return array_values(array_unique($this->manifest[$service]['versions']));
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aws/aws-sdk-php | src/Api/ApiProvider.php | ApiProvider.buildVersionsList | private function buildVersionsList($service)
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aws/aws-sdk-php | src/Sqs/SqsClient.php | SqsClient.calculateMessageAttributesMd5 | private static function calculateMessageAttributesMd5($message)
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return null;
}
ksort($message['MessageAttributes']);
$attributeValues = "";
foreach ($me... | php | private static function calculateMessageAttributesMd5($message)
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aws/aws-sdk-php | src/Sqs/SqsClient.php | SqsClient.validateMd5 | private function validateMd5()
{
return static function (callable $handler) {
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if ($c->getName() !== 'ReceiveMessage') {
return $han... | php | private function validateMd5()
{
return static function (callable $handler) {
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End of preview. Expand in Data Studio
Dataset is imported from CodeXGLUE and pre-processed using their script.
Where to find in Semeru:
The dataset can be found at /nfs/semeru/semeru_datasets/code_xglue/code-to-text/php in Semeru
CodeXGLUE -- Code-To-Text
Task Definition
The task is to generate natural language comments for a code, and evaluted by smoothed bleu-4 score.
Dataset
The dataset we use comes from CodeSearchNet and we filter the dataset as the following:
- Remove examples that codes cannot be parsed into an abstract syntax tree.
- Remove examples that #tokens of documents is < 3 or >256
- Remove examples that documents contain special tokens (e.g. <img ...> or https:...)
- Remove examples that documents are not English.
Data Format
After preprocessing dataset, you can obtain three .jsonl files, i.e. train.jsonl, valid.jsonl, test.jsonl
For each file, each line in the uncompressed file represents one function. One row is illustrated below.
repo: the owner/repo
path: the full path to the original file
func_name: the function or method name
original_string: the raw string before tokenization or parsing
language: the programming language
code/function: the part of the
original_stringthat is codecode_tokens/function_tokens: tokenized version of
codedocstring: the top-level comment or docstring, if it exists in the original string
docstring_tokens: tokenized version of
docstring
Data Statistic
| Programming Language | Training | Dev | Test |
|---|---|---|---|
| PHP | 241,241 | 12,982 | 14,014 |
Reference
@article{husain2019codesearchnet,
title={Codesearchnet challenge: Evaluating the state of semantic code search},
author={Husain, Hamel and Wu, Ho-Hsiang and Gazit, Tiferet and Allamanis, Miltiadis and Brockschmidt, Marc},
journal={arXiv preprint arXiv:1909.09436},
year={2019}
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