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def get_recent_state(self, current_observation):
"""Return list of last observations
# Argument
current_observation (object): Last observation
# Returns
A list of the last observations
"""
# This code is slightly complicated by the fact that subsequent o... |
def sample(self, batch_size, batch_idxs=None):
"""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
"""
# It is no... |
def append(self, observation, action, reward, terminal, training=True):
"""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 ... |
def get_config(self):
"""Return configurations of SequentialMemory
# Returns
Dict of config
"""
config = super(SequentialMemory, self).get_config()
config['limit'] = self.limit
return config |
def sample(self, batch_size, batch_idxs=None):
"""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 rew... |
def append(self, observation, action, reward, terminal, training=True):
"""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... |
def finalize_episode(self, params):
"""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()
"""
total_reward = sum(self.intermediate_rewards)
... |
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
def _thunk():
env = gym.make(env_id... |
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 = [
template_click_option(),
click.option('--env-vars', '-n',
type=click.Path(exists=True),
... |
def get_or_default_template_file_name(ctx, param, provided_value, include_build):
"""
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... |
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_TEMPLATE_FILE",
... |
def create_tarball(tar_paths):
"""
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
Yie... |
def start(self):
"""
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.
... |
def _extract_functions(resources):
"""
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/CloudForma... |
def _convert_sam_function_resource(name, resource_properties, layers):
"""
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
... |
def _extract_sam_function_codeuri(name, resource_properties, code_property_key):
"""
Extracts the SAM Function CodeUri from the Resource Properties
Parameters
----------
name str
LogicalId of the resource
resource_properties dict
Dictionary repres... |
def _convert_lambda_function_resource(name, resource_properties, layers): # pylint: disable=invalid-name
"""
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 bec... |
def _extract_lambda_function_code(resource_properties, code_property_key):
"""
Extracts the Lambda Function Code from the Resource Properties
Parameters
----------
resource_properties dict
Dictionary representing the Properties of the Resource
code_property_k... |
def _parse_layer_info(list_of_layers, resources):
"""
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
... |
def resolve(self):
"""
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 _get_aws_variables(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
"""
result = {
# Variable that says this f... |
def _stringify_value(self, value):
"""
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 m... |
def create(self):
"""
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 conta... |
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.containers\
.get(self.id)\
... |
def start(self, input_data=None):
"""
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
---------... |
def _write_container_output(output_itr, stdout=None, stderr=None):
"""
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 comman... |
def cli(ctx, location, runtime, dependency_manager, output_dir, name, no_input):
""" \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 eve... |
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("[+] Initializing project structure...", fg="green")
no_build_msg = """
Project ge... |
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_overrides,
mode):
"""
Im... |
def get_apis(self):
"""
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": { # in... |
def _get_integration_function_name(self, method_config):
"""
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 integrati... |
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_build, parameter_overrides):
"""
Implementation of the ``cli`` method, just sep... |
def do_format(self, event_iterable):
"""
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 co... |
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)
return ' '.join([event.log_stream_name, event.timestamp, ev... |
def colorize_errors(event, colored):
"""
Highlights some commonly known Lambda error cases in red:
- Nodejs process crashes
- Lambda function timeouts
"""
nodejs_crash_msg = "Process exited before completing request"
timeout_msg = "Task timed out"
... |
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 = event.message.replace(self.keyword, highlight)
return eve... |
def format_json(event, colored):
"""
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
"""
try:
if event.message.startswith("{"):
msg_dict... |
def get_template_data(template_file):
"""
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
"""
if not pathlib.P... |
def move_template(src_template_path,
dest_template_path,
template_dict):
"""
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 writte... |
def _update_relative_paths(template_dict,
original_root,
new_root):
"""
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 tem... |
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 any part of the template,
and not just within resources.
"""
for key, val in template_dict.items():
if key == "Fn::Transform... |
def _resolve_relative_to(path, original_root, new_root):
"""
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... |
def parse_aws_include_transform(data):
"""
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": {
... |
def read(self):
"""
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_from_definition_body(self):
"""
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.
R... |
def _download_swagger(self, location):
"""
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
... |
def _download_from_s3(bucket, key, version=None):
"""
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 Versio... |
def _parse_s3_location(location):
"""
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... |
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
logging.getLogger().setLevel(logging.DEBUG) |
def _refresh_session(self):
"""
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 t... |
def generate_project(
location=None, runtime="nodejs", dependency_manager=None,
output_dir=".", name='sam-sample-app', no_input=False):
"""Generates project using cookiecutter and options given
Generate project scaffolds a project using default templates if user
doesn't provide one via loca... |
def to_utc(some_time):
"""
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
"""
# Convert timezone a... |
def parse_date(date_string):
"""
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 pr... |
def function_name(self):
"""
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 prov... |
def local_lambda_runner(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
"""
layer_downloader = LayerDownloade... |
def stdout(self):
"""
Returns stream writer for stdout to output Lambda function logs to
Returns
-------
samcli.lib.utils.stream_writer.StreamWriter
Stream writer for stdout
"""
stream = self._log_file_handle if self._log_file_handle else osutils.stdo... |
def stderr(self):
"""
Returns stream writer for stderr to output Lambda function errors to
Returns
-------
samcli.lib.utils.stream_writer.StreamWriter
Stream writer for stderr
"""
stream = self._log_file_handle if self._log_file_handle else osutils.st... |
def get_cwd(self):
"""
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: W... |
def _get_env_vars_value(filename):
"""
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 varia... |
def _get_debug_context(debug_port, debug_args, debugger_path):
"""
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 ... |
def _read_socket(socket):
"""
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 fr... |
def _read_payload(socket, payload_size):
"""
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.
... |
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 = value
return value
return click.option('--debug',
e... |
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.region = value
return value
return click.option('--region',
... |
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.profile = value
return value
return click.option('--profile',
... |
def resource_not_found(function_name):
"""
Creates a Lambda Service ResourceNotFound Response
Parameters
----------
function_name str
Name of the function that was requested to invoke
Returns
-------
Flask.Response
A response obje... |
def invalid_request_content(message):
"""
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 r... |
def unsupported_media_type(content_type):
"""
Creates a Lambda Service UnsupportedMediaType Response
Parameters
----------
content_type str
Content Type of the request that was made
Returns
-------
Flask.Response
A response object... |
def generic_service_exception(*args):
"""
Creates a Lambda Service Generic ServiceException Response
Parameters
----------
args list
List of arguments Flask passes to the method
Returns
-------
Flask.Response
A response object rep... |
def generic_path_not_found(*args):
"""
Creates a Lambda Service Generic PathNotFound Response
Parameters
----------
args list
List of arguments Flask passes to the method
Returns
-------
Flask.Response
A response object representi... |
def generic_method_not_allowed(*args):
"""
Creates a Lambda Service Generic MethodNotAllowed Response
Parameters
----------
args list
List of arguments Flask passes to the method
Returns
-------
Flask.Response
A response object re... |
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 = SamTemplateValidator(sam_template, ManagedPolicyLoader(iam_client))
try:
valid... |
def _read_sam_file(template):
"""
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 fi... |
def resolve_code_path(cwd, codeuri):
"""
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
---... |
def convert_path_to_flask(path):
"""
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 rep... |
def convert_path_to_api_gateway(path):
"""
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 st... |
def get_function_name(integration_uri):
"""
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 La... |
def _get_function_arn(uri_data):
"""
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
... |
def _get_function_name_from_arn(function_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 Non... |
def _resolve_fn_sub(uri_data):
"""
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/funct... |
def _is_sub_intrinsic(data):
"""
Is this input data a Fn::Sub intrinsic function
Parameters
----------
data
Data to check
Returns
-------
bool
True if the data Fn::Sub intrinsic function
"""
return isinstance(data,... |
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_pull_image, force_image_build, parameter_overrides):
"""
Implementation of th... |
def _get_event(event_file_name):
"""
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
"""
if event_file_name == STDIN_FILE_NAM... |
def normalize(template_dict):
"""
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
"""
resources... |
def _replace_property(property_key, property_value, resource, logical_id):
"""
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
proper... |
def _set_commands(package_names):
"""
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 ... |
def get_command(self, ctx, cmd_name):
"""
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 write(self, output):
"""
Writes specified text to the underlying stream
Parameters
----------
output bytes-like object
Bytes to write
"""
self._stream.write(output)
if self._auto_flush:
self._stream.flush() |
def get_workflow_config(runtime, code_dir, project_dir):
"""
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... |
def supports_build_in_container(config):
"""
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
-------
tu... |
def get_config(self, code_dir, project_dir):
"""
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
------
ValueEr... |
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
"""
# Get the actual tag name excluding the first exclamation
tag = node.tag[1:]
# Some intrinsic functions ... |
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:
yaml.SafeLoader.... |
def encode(self, tags, encoding, values_to_sub):
"""
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... |
def generate_event(self, service_name, event_type, values_to_sub):
"""
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)
... |
def underline(self, msg):
"""Underline the input"""
return click.style(msg, underline=True) if self.colorize else msg |
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 |
def fetch(self, log_group_name, start=None, end=None, filter_pattern=None):
"""
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
----------
lo... |
def tail(self, log_group_name, start=None, filter_pattern=None, max_retries=1000, poll_interval=0.3):
"""
** 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... |
def _compute_layer_version(is_defined_within_template, arn):
"""
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 Resourc... |
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