# Path: sacred/commandline_options.py
# def cli_option(short_flag: str, long_flag: str, is_flag=False):
#     def wrapper(f: CLIFunction):
#         return CLIOption(f, short_flag, long_flag, is_flag)
# 
#     return wrapper
# 
# Path: sacred/dependencies.py
# def get_digest(filename):
#     """Compute the MD5 hash for a given file."""
#     h = hashlib.md5()
#     with open(filename, "rb") as f:
#         data = f.read(1 * MB)
#         while data:
#             h.update(data)
#             data = f.read(1 * MB)
#         return h.hexdigest()
# 
# Path: sacred/observers/base.py
# class RunObserver:
#     """Defines the interface for all run observers."""
# 
#     priority = 0
# 
#     def queued_event(
#         self, ex_info, command, host_info, queue_time, config, meta_info, _id
#     ):
#         pass
# 
#     def started_event(
#         self, ex_info, command, host_info, start_time, config, meta_info, _id
#     ):
#         pass
# 
#     def heartbeat_event(self, info, captured_out, beat_time, result):
#         pass
# 
#     def completed_event(self, stop_time, result):
#         pass
# 
#     def interrupted_event(self, interrupt_time, status):
#         pass
# 
#     def failed_event(self, fail_time, fail_trace):
#         pass
# 
#     def resource_event(self, filename):
#         pass
# 
#     def artifact_event(self, name, filename, metadata=None, content_type=None):
#         pass
# 
#     def log_metrics(self, metrics_by_name, info):
#         pass
# 
#     def join(self):
#         pass
# 
# Path: sacred/serializer.py
# def flatten(obj):
#     return _json.loads(json.encode(obj, keys=True))


import json
import os
import os.path
import re
import socket
        import boto3
        import boto3
from sacred.commandline_options import cli_option
from sacred.dependencies import get_digest
from sacred.observers.base import RunObserver
from sacred.serializer import flatten
        from botocore.errorfactory import ClientError
        self.save_file(filename, name)
        self.run_entry["artifacts"].append(name)
        self.save_json(self.run_entry, "run.json")

    def log_metrics(self, metrics_by_name, info):
        """Store new measurements into metrics.json."""
        for metric_name, metric_ptr in metrics_by_name.items():

            if metric_name not in self.saved_metrics:
                self.saved_metrics[metric_name] = {
                    "values": [],
                    "steps": [],
                    "timestamps": [],
                }

            self.saved_metrics[metric_name]["values"] += metric_ptr["values"]
            self.saved_metrics[metric_name]["steps"] += metric_ptr["steps"]

            timestamps_norm = [ts.isoformat() for ts in metric_ptr["timestamps"]]
            self.saved_metrics[metric_name]["timestamps"] += timestamps_norm

        self.save_json(self.saved_metrics, "metrics.json")

    def __eq__(self, other):
        if isinstance(other, S3Observer):
            return self.bucket == other.bucket and self.basedir == other.basedir
        else:
            return False



# Path: sacred/commandline_options.py
# def cli_option(short_flag: str, long_flag: str, is_flag=False):
#     def wrapper(f: CLIFunction):
#         return CLIOption(f, short_flag, long_flag, is_flag)
# 
#     return wrapper
# 
# Path: sacred/dependencies.py
# def get_digest(filename):
#     """Compute the MD5 hash for a given file."""
#     h = hashlib.md5()
#     with open(filename, "rb") as f:
#         data = f.read(1 * MB)
#         while data:
#             h.update(data)
#             data = f.read(1 * MB)
#         return h.hexdigest()
# 
# Path: sacred/observers/base.py
# class RunObserver:
#     """Defines the interface for all run observers."""
# 
#     priority = 0
# 
#     def queued_event(
#         self, ex_info, command, host_info, queue_time, config, meta_info, _id
#     ):
#         pass
# 
#     def started_event(
#         self, ex_info, command, host_info, start_time, config, meta_info, _id
#     ):
#         pass
# 
#     def heartbeat_event(self, info, captured_out, beat_time, result):
#         pass
# 
#     def completed_event(self, stop_time, result):
#         pass
# 
#     def interrupted_event(self, interrupt_time, status):
#         pass
# 
#     def failed_event(self, fail_time, fail_trace):
#         pass
# 
#     def resource_event(self, filename):
#         pass
# 
#     def artifact_event(self, name, filename, metadata=None, content_type=None):
#         pass
# 
#     def log_metrics(self, metrics_by_name, info):
#         pass
# 
#     def join(self):
#         pass
# 
# Path: sacred/serializer.py
# def flatten(obj):
#     return _json.loads(json.encode(obj, keys=True))


# Path: sacred/observers/s3_observer.py
import json
import os
import os.path
import re
import socket
        import boto3
        import boto3
from sacred.commandline_options import cli_option
from sacred.dependencies import get_digest
from sacred.observers.base import RunObserver
from sacred.serializer import flatten
        from botocore.errorfactory import ClientError

        self.save_file(filename, name)
        self.run_entry["artifacts"].append(name)
        self.save_json(self.run_entry, "run.json")

    def log_metrics(self, metrics_by_name, info):
        """Store new measurements into metrics.json."""
        for metric_name, metric_ptr in metrics_by_name.items():

            if metric_name not in self.saved_metrics:
                self.saved_metrics[metric_name] = {
                    "values": [],
                    "steps": [],
                    "timestamps": [],
                }

            self.saved_metrics[metric_name]["values"] += metric_ptr["values"]
            self.saved_metrics[metric_name]["steps"] += metric_ptr["steps"]

            timestamps_norm = [ts.isoformat() for ts in metric_ptr["timestamps"]]
            self.saved_metrics[metric_name]["timestamps"] += timestamps_norm

        self.save_json(self.saved_metrics, "metrics.json")

    def __eq__(self, other):
        if isinstance(other, S3Observer):
            return self.bucket == other.bucket and self.basedir == other.basedir
        else:
            return False



@cli_option("-S", "--s3")