#### What this does ####
#    On success + failure, log events to Supabase

from datetime import datetime
from typing import Final, cast

import litellm
from litellm._logging import print_verbose, verbose_logger
from litellm.types.utils import StandardLoggingPayload


class S3Logger:
    # Class variables or attributes
    def __init__(
        self,
        s3_bucket_name=None,
        s3_path=None,
        s3_region_name=None,
        s3_api_version=None,
        s3_use_ssl=True,
        s3_verify=None,
        s3_endpoint_url=None,
        s3_aws_access_key_id=None,
        s3_aws_secret_access_key=None,
        s3_aws_session_token=None,
        s3_config=None,
        s3_server_side_encryption: str | None = None,
        s3_sse_kms_key_id: str | None = None,
        **kwargs,
    ):
        import boto3

        try:
            verbose_logger.debug("in init s3 logger - s3_callback_params %s", litellm.s3_callback_params)

            s3_use_team_prefix = False

            if litellm.s3_callback_params is not None:
                # read in .env variables - example os.environ/AWS_BUCKET_NAME
                for key, value in litellm.s3_callback_params.items():
                    if isinstance(value, str) and value.startswith("os.environ/"):
                        litellm.s3_callback_params[key] = litellm.get_secret(value)
                # now set s3 params from litellm.s3_logger_params
                s3_bucket_name = litellm.s3_callback_params.get("s3_bucket_name")
                s3_region_name = litellm.s3_callback_params.get("s3_region_name")
                s3_api_version = litellm.s3_callback_params.get("s3_api_version")
                s3_use_ssl = litellm.s3_callback_params.get("s3_use_ssl", True)
                s3_verify = litellm.s3_callback_params.get("s3_verify")
                s3_endpoint_url = litellm.s3_callback_params.get("s3_endpoint_url")
                s3_aws_access_key_id = litellm.s3_callback_params.get("s3_aws_access_key_id")
                s3_aws_secret_access_key = litellm.s3_callback_params.get("s3_aws_secret_access_key")
                s3_aws_session_token = litellm.s3_callback_params.get("s3_aws_session_token")
                s3_config = litellm.s3_callback_params.get("s3_config")
                s3_path = litellm.s3_callback_params.get("s3_path")
                s3_server_side_encryption = litellm.s3_callback_params.get("s3_server_side_encryption")
                s3_sse_kms_key_id = litellm.s3_callback_params.get("s3_sse_kms_key_id")
                # done reading litellm.s3_callback_params
                s3_use_team_prefix = bool(litellm.s3_callback_params.get("s3_use_team_prefix", False))
            self.s3_use_team_prefix = s3_use_team_prefix
            self.bucket_name = s3_bucket_name
            self.s3_path = s3_path
            self.s3_server_side_encryption, self.s3_sse_kms_key_id = resolve_sse_params(
                s3_server_side_encryption, s3_sse_kms_key_id
            )
            verbose_logger.debug("s3 logger using endpoint url %s", s3_endpoint_url)
            # Create an S3 client with custom endpoint URL
            self.s3_client = boto3.client(
                "s3",
                region_name=s3_region_name,
                endpoint_url=s3_endpoint_url,
                api_version=s3_api_version,
                use_ssl=s3_use_ssl,
                verify=s3_verify,
                aws_access_key_id=s3_aws_access_key_id,
                aws_secret_access_key=s3_aws_secret_access_key,
                aws_session_token=s3_aws_session_token,
                config=s3_config,
                **kwargs,
            )
        except Exception as e:
            print_verbose(f"Got exception on init s3 client {e}")
            raise e

    async def _async_log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
        self.log_event(kwargs, response_obj, start_time, end_time, print_verbose)

    def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
        try:
            verbose_logger.debug("s3 Logging - Enters logging function for model %s", kwargs)

            # construct payload to send to s3
            # follows the same params as langfuse.py
            litellm_params: Final = kwargs.get("litellm_params", {})
            metadata: Final = litellm_params.get("metadata", {}) or {}  # if litellm_params['metadata'] == None

            # Clean Metadata before logging - never log raw metadata
            # the raw metadata can contain circular references which leads to infinite recursion
            # we clean out all extra litellm metadata params before logging
            clean_metadata: Final = {}
            if isinstance(metadata, dict):
                for key, value in metadata.items():
                    # clean litellm metadata before logging
                    if key in [
                        "headers",
                        "endpoint",
                        "caching_groups",
                        "previous_models",
                    ]:
                        continue
                    else:
                        clean_metadata[key] = value

            # Ensure everything in the payload is converted to str
            payload: Final[StandardLoggingPayload | None] = cast(
                StandardLoggingPayload | None,
                kwargs.get("standard_logging_object", None),
            )

            if payload is None:
                return

            team_alias: Final = payload["metadata"].get("user_api_key_team_alias")

            team_alias_prefix = ""
            if litellm.enable_preview_features and self.s3_use_team_prefix and team_alias is not None:
                team_alias_prefix = f"{team_alias}/"

            s3_file_name: Final = litellm.utils.get_logging_id(start_time, payload) or ""
            s3_object_key: Final = get_s3_object_key(
                cast(str | None, self.s3_path) or "",
                team_alias_prefix,
                start_time,
                s3_file_name,
            )

            s3_object_download_filename: Final = (
                "time-" + start_time.strftime("%Y-%m-%dT%H-%M-%S-%f") + "_" + payload["id"] + ".json"
            )

            from litellm.litellm_core_utils.safe_json_dumps import safe_dumps

            payload_str: Final = safe_dumps(payload)

            print_verbose(f"\ns3 Logger - Logging payload = {payload_str}")

            sse_params: Final = {
                key: value
                for key, value in {
                    "ServerSideEncryption": self.s3_server_side_encryption,
                    "SSEKMSKeyId": self.s3_sse_kms_key_id,
                }.items()
                if value
            }

            response: Final = self.s3_client.put_object(
                Bucket=self.bucket_name,
                Key=s3_object_key,
                Body=payload_str,
                ContentType="application/json",
                ContentLanguage="en",
                ContentDisposition=f'inline; filename="{s3_object_download_filename}"',
                CacheControl="private, immutable, max-age=31536000, s-maxage=0",
                **sse_params,
            )

            print_verbose(f"Response from s3:{response}")

            print_verbose(f"s3 Layer Logging - final response object: {response_obj}")
            return response
        except Exception as e:
            verbose_logger.exception("s3 Layer Error - %s", e)


def _validated_sse_value(name: str, value: str | None) -> str | None:
    if value is None or isinstance(value, str):
        return value
    verbose_logger.warning(
        "s3 logging: ignoring %s because it has invalid type %s; expected a string", name, type(value).__name__
    )
    return None


def resolve_sse_params(
    server_side_encryption: str | None,
    sse_kms_key_id: str | None,
) -> tuple[str | None, str | None]:
    valid_sse: Final = _validated_sse_value("s3_server_side_encryption", server_side_encryption)
    valid_key_id: Final = _validated_sse_value("s3_sse_kms_key_id", sse_kms_key_id)
    algorithm: Final = valid_sse or ("aws:kms" if valid_key_id else None)
    if algorithm is None:
        return None, None
    if valid_key_id and not algorithm.startswith("aws:kms"):
        verbose_logger.warning(
            "s3 logging: ignoring s3_sse_kms_key_id because s3_server_side_encryption is %s; set it to aws:kms to encrypt with the KMS key",
            algorithm,
        )
        return algorithm, None
    return algorithm, valid_key_id


def get_s3_object_key(
    s3_path: str,
    prefix: str,
    start_time: datetime,
    s3_file_name: str,
) -> str:
    sanitized_s3_file_name: Final = s3_file_name.replace("/", "_")
    s3_object_key = (
        (s3_path.rstrip("/") + "/" if s3_path else "")
        + prefix
        + start_time.strftime("%Y-%m-%d")
        + "/"
        + sanitized_s3_file_name
    )  # we need the s3 key to include the time, so we log cache hits too
    s3_object_key += ".json"
    return s3_object_key
