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Return list of last observations # Argument current_observation (object): Last observation # Returns A list of the last observations def get_recent_state(self, current_observation): """Return list of last observations # Argument current_observation...
Return a randomized batch of experiences # Argument batch_size (int): Size of the all batch batch_idxs (int): Indexes to extract # Returns A list of experiences randomly selected def sample(self, batch_size, batch_idxs=None): """Return a randomized batch of ...
Append an observation to the memory # Argument observation (dict): Observation returned by environment action (int): Action taken to obtain this observation reward (float): Reward obtained by taking this action terminal (boolean): Is the state terminal def appen...
Return configurations of SequentialMemory # Returns Dict of config def get_config(self): """Return configurations of SequentialMemory # Returns Dict of config """ config = super(SequentialMemory, self).get_config() config['limit'] = self.limit ...
Return a randomized batch of params and rewards # Argument batch_size (int): Size of the all batch batch_idxs (int): Indexes to extract # Returns A list of params randomly selected and a list of associated rewards def sample(self, batch_size, batch_idxs=None): ...
Append a reward to the memory # Argument observation (dict): Observation returned by environment action (int): Action taken to obtain this observation reward (float): Reward obtained by taking this action terminal (boolean): Is the state terminal def append(self...
Closes the current episode, sums up rewards and stores the parameters # Argument params (object): Parameters associated with the episode to be stored and then retrieved back in sample() def finalize_episode(self, params): """Closes the current episode, sums up rewards and stores the parame...
Create a wrapped, SubprocVecEnv for Gym Environments. def make_gym_env(env_id, num_env=2, seed=123, wrapper_kwargs=None, start_index=0): """ Create a wrapped, SubprocVecEnv for Gym Environments. """ if wrapper_kwargs is None: wrapper_kwargs = {} def make_env(rank): # pylint: disable=C0111 ...
Common CLI options shared by "local invoke" and "local start-api" commands :param f: Callback passed by Click def invoke_common_options(f): """ Common CLI options shared by "local invoke" and "local start-api" commands :param f: Callback passed by Click """ invoke_options = [ templat...
Default value for the template file name option is more complex than what Click can handle. This method either returns user provided file name or one of the two default options (template.yaml/template.yml) depending on the file that exists :param ctx: Click Context :param param: Param name :param p...
Click Option for template option def template_click_option(include_build=True): """ Click Option for template option """ return click.option('--template', '-t', default=_TEMPLATE_OPTION_DEFAULT_VALUE, type=click.Path(), envvar="SAM...
Context Manger that creates the tarball of the Docker Context to use for building the image Parameters ---------- tar_paths dict(str, str) Key representing a full path to the file or directory and the Value representing the path within the tarball Yields ------ The tarball file de...
Creates and starts the Local Lambda Invoke service. This method will block until the service is stopped manually using an interrupt. After the service is started, callers can make HTTP requests to the endpoint to invoke the Lambda function and receive a response. NOTE: This is a blocking call t...
Extracts and returns function information from the given dictionary of SAM/CloudFormation resources. This method supports functions defined with AWS::Serverless::Function and AWS::Lambda::Function :param dict resources: Dictionary of SAM/CloudFormation resources :return dict(string : samcli.com...
Converts a AWS::Serverless::Function resource to a Function configuration usable by the provider. :param string name: LogicalID of the resource NOTE: This is *not* the function name because not all functions declare a name :param dict resource_properties: Properties of this resource ...
Extracts the SAM Function CodeUri from the Resource Properties Parameters ---------- name str LogicalId of the resource resource_properties dict Dictionary representing the Properties of the Resource code_property_key str Property Key of the c...
Converts a AWS::Serverless::Function resource to a Function configuration usable by the provider. :param string name: LogicalID of the resource NOTE: This is *not* the function name because not all functions declare a name :param dict resource_properties: Properties of this resource ...
Extracts the Lambda Function Code from the Resource Properties Parameters ---------- resource_properties dict Dictionary representing the Properties of the Resource code_property_key str Property Key of the code on the Resource Returns ------- ...
Creates a list of Layer objects that are represented by the resources and the list of layers Parameters ---------- list_of_layers List(str) List of layers that are defined within the Layers Property on a function resources dict The Resources dictionary defined in...
Resolves the values from different sources and returns a dict of environment variables to use when running the function locally. :return dict: Dict where key is the variable name and value is the value of the variable. Both key and values are strings def resolve(self): """ ...
Returns the AWS specific environment variables that should be available in the Lambda runtime. They are prefixed it "AWS_*". :return dict: Name and value of AWS environment variable def _get_aws_variables(self): """ Returns the AWS specific environment variables that should be availabl...
This method stringifies values of environment variables. If the value of the method is a list or dictionary, then this method will replace it with empty string. Values of environment variables in Lambda must be a string. List or dictionary usually means they are intrinsic functions which have not been r...
Calls Docker API to creates the Docker container instance. Creating the container does *not* run the container. Use ``start`` method to run the container :return string: ID of the created container :raise RuntimeError: If this method is called after a container already has been created def cre...
Removes a container that was created earlier. def delete(self): """ Removes a container that was created earlier. """ if not self.is_created(): LOG.debug("Container was not created. Skipping deletion") return try: self.docker_client.container...
Calls Docker API to start the container. The container must be created at the first place to run. It waits for the container to complete, fetches both stdout and stderr logs and returns through the given streams. Parameters ---------- input_data Optional. Input data ...
Based on the data returned from the Container output, via the iterator, write it to the appropriate streams Parameters ---------- output_itr: Iterator Iterator returned by the Docker Attach command stdout: samcli.lib.utils.stream_writer.StreamWriter, optional Str...
\b Initialize a serverless application with a SAM template, folder structure for your Lambda functions, connected to an event source such as APIs, S3 Buckets or DynamoDB Tables. This application includes everything you need to get started with serverless and eventually grow into a produc...
Implementation of the ``cli`` method, just separated out for unit testing purposes def do_cli(ctx, location, runtime, dependency_manager, output_dir, name, no_input): """ Implementation of the ``cli`` method, just separated out for unit testing purposes """ LOG.debug("Init command") click.secho("[+...
Implementation of the ``cli`` method def do_cli(function_identifier, # pylint: disable=too-many-locals template, base_dir, build_dir, clean, use_container, manifest_path, docker_network, skip_pull_image, parameter_overr...
Parses a swagger document and returns a list of APIs configured in the document. Swagger documents have the following structure { "/path1": { # path "get": { # method "x-amazon-apigateway-integration": { # integration "type"...
Tries to parse the Lambda Function name from the Integration defined in the method configuration. Integration configuration is defined under the special "x-amazon-apigateway-integration" key. We care only about Lambda integrations, which are of type aws_proxy, and ignore the rest. Integration URI is com...
Implementation of the ``cli`` method, just separated out for unit testing purposes def do_cli(ctx, host, port, template, env_vars, debug_port, debug_args, # pylint: disable=R0914 debugger_path, docker_volume_basedir, docker_network, log_file, layer_cache_basedir, skip_pull_image, force_image_bui...
Formats the given CloudWatch Logs Event dictionary as necessary and returns an iterable that will return the formatted string. This can be used to parse and format the events based on context ie. In Lambda Function logs, a formatter may wish to color the "ERROR" keywords red, or highlight a filt...
Basic formatter to convert an event object to string def _pretty_print_event(event, colored): """ Basic formatter to convert an event object to string """ event.timestamp = colored.yellow(event.timestamp) event.log_stream_name = colored.cyan(event.log_stream_name) retur...
Highlights some commonly known Lambda error cases in red: - Nodejs process crashes - Lambda function timeouts def colorize_errors(event, colored): """ Highlights some commonly known Lambda error cases in red: - Nodejs process crashes - Lambda function tim...
Highlight the keyword in the log statement by drawing an underline def highlight_keywords(self, event, colored): """ Highlight the keyword in the log statement by drawing an underline """ if self.keyword: highlight = colored.underline(self.keyword) event.message ...
If the event message is a JSON string, then pretty print the JSON with 2 indents and sort the keys. This makes it very easy to visually parse and search JSON data def format_json(event, colored): """ If the event message is a JSON string, then pretty print the JSON with 2 indents and sort the k...
Read the template file, parse it as JSON/YAML and return the template as a dictionary. Parameters ---------- template_file : string Path to the template to read Returns ------- Template data as a dictionary def get_template_data(template_file): """ Read the template file, pars...
Move the SAM/CloudFormation template from ``src_template_path`` to ``dest_template_path``. For convenience, this method accepts a dictionary of template data ``template_dict`` that will be written to the destination instead of reading from the source file. SAM/CloudFormation template can contain certain pr...
SAM/CloudFormation template can contain certain properties whose value is a relative path to a local file/folder. This path is usually relative to the template's location. If the template is being moved from original location ``original_root`` to new location ``new_root``, use this method to update these paths ...
Update relative paths in "AWS::Include" directive. This directive can be present at any part of the template, and not just within resources. def _update_aws_include_relative_path(template_dict, original_root, new_root): """ Update relative paths in "AWS::Include" directive. This directive can be present at...
If the given ``path`` is a relative path, then assume it is relative to ``original_root``. This method will update the path to be resolve it relative to ``new_root`` and return. Examples ------- # Assume a file called template.txt at location /tmp/original/root/template.txt expressed as relative pa...
If the input data is an AWS::Include data, then parse and return the location of the included file. AWS::Include transform data usually has the following format: { "Fn::Transform": { "Name": "AWS::Include", "Parameters": { "Location": "s3://MyAmazonS3BucketName/s...
Gets the Swagger document from either of the given locations. If we fail to retrieve or parse the Swagger file, this method will return None. Returns ------- dict: Swagger document. None, if we cannot retrieve the document def read(self): """ Gets the Swagge...
Read the Swagger document from DefinitionBody. It could either be an inline Swagger dictionary or an AWS::Include macro that contains location of the included Swagger. In the later case, we will download and parse the Swagger document. Returns ------- dict Swagger do...
Download the file from given local or remote location and return it Parameters ---------- location : str or dict Local path or S3 path to Swagger file to download. Consult the ``__init__.py`` documentation for specifics on structure of this property. Returns ...
Download a file from given S3 location, if available. Parameters ---------- bucket : str S3 Bucket name key : str S3 Bucket Key aka file path version : str Optional Version ID of the file Returns ------- str ...
Parses the given location input as a S3 Location and returns the file's bucket, key and version as separate values. Input can be in two different formats: 1. Dictionary with ``Bucket``, ``Key``, ``Version`` keys 2. String of S3 URI in format ``s3://<bucket>/<key>?versionId=<version>`` ...
Turn on debug logging if necessary. :param value: Value of debug flag def debug(self, value): """ Turn on debug logging if necessary. :param value: Value of debug flag """ self._debug = value if self._debug: # Turn on debug logging logg...
Update boto3's default session by creating a new session based on values set in the context. Some properties of the Boto3's session object are read-only. Therefore when Click parses new AWS session related properties (like region & profile), it will call this method to create a new session with latest v...
Generates project using cookiecutter and options given Generate project scaffolds a project using default templates if user doesn't provide one via location parameter. Default templates are automatically chosen depending on runtime given by the user. Parameters ---------- location: Path, optio...
Convert the given date to UTC, if the date contains a timezone. Parameters ---------- some_time : datetime.datetime datetime object to convert to UTC Returns ------- datetime.datetime Converted datetime object def to_utc(some_time): """ Convert the given date to UTC, i...
Parse the given string as datetime object. This parser supports in almost any string formats. For relative times, like `10min ago`, this parser computes the actual time relative to current UTC time. This allows time to always be in UTC if an explicit time zone is not provided. Parameters ---------- ...
Returns name of the function to invoke. If no function identifier is provided, this method will return name of the only function from the template :return string: Name of the function :raises InvokeContextException: If function identifier is not provided def function_name(self): """ ...
Returns an instance of the runner capable of running Lambda functions locally :return samcli.commands.local.lib.local_lambda.LocalLambdaRunner: Runner configured to run Lambda functions locally def local_lambda_runner(self): """ Returns an instance of the runner capable of running ...
Returns stream writer for stdout to output Lambda function logs to Returns ------- samcli.lib.utils.stream_writer.StreamWriter Stream writer for stdout def stdout(self): """ Returns stream writer for stdout to output Lambda function logs to Returns ...
Returns stream writer for stderr to output Lambda function errors to Returns ------- samcli.lib.utils.stream_writer.StreamWriter Stream writer for stderr def stderr(self): """ Returns stream writer for stderr to output Lambda function errors to Returns ...
Get the working directory. This is usually relative to the directory that contains the template. If a Docker volume location is specified, it takes preference All Lambda function code paths are resolved relative to this working directory :return string: Working directory def get_cwd(self): ...
If the user provided a file containing values of environment variables, this method will read the file and return its value :param string filename: Path to file containing environment variable values :return dict: Value of environment variables, if provided. None otherwise :raises Invok...
Creates a DebugContext if the InvokeContext is in a debugging mode Parameters ---------- debug_port int Port to bind the debugger to debug_args str Additional arguments passed to the debugger debugger_path str Path to the directory of the deb...
The stdout and stderr data from the container multiplexed into one stream of response from the Docker API. It follows the protocol described here https://docs.docker.com/engine/api/v1.30/#operation/ContainerAttach. The stream starts with a 8 byte header that contains the frame type and also payload size. Follwi...
From the given socket, reads and yields payload of the given size. With sockets, we don't receive all data at once. Therefore this method will yield each time we read some data from the socket until the payload_size has reached or socket has no more data. Parameters ---------- socket Socket...
Configures --debug option for CLI :param f: Callback Function to be passed to Click def debug_option(f): """ Configures --debug option for CLI :param f: Callback Function to be passed to Click """ def callback(ctx, param, value): state = ctx.ensure_object(Context) state.debug ...
Configures --region option for CLI :param f: Callback Function to be passed to Click def region_option(f): """ Configures --region option for CLI :param f: Callback Function to be passed to Click """ def callback(ctx, param, value): state = ctx.ensure_object(Context) state.reg...
Configures --profile option for CLI :param f: Callback Function to be passed to Click def profile_option(f): """ Configures --profile option for CLI :param f: Callback Function to be passed to Click """ def callback(ctx, param, value): state = ctx.ensure_object(Context) state....
Creates a Lambda Service ResourceNotFound Response Parameters ---------- function_name str Name of the function that was requested to invoke Returns ------- Flask.Response A response object representing the ResourceNotFound Error def resource_no...
Creates a Lambda Service InvalidRequestContent Response Parameters ---------- message str Message to be added to the body of the response Returns ------- Flask.Response A response object representing the InvalidRequestContent Error def invalid_r...
Creates a Lambda Service UnsupportedMediaType Response Parameters ---------- content_type str Content Type of the request that was made Returns ------- Flask.Response A response object representing the UnsupportedMediaType Error def unsupported_...
Creates a Lambda Service Generic ServiceException Response Parameters ---------- args list List of arguments Flask passes to the method Returns ------- Flask.Response A response object representing the GenericServiceException Error def generic_s...
Creates a Lambda Service Generic PathNotFound Response Parameters ---------- args list List of arguments Flask passes to the method Returns ------- Flask.Response A response object representing the GenericPathNotFound Error def generic_path_not_...
Creates a Lambda Service Generic MethodNotAllowed Response Parameters ---------- args list List of arguments Flask passes to the method Returns ------- Flask.Response A response object representing the GenericMethodNotAllowed Error def generic_m...
Implementation of the ``cli`` method, just separated out for unit testing purposes def do_cli(ctx, template): """ Implementation of the ``cli`` method, just separated out for unit testing purposes """ sam_template = _read_sam_file(template) iam_client = boto3.client('iam') validator = SamTemp...
Reads the file (json and yaml supported) provided and returns the dictionary representation of the file. :param str template: Path to the template file :return dict: Dictionary representing the SAM Template :raises: SamTemplateNotFoundException when the template file does not exist def _read_sam_file(temp...
Returns path to the function code resolved based on current working directory. Parameters ---------- cwd str Current working directory codeuri CodeURI of the function. This should contain the path to the function code Returns ------- str Absolute path to the functio...
Converts a Path from an Api Gateway defined path to one that is accepted by Flask Examples: '/id/{id}' => '/id/<id>' '/{proxy+}' => '/<path:proxy>' :param str path: Path to convert to Flask defined path :return str: Path representing a Flask path def convert_path_to_flask(pat...
Converts a Path from a Flask defined path to one that is accepted by Api Gateway Examples: '/id/<id>' => '/id/{id}' '/<path:proxy>' => '/{proxy+}' :param str path: Path to convert to Api Gateway defined path :return str: Path representing an Api Gateway path def convert_path_...
Gets the name of the function from the Integration URI ARN. This is a best effort service which returns None if function name could not be parsed. This can happen when the ARN is an intrinsic function which is too complex or the ARN is not a Lambda integration. Parameters ---------- ...
Integration URI can be expressed in various shapes and forms. This method normalizes the Integration URI ARN and returns the Lambda Function ARN. Here are the different forms of Integration URI ARN: - String: - Fully resolved ARN - ARN with Stage Variables: Ex: arn...
Given the integration ARN, extract the Lambda function name from the ARN. If there are stage variables, or other unsupported formats, this function will return None. Parameters ---------- function_arn : basestring or None Function ARN from the swagger document Retur...
Tries to resolve an Integration URI which contains Fn::Sub intrinsic function. This method tries to resolve and produce a string output. Example: { "Fn::Sub": "arn:aws:apigateway:${AWS::Region}:lambda:path/2015-03-31/functions/${LambdaFunction.Arn}/invocations" } ...
Is this input data a Fn::Sub intrinsic function Parameters ---------- data Data to check Returns ------- bool True if the data Fn::Sub intrinsic function def _is_sub_intrinsic(data): """ Is this input data a Fn::Sub intrinsic fun...
Implementation of the ``cli`` method, just separated out for unit testing purposes def do_cli(ctx, function_identifier, template, event, no_event, env_vars, debug_port, # pylint: disable=R0914 debug_args, debugger_path, docker_volume_basedir, docker_network, log_file, layer_cache_basedir, skip_p...
Read the event JSON data from the given file. If no file is provided, read the event from stdin. :param string event_file_name: Path to event file, or '-' for stdin :return string: Contents of the event file or stdin def _get_event(event_file_name): """ Read the event JSON data from the given file. If...
Normalize all Resources in the template with the Metadata Key on the resource. This method will mutate the template Parameters ---------- template_dict dict Dictionary representing the template def normalize(template_dict): """ Normalize all Resources in th...
Replace a property with an asset on a given resource This method will mutate the template Parameters ---------- property str The property to replace on the resource property_value str The new value of the property resource dict Dictio...
Extract the command name from package name. Last part of the module path is the command ie. if path is foo.bar.baz, then "baz" is the command name. :param package_names: List of package names :return: Dictionary with command name as key and the package name as value. def _set_commands(package_...
Overrides method from ``click.MultiCommand`` that returns Click CLI object for given command name, if found. :param ctx: Click context :param cmd_name: Top-level command name :return: Click object representing the command def get_command(self, ctx, cmd_name): """ Overrides meth...
Writes specified text to the underlying stream Parameters ---------- output bytes-like object Bytes to write def write(self, output): """ Writes specified text to the underlying stream Parameters ---------- output bytes-like object ...
Get a workflow config that corresponds to the runtime provided. This method examines contents of the project and code directories to determine the most appropriate workflow for the given runtime. Currently the decision is based on the presence of a supported manifest file. For runtimes that have more than one w...
Given a workflow config, this method provides a boolean on whether the workflow can run within a container or not. Parameters ---------- config namedtuple(Capability) Config specifying the particular build workflow Returns ------- tuple(bool, str) True, if this workflow can be ...
Finds a configuration by looking for a manifest in the given directories. Returns ------- samcli.lib.build.workflow_config.CONFIG A supported configuration if one is found Raises ------ ValueError If none of the supported manifests files are foun...
YAML constructor to parse CloudFormation intrinsics. This will return a dictionary with key being the instrinsic name def intrinsics_multi_constructor(loader, tag_prefix, node): """ YAML constructor to parse CloudFormation intrinsics. This will return a dictionary with key being the instrinsic name ...
Parse a yaml string def yaml_parse(yamlstr): """Parse a yaml string""" try: # PyYAML doesn't support json as well as it should, so if the input # is actually just json it is better to parse it with the standard # json parser. return json.loads(yamlstr) except ValueError: ...
reads the encoding type from the event-mapping.json and determines whether a value needs encoding Parameters ---------- tags: dict the values of a particular event that can be substituted within the event json encoding: string string that help...
opens the event json, substitutes the values in, and returns the customized event json Parameters ---------- service_name: string name of the top level service (S3, apigateway, etc) event_type: string name of the event underneath the service value...
Underline the input def underline(self, msg): """Underline the input""" return click.style(msg, underline=True) if self.colorize else msg
Internal helper method to add colors to input def _color(self, msg, color): """Internal helper method to add colors to input""" kwargs = {'fg': color} return click.style(msg, **kwargs) if self.colorize else msg
Fetch logs from all streams under the given CloudWatch Log Group and yields in the output. Optionally, caller can filter the logs using a pattern or a start/end time. Parameters ---------- log_group_name : string Name of CloudWatch Logs Group to query. start : datet...
** This is a long blocking call ** Fetches logs from CloudWatch logs similar to the ``fetch`` method, but instead of stopping after all logs have been fetched, this method continues to poll CloudWatch for new logs. So this essentially simulates the ``tail -f`` bash command. If no logs ...
Parses out the Layer version from the arn Parameters ---------- is_defined_within_template bool True if the resource is a Ref to a resource otherwise False arn str ARN of the Resource Returns ------- int The Version of the Lay...