# coding: utf-8

"""
    Mixpeek API

    This is the Mixpeek API, providing access to various endpoints for data processing and retrieval.

    The version of the OpenAPI document: 1.3.0
    Contact: info@mixpeek.com
    Generated by OpenAPI Generator (https://openapi-generator.tech)

    Do not edit the class manually.
"""  # noqa: E501

import warnings
from pydantic import validate_call, Field, StrictFloat, StrictStr, StrictInt
from typing import Any, Dict, List, Optional, Tuple, Union
from typing_extensions import Annotated

from datetime import datetime
from pydantic import Field, StrictStr, field_validator
from typing import Optional, Union
from typing_extensions import Annotated
from mixpeek.models.batch_diagnostics import BatchDiagnostics
from mixpeek.models.bottleneck_response import BottleneckResponse
from mixpeek.models.engine_performance_response import EnginePerformanceResponse
from mixpeek.models.engine_stage_breakdown_response import EngineStageBreakdownResponse
from mixpeek.models.extractor_breakdown_response import ExtractorBreakdownResponse
from mixpeek.models.slow_operations_response import SlowOperationsResponse

from mixpeek.api_client import ApiClient, RequestSerialized
from mixpeek.api_response import ApiResponse
from mixpeek.rest import RESTResponseType


class AnalyticsPerformanceApi:
    """NOTE: This class is auto generated by OpenAPI Generator
    Ref: https://openapi-generator.tech

    Do not edit the class manually.
    """

    def __init__(self, api_client=None) -> None:
        if api_client is None:
            api_client = ApiClient.get_default()
        self.api_client = api_client


    @validate_call
    def analyze_bottlenecks_analytics_performance_engine(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=168, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=50, strict=True, ge=1)]], Field(description="Number of bottlenecks to return")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> BottleneckResponse:
        """Analyze Bottlenecks

        Identify performance bottlenecks.  Analyzes profiling data to identify the biggest bottlenecks, ranked by total time spent.  **Use Cases:** - Find what's slowing down your pipelines - Prioritize optimization efforts - Monitor bottleneck trends  **Ranking:** - Sorted by total time spent (sum across all executions) - Shows percentage of total execution time - Includes execution count and average time  **Example:** ```bash GET /v1/analytics/performance/engine/bottlenecks?hours=24&limit=10 ```

        :param hours: Hours of history
        :type hours: int
        :param limit: Number of bottlenecks to return
        :type limit: int
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._analyze_bottlenecks_analytics_performance_engine_serialize(
            hours=hours,
            limit=limit,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "BottleneckResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def analyze_bottlenecks_analytics_performance_engine_with_http_info(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=168, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=50, strict=True, ge=1)]], Field(description="Number of bottlenecks to return")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[BottleneckResponse]:
        """Analyze Bottlenecks

        Identify performance bottlenecks.  Analyzes profiling data to identify the biggest bottlenecks, ranked by total time spent.  **Use Cases:** - Find what's slowing down your pipelines - Prioritize optimization efforts - Monitor bottleneck trends  **Ranking:** - Sorted by total time spent (sum across all executions) - Shows percentage of total execution time - Includes execution count and average time  **Example:** ```bash GET /v1/analytics/performance/engine/bottlenecks?hours=24&limit=10 ```

        :param hours: Hours of history
        :type hours: int
        :param limit: Number of bottlenecks to return
        :type limit: int
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._analyze_bottlenecks_analytics_performance_engine_serialize(
            hours=hours,
            limit=limit,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "BottleneckResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def analyze_bottlenecks_analytics_performance_engine_without_preload_content(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=168, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=50, strict=True, ge=1)]], Field(description="Number of bottlenecks to return")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Analyze Bottlenecks

        Identify performance bottlenecks.  Analyzes profiling data to identify the biggest bottlenecks, ranked by total time spent.  **Use Cases:** - Find what's slowing down your pipelines - Prioritize optimization efforts - Monitor bottleneck trends  **Ranking:** - Sorted by total time spent (sum across all executions) - Shows percentage of total execution time - Includes execution count and average time  **Example:** ```bash GET /v1/analytics/performance/engine/bottlenecks?hours=24&limit=10 ```

        :param hours: Hours of history
        :type hours: int
        :param limit: Number of bottlenecks to return
        :type limit: int
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._analyze_bottlenecks_analytics_performance_engine_serialize(
            hours=hours,
            limit=limit,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "BottleneckResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _analyze_bottlenecks_analytics_performance_engine_serialize(
        self,
        hours,
        limit,
        authorization,
        x_namespace,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        # process the query parameters
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        if limit is not None:
            
            _query_params.append(('limit', limit))
            
        # process the header parameters
        if authorization is not None:
            _header_params['Authorization'] = authorization
        if x_namespace is not None:
            _header_params['X-Namespace'] = x_namespace
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/v1/analytics/performance/engine/bottlenecks',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def get_batch_diagnostics_analytics_performance_batches(
        self,
        batch_id: StrictStr,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> BatchDiagnostics:
        """Get Batch Diagnostics

        Get comprehensive diagnostics for a batch.  Combines batch status, task progress, collection info, performance metrics, and actionable insights into a single response for easy frontend rendering.  **Use Cases:** - Monitor batch processing in real-time - Debug failed batches - View performance breakdown after completion - Get actionable next steps  **Response includes:** - Overall batch status and progress - Per-tier task details with Ray job links - Collection document counts - Performance insights and bottlenecks (if completed) - Error details (if failed) - Recommended next actions  **Example:** ```bash GET /v1/analytics/performance/batches/{batch_id}/diagnostics ```  **Perfect for:** - Real-time progress tracking UI - Batch monitoring dashboards - Debugging failed extractions - Performance optimization

        :param batch_id: (required)
        :type batch_id: str
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_batch_diagnostics_analytics_performance_batches_serialize(
            batch_id=batch_id,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "BatchDiagnostics",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def get_batch_diagnostics_analytics_performance_batches_with_http_info(
        self,
        batch_id: StrictStr,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[BatchDiagnostics]:
        """Get Batch Diagnostics

        Get comprehensive diagnostics for a batch.  Combines batch status, task progress, collection info, performance metrics, and actionable insights into a single response for easy frontend rendering.  **Use Cases:** - Monitor batch processing in real-time - Debug failed batches - View performance breakdown after completion - Get actionable next steps  **Response includes:** - Overall batch status and progress - Per-tier task details with Ray job links - Collection document counts - Performance insights and bottlenecks (if completed) - Error details (if failed) - Recommended next actions  **Example:** ```bash GET /v1/analytics/performance/batches/{batch_id}/diagnostics ```  **Perfect for:** - Real-time progress tracking UI - Batch monitoring dashboards - Debugging failed extractions - Performance optimization

        :param batch_id: (required)
        :type batch_id: str
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_batch_diagnostics_analytics_performance_batches_serialize(
            batch_id=batch_id,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "BatchDiagnostics",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def get_batch_diagnostics_analytics_performance_batches_without_preload_content(
        self,
        batch_id: StrictStr,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get Batch Diagnostics

        Get comprehensive diagnostics for a batch.  Combines batch status, task progress, collection info, performance metrics, and actionable insights into a single response for easy frontend rendering.  **Use Cases:** - Monitor batch processing in real-time - Debug failed batches - View performance breakdown after completion - Get actionable next steps  **Response includes:** - Overall batch status and progress - Per-tier task details with Ray job links - Collection document counts - Performance insights and bottlenecks (if completed) - Error details (if failed) - Recommended next actions  **Example:** ```bash GET /v1/analytics/performance/batches/{batch_id}/diagnostics ```  **Perfect for:** - Real-time progress tracking UI - Batch monitoring dashboards - Debugging failed extractions - Performance optimization

        :param batch_id: (required)
        :type batch_id: str
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_batch_diagnostics_analytics_performance_batches_serialize(
            batch_id=batch_id,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "BatchDiagnostics",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _get_batch_diagnostics_analytics_performance_batches_serialize(
        self,
        batch_id,
        authorization,
        x_namespace,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        if batch_id is not None:
            _path_params['batch_id'] = batch_id
        # process the query parameters
        # process the header parameters
        if authorization is not None:
            _header_params['Authorization'] = authorization
        if x_namespace is not None:
            _header_params['X-Namespace'] = x_namespace
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/v1/analytics/performance/batches/{batch_id}/diagnostics',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def get_engine_performance_analytics(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history (alternative to date range)")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date for time range")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date for time range")] = None,
        group_by: Annotated[Optional[Annotated[str, Field(strict=True)]], Field(description="Time grouping (minute, hour, day, week)")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> EnginePerformanceResponse:
        """Get Engine Performance

        Get engine performance metrics over time.  Query profiling data logged by the engine's profiling infrastructure. All queries are automatically filtered to your namespace.  **Time Range:** - Specify `hours` for recent history (e.g., `hours=24` for last 24 hours) - OR specify `start_date` and `end_date` for custom range - Defaults to last 24 hours if neither provided  **Grouping:** - `minute`: High-resolution (for short time ranges) - `hour`: Standard resolution (default) - `day`: For longer time ranges - `week`, `month`: For historical trends  **Response:** - Time-series metrics (avg, p50, p95, p99 latencies) - Summary statistics across the entire time range - All latencies in milliseconds  **Example:** ```bash GET /v1/analytics/performance/engine?hours=24&group_by=hour ```

        :param hours: Hours of history (alternative to date range)
        :type hours: int
        :param start_date: Start date for time range
        :type start_date: datetime
        :param end_date: End date for time range
        :type end_date: datetime
        :param group_by: Time grouping (minute, hour, day, week)
        :type group_by: str
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_engine_performance_analytics_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            group_by=group_by,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "EnginePerformanceResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def get_engine_performance_analytics_with_http_info(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history (alternative to date range)")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date for time range")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date for time range")] = None,
        group_by: Annotated[Optional[Annotated[str, Field(strict=True)]], Field(description="Time grouping (minute, hour, day, week)")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[EnginePerformanceResponse]:
        """Get Engine Performance

        Get engine performance metrics over time.  Query profiling data logged by the engine's profiling infrastructure. All queries are automatically filtered to your namespace.  **Time Range:** - Specify `hours` for recent history (e.g., `hours=24` for last 24 hours) - OR specify `start_date` and `end_date` for custom range - Defaults to last 24 hours if neither provided  **Grouping:** - `minute`: High-resolution (for short time ranges) - `hour`: Standard resolution (default) - `day`: For longer time ranges - `week`, `month`: For historical trends  **Response:** - Time-series metrics (avg, p50, p95, p99 latencies) - Summary statistics across the entire time range - All latencies in milliseconds  **Example:** ```bash GET /v1/analytics/performance/engine?hours=24&group_by=hour ```

        :param hours: Hours of history (alternative to date range)
        :type hours: int
        :param start_date: Start date for time range
        :type start_date: datetime
        :param end_date: End date for time range
        :type end_date: datetime
        :param group_by: Time grouping (minute, hour, day, week)
        :type group_by: str
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_engine_performance_analytics_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            group_by=group_by,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "EnginePerformanceResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def get_engine_performance_analytics_without_preload_content(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history (alternative to date range)")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date for time range")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date for time range")] = None,
        group_by: Annotated[Optional[Annotated[str, Field(strict=True)]], Field(description="Time grouping (minute, hour, day, week)")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get Engine Performance

        Get engine performance metrics over time.  Query profiling data logged by the engine's profiling infrastructure. All queries are automatically filtered to your namespace.  **Time Range:** - Specify `hours` for recent history (e.g., `hours=24` for last 24 hours) - OR specify `start_date` and `end_date` for custom range - Defaults to last 24 hours if neither provided  **Grouping:** - `minute`: High-resolution (for short time ranges) - `hour`: Standard resolution (default) - `day`: For longer time ranges - `week`, `month`: For historical trends  **Response:** - Time-series metrics (avg, p50, p95, p99 latencies) - Summary statistics across the entire time range - All latencies in milliseconds  **Example:** ```bash GET /v1/analytics/performance/engine?hours=24&group_by=hour ```

        :param hours: Hours of history (alternative to date range)
        :type hours: int
        :param start_date: Start date for time range
        :type start_date: datetime
        :param end_date: End date for time range
        :type end_date: datetime
        :param group_by: Time grouping (minute, hour, day, week)
        :type group_by: str
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_engine_performance_analytics_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            group_by=group_by,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "EnginePerformanceResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _get_engine_performance_analytics_serialize(
        self,
        hours,
        start_date,
        end_date,
        group_by,
        authorization,
        x_namespace,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        # process the query parameters
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        if start_date is not None:
            if isinstance(start_date, datetime):
                _query_params.append(
                    (
                        'start_date',
                        start_date.strftime(
                            self.api_client.configuration.datetime_format
                        )
                    )
                )
            else:
                _query_params.append(('start_date', start_date))
            
        if end_date is not None:
            if isinstance(end_date, datetime):
                _query_params.append(
                    (
                        'end_date',
                        end_date.strftime(
                            self.api_client.configuration.datetime_format
                        )
                    )
                )
            else:
                _query_params.append(('end_date', end_date))
            
        if group_by is not None:
            
            _query_params.append(('group_by', group_by))
            
        # process the header parameters
        if authorization is not None:
            _header_params['Authorization'] = authorization
        if x_namespace is not None:
            _header_params['X-Namespace'] = x_namespace
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/v1/analytics/performance/engine',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def get_engine_stage_breakdown_analytics_performance(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> EngineStageBreakdownResponse:
        """Get Engine Stage Breakdown

        Get stage-level performance breakdown.  Breaks down engine performance by individual profiled stages (e.g., pipeline_run, generate_input_dataset, gcs_batch_upload).  **Use Cases:** - Identify which stages are slowest - See percentage of total time per stage - Optimize specific bottlenecks  **Response:** - Per-stage metrics (count, avg, p95, max latencies) - Total time spent in each stage - Percentage of total execution time - Sorted by total time (worst bottlenecks first)  **Example:** ```bash GET /v1/analytics/performance/engine/stages?hours=24 ```

        :param hours: Hours of history
        :type hours: int
        :param start_date: Start date
        :type start_date: datetime
        :param end_date: End date
        :type end_date: datetime
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_engine_stage_breakdown_analytics_performance_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "EngineStageBreakdownResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def get_engine_stage_breakdown_analytics_performance_with_http_info(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[EngineStageBreakdownResponse]:
        """Get Engine Stage Breakdown

        Get stage-level performance breakdown.  Breaks down engine performance by individual profiled stages (e.g., pipeline_run, generate_input_dataset, gcs_batch_upload).  **Use Cases:** - Identify which stages are slowest - See percentage of total time per stage - Optimize specific bottlenecks  **Response:** - Per-stage metrics (count, avg, p95, max latencies) - Total time spent in each stage - Percentage of total execution time - Sorted by total time (worst bottlenecks first)  **Example:** ```bash GET /v1/analytics/performance/engine/stages?hours=24 ```

        :param hours: Hours of history
        :type hours: int
        :param start_date: Start date
        :type start_date: datetime
        :param end_date: End date
        :type end_date: datetime
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_engine_stage_breakdown_analytics_performance_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "EngineStageBreakdownResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def get_engine_stage_breakdown_analytics_performance_without_preload_content(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get Engine Stage Breakdown

        Get stage-level performance breakdown.  Breaks down engine performance by individual profiled stages (e.g., pipeline_run, generate_input_dataset, gcs_batch_upload).  **Use Cases:** - Identify which stages are slowest - See percentage of total time per stage - Optimize specific bottlenecks  **Response:** - Per-stage metrics (count, avg, p95, max latencies) - Total time spent in each stage - Percentage of total execution time - Sorted by total time (worst bottlenecks first)  **Example:** ```bash GET /v1/analytics/performance/engine/stages?hours=24 ```

        :param hours: Hours of history
        :type hours: int
        :param start_date: Start date
        :type start_date: datetime
        :param end_date: End date
        :type end_date: datetime
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_engine_stage_breakdown_analytics_performance_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "EngineStageBreakdownResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _get_engine_stage_breakdown_analytics_performance_serialize(
        self,
        hours,
        start_date,
        end_date,
        authorization,
        x_namespace,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        # process the query parameters
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        if start_date is not None:
            if isinstance(start_date, datetime):
                _query_params.append(
                    (
                        'start_date',
                        start_date.strftime(
                            self.api_client.configuration.datetime_format
                        )
                    )
                )
            else:
                _query_params.append(('start_date', start_date))
            
        if end_date is not None:
            if isinstance(end_date, datetime):
                _query_params.append(
                    (
                        'end_date',
                        end_date.strftime(
                            self.api_client.configuration.datetime_format
                        )
                    )
                )
            else:
                _query_params.append(('end_date', end_date))
            
        # process the header parameters
        if authorization is not None:
            _header_params['Authorization'] = authorization
        if x_namespace is not None:
            _header_params['X-Namespace'] = x_namespace
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/v1/analytics/performance/engine/stages',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def get_extractor_breakdown_analytics_performance_engine(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ExtractorBreakdownResponse:
        """Get Extractor Breakdown

        Get extractor performance breakdown.  Shows performance metrics for each extractor and its stages.  **Use Cases:** - Compare performance across extractors - Identify slow extractor stages - Monitor specific extractor performance  **Response:** - Per-extractor, per-stage metrics - Execution counts - Latency statistics (avg, p95, max)  **Example:** ```bash GET /v1/analytics/performance/engine/extractors?hours=24 ```

        :param hours: Hours of history
        :type hours: int
        :param start_date: Start date
        :type start_date: datetime
        :param end_date: End date
        :type end_date: datetime
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_extractor_breakdown_analytics_performance_engine_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ExtractorBreakdownResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def get_extractor_breakdown_analytics_performance_engine_with_http_info(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[ExtractorBreakdownResponse]:
        """Get Extractor Breakdown

        Get extractor performance breakdown.  Shows performance metrics for each extractor and its stages.  **Use Cases:** - Compare performance across extractors - Identify slow extractor stages - Monitor specific extractor performance  **Response:** - Per-extractor, per-stage metrics - Execution counts - Latency statistics (avg, p95, max)  **Example:** ```bash GET /v1/analytics/performance/engine/extractors?hours=24 ```

        :param hours: Hours of history
        :type hours: int
        :param start_date: Start date
        :type start_date: datetime
        :param end_date: End date
        :type end_date: datetime
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_extractor_breakdown_analytics_performance_engine_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ExtractorBreakdownResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def get_extractor_breakdown_analytics_performance_engine_without_preload_content(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        start_date: Annotated[Optional[datetime], Field(description="Start date")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get Extractor Breakdown

        Get extractor performance breakdown.  Shows performance metrics for each extractor and its stages.  **Use Cases:** - Compare performance across extractors - Identify slow extractor stages - Monitor specific extractor performance  **Response:** - Per-extractor, per-stage metrics - Execution counts - Latency statistics (avg, p95, max)  **Example:** ```bash GET /v1/analytics/performance/engine/extractors?hours=24 ```

        :param hours: Hours of history
        :type hours: int
        :param start_date: Start date
        :type start_date: datetime
        :param end_date: End date
        :type end_date: datetime
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_extractor_breakdown_analytics_performance_engine_serialize(
            hours=hours,
            start_date=start_date,
            end_date=end_date,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "ExtractorBreakdownResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _get_extractor_breakdown_analytics_performance_engine_serialize(
        self,
        hours,
        start_date,
        end_date,
        authorization,
        x_namespace,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        # process the query parameters
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        if start_date is not None:
            if isinstance(start_date, datetime):
                _query_params.append(
                    (
                        'start_date',
                        start_date.strftime(
                            self.api_client.configuration.datetime_format
                        )
                    )
                )
            else:
                _query_params.append(('start_date', start_date))
            
        if end_date is not None:
            if isinstance(end_date, datetime):
                _query_params.append(
                    (
                        'end_date',
                        end_date.strftime(
                            self.api_client.configuration.datetime_format
                        )
                    )
                )
            else:
                _query_params.append(('end_date', end_date))
            
        # process the header parameters
        if authorization is not None:
            _header_params['Authorization'] = authorization
        if x_namespace is not None:
            _header_params['X-Namespace'] = x_namespace
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/v1/analytics/performance/engine/extractors',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )




    @validate_call
    def get_slowest_operations_analytics_performance_engine_slow(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=168, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True, ge=1)]], Field(description="Number of operations to return")] = None,
        threshold_ms: Annotated[Optional[Union[Annotated[float, Field(strict=True, ge=0.0)], Annotated[int, Field(strict=True, ge=0)]]], Field(description="Only show operations slower than this (ms)")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> SlowOperationsResponse:
        """Get Slowest Operations

        Get slowest individual operations.  Returns the slowest profiled operations, useful for debugging specific slow executions.  **Use Cases:** - Troubleshoot specific slow operations - Identify outliers - Deep dive into problematic executions  **Filtering:** - `threshold_ms`: Only show operations slower than this - Default: 1000ms (1 second)  **Response:** - Timestamp of slow operation - Stage name and component - Latency in milliseconds - Full metadata context  **Example:** ```bash GET /v1/analytics/performance/engine/slow-operations?hours=24&threshold_ms=5000 ```

        :param hours: Hours of history
        :type hours: int
        :param limit: Number of operations to return
        :type limit: int
        :param threshold_ms: Only show operations slower than this (ms)
        :type threshold_ms: float
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_slowest_operations_analytics_performance_engine_slow_serialize(
            hours=hours,
            limit=limit,
            threshold_ms=threshold_ms,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SlowOperationsResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        ).data


    @validate_call
    def get_slowest_operations_analytics_performance_engine_slow_with_http_info(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=168, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True, ge=1)]], Field(description="Number of operations to return")] = None,
        threshold_ms: Annotated[Optional[Union[Annotated[float, Field(strict=True, ge=0.0)], Annotated[int, Field(strict=True, ge=0)]]], Field(description="Only show operations slower than this (ms)")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> ApiResponse[SlowOperationsResponse]:
        """Get Slowest Operations

        Get slowest individual operations.  Returns the slowest profiled operations, useful for debugging specific slow executions.  **Use Cases:** - Troubleshoot specific slow operations - Identify outliers - Deep dive into problematic executions  **Filtering:** - `threshold_ms`: Only show operations slower than this - Default: 1000ms (1 second)  **Response:** - Timestamp of slow operation - Stage name and component - Latency in milliseconds - Full metadata context  **Example:** ```bash GET /v1/analytics/performance/engine/slow-operations?hours=24&threshold_ms=5000 ```

        :param hours: Hours of history
        :type hours: int
        :param limit: Number of operations to return
        :type limit: int
        :param threshold_ms: Only show operations slower than this (ms)
        :type threshold_ms: float
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_slowest_operations_analytics_performance_engine_slow_serialize(
            hours=hours,
            limit=limit,
            threshold_ms=threshold_ms,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SlowOperationsResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        response_data.read()
        return self.api_client.response_deserialize(
            response_data=response_data,
            response_types_map=_response_types_map,
        )


    @validate_call
    def get_slowest_operations_analytics_performance_engine_slow_without_preload_content(
        self,
        hours: Annotated[Optional[Annotated[int, Field(le=168, strict=True, ge=1)]], Field(description="Hours of history")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True, ge=1)]], Field(description="Number of operations to return")] = None,
        threshold_ms: Annotated[Optional[Union[Annotated[float, Field(strict=True, ge=0.0)], Annotated[int, Field(strict=True, ge=0)]]], Field(description="Only show operations slower than this (ms)")] = None,
        authorization: Annotated[Optional[StrictStr], Field(description="REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.")] = None,
        x_namespace: Annotated[Optional[StrictStr], Field(description="REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'")] = None,
        _request_timeout: Union[
            None,
            Annotated[StrictFloat, Field(gt=0)],
            Tuple[
                Annotated[StrictFloat, Field(gt=0)],
                Annotated[StrictFloat, Field(gt=0)]
            ]
        ] = None,
        _request_auth: Optional[Dict[StrictStr, Any]] = None,
        _content_type: Optional[StrictStr] = None,
        _headers: Optional[Dict[StrictStr, Any]] = None,
        _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0,
    ) -> RESTResponseType:
        """Get Slowest Operations

        Get slowest individual operations.  Returns the slowest profiled operations, useful for debugging specific slow executions.  **Use Cases:** - Troubleshoot specific slow operations - Identify outliers - Deep dive into problematic executions  **Filtering:** - `threshold_ms`: Only show operations slower than this - Default: 1000ms (1 second)  **Response:** - Timestamp of slow operation - Stage name and component - Latency in milliseconds - Full metadata context  **Example:** ```bash GET /v1/analytics/performance/engine/slow-operations?hours=24&threshold_ms=5000 ```

        :param hours: Hours of history
        :type hours: int
        :param limit: Number of operations to return
        :type limit: int
        :param threshold_ms: Only show operations slower than this (ms)
        :type threshold_ms: float
        :param authorization: REQUIRED: Bearer token authentication using your API key. Format: 'Bearer sk_xxxxxxxxxxxxx'. You can create API keys in the Mixpeek dashboard under Organization Settings.
        :type authorization: str
        :param x_namespace: REQUIRED: Namespace identifier for scoping this request. All resources (collections, buckets, taxonomies, etc.) are scoped to a namespace. You can provide either the namespace name or namespace ID. Format: ns_xxxxxxxxxxxxx (ID) or a custom name like 'my-namespace'
        :type x_namespace: str
        :param _request_timeout: timeout setting for this request. If one
                                 number provided, it will be total request
                                 timeout. It can also be a pair (tuple) of
                                 (connection, read) timeouts.
        :type _request_timeout: int, tuple(int, int), optional
        :param _request_auth: set to override the auth_settings for an a single
                              request; this effectively ignores the
                              authentication in the spec for a single request.
        :type _request_auth: dict, optional
        :param _content_type: force content-type for the request.
        :type _content_type: str, Optional
        :param _headers: set to override the headers for a single
                         request; this effectively ignores the headers
                         in the spec for a single request.
        :type _headers: dict, optional
        :param _host_index: set to override the host_index for a single
                            request; this effectively ignores the host_index
                            in the spec for a single request.
        :type _host_index: int, optional
        :return: Returns the result object.
        """ # noqa: E501

        _param = self._get_slowest_operations_analytics_performance_engine_slow_serialize(
            hours=hours,
            limit=limit,
            threshold_ms=threshold_ms,
            authorization=authorization,
            x_namespace=x_namespace,
            _request_auth=_request_auth,
            _content_type=_content_type,
            _headers=_headers,
            _host_index=_host_index
        )

        _response_types_map: Dict[str, Optional[str]] = {
            '200': "SlowOperationsResponse",
            '400': "ErrorResponse",
            '401': "ErrorResponse",
            '403': "ErrorResponse",
            '404': "ErrorResponse",
            '500': "ErrorResponse",
            '422': "HTTPValidationError",
        }
        response_data = self.api_client.call_api(
            *_param,
            _request_timeout=_request_timeout
        )
        return response_data.response


    def _get_slowest_operations_analytics_performance_engine_slow_serialize(
        self,
        hours,
        limit,
        threshold_ms,
        authorization,
        x_namespace,
        _request_auth,
        _content_type,
        _headers,
        _host_index,
    ) -> RequestSerialized:

        _host = None

        _collection_formats: Dict[str, str] = {
        }

        _path_params: Dict[str, str] = {}
        _query_params: List[Tuple[str, str]] = []
        _header_params: Dict[str, Optional[str]] = _headers or {}
        _form_params: List[Tuple[str, str]] = []
        _files: Dict[
            str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]
        ] = {}
        _body_params: Optional[bytes] = None

        # process the path parameters
        # process the query parameters
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        if limit is not None:
            
            _query_params.append(('limit', limit))
            
        if threshold_ms is not None:
            
            _query_params.append(('threshold_ms', threshold_ms))
            
        # process the header parameters
        if authorization is not None:
            _header_params['Authorization'] = authorization
        if x_namespace is not None:
            _header_params['X-Namespace'] = x_namespace
        # process the form parameters
        # process the body parameter


        # set the HTTP header `Accept`
        if 'Accept' not in _header_params:
            _header_params['Accept'] = self.api_client.select_header_accept(
                [
                    'application/json'
                ]
            )


        # authentication setting
        _auth_settings: List[str] = [
        ]

        return self.api_client.param_serialize(
            method='GET',
            resource_path='/v1/analytics/performance/engine/slow-operations',
            path_params=_path_params,
            query_params=_query_params,
            header_params=_header_params,
            body=_body_params,
            post_params=_form_params,
            files=_files,
            auth_settings=_auth_settings,
            collection_formats=_collection_formats,
            _host=_host,
            _request_auth=_request_auth
        )


