# 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
from typing import Any, Dict, List, Optional
from typing_extensions import Annotated
from mixpeek.models.cache_performance_response import CachePerformanceResponse
from mixpeek.models.interaction_tuning_response import InteractionTuningResponse
from mixpeek.models.retriever_performance_response import RetrieverPerformanceResponse
from mixpeek.models.retriever_signal import RetrieverSignal
from mixpeek.models.stage_breakdown_response import StageBreakdownResponse

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


class AnalyticsRetrieversApi:
    """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_for_tuning_analytics_retrievers(
        self,
        retriever_id: StrictStr,
        days: Annotated[Optional[Annotated[int, Field(le=90, strict=True, ge=1)]], Field(description="Days of history to analyze")] = 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,
    ) -> InteractionTuningResponse:
        """Analyze For Tuning

        Analyze retriever and generate tuning recommendations.  Performs comprehensive analysis and generates actionable recommendations: - Parameter tuning suggestions - Cache optimization opportunities - Performance improvement estimates  **Recommendations Include:** - Increase/decrease k value - Adjust reranking thresholds - Enable/optimize caching - Stage reordering suggestions  **Use Cases:** - Initial retriever configuration - Periodic performance optimization - A/B testing parameter changes - Cost optimization  **Example:** ```bash curl -X POST \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/analyze-tuning?days=7\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param days: Days of history to analyze
        :type days: 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_for_tuning_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            days=days,
            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': "InteractionTuningResponse",
            '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_for_tuning_analytics_retrievers_with_http_info(
        self,
        retriever_id: StrictStr,
        days: Annotated[Optional[Annotated[int, Field(le=90, strict=True, ge=1)]], Field(description="Days of history to analyze")] = 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[InteractionTuningResponse]:
        """Analyze For Tuning

        Analyze retriever and generate tuning recommendations.  Performs comprehensive analysis and generates actionable recommendations: - Parameter tuning suggestions - Cache optimization opportunities - Performance improvement estimates  **Recommendations Include:** - Increase/decrease k value - Adjust reranking thresholds - Enable/optimize caching - Stage reordering suggestions  **Use Cases:** - Initial retriever configuration - Periodic performance optimization - A/B testing parameter changes - Cost optimization  **Example:** ```bash curl -X POST \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/analyze-tuning?days=7\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param days: Days of history to analyze
        :type days: 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_for_tuning_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            days=days,
            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': "InteractionTuningResponse",
            '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_for_tuning_analytics_retrievers_without_preload_content(
        self,
        retriever_id: StrictStr,
        days: Annotated[Optional[Annotated[int, Field(le=90, strict=True, ge=1)]], Field(description="Days of history to analyze")] = 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 For Tuning

        Analyze retriever and generate tuning recommendations.  Performs comprehensive analysis and generates actionable recommendations: - Parameter tuning suggestions - Cache optimization opportunities - Performance improvement estimates  **Recommendations Include:** - Increase/decrease k value - Adjust reranking thresholds - Enable/optimize caching - Stage reordering suggestions  **Use Cases:** - Initial retriever configuration - Periodic performance optimization - A/B testing parameter changes - Cost optimization  **Example:** ```bash curl -X POST \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/analyze-tuning?days=7\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param days: Days of history to analyze
        :type days: 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_for_tuning_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            days=days,
            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': "InteractionTuningResponse",
            '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_for_tuning_analytics_retrievers_serialize(
        self,
        retriever_id,
        days,
        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 retriever_id is not None:
            _path_params['retriever_id'] = retriever_id
        # process the query parameters
        if days is not None:
            
            _query_params.append(('days', days))
            
        # 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='POST',
            resource_path='/v1/analytics/retrievers/{retriever_id}/analyze-tuning',
            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_cache_performance_analytics_retrievers(
        self,
        retriever_id: StrictStr,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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,
    ) -> CachePerformanceResponse:
        """Get Cache Performance

        Get cache performance metrics.  Analyzes cache effectiveness including: - Hit/miss rates - Latency comparison (cache vs full search) - Hourly cache performance trends  **Use Cases:** - Evaluate cache effectiveness - Optimize cache TTL settings - Monitor cache performance - Identify cache warming opportunities  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/cache-performance?hours=168\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param hours: Hours of history
        :type hours: 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._get_cache_performance_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            hours=hours,
            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': "CachePerformanceResponse",
            '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_cache_performance_analytics_retrievers_with_http_info(
        self,
        retriever_id: StrictStr,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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[CachePerformanceResponse]:
        """Get Cache Performance

        Get cache performance metrics.  Analyzes cache effectiveness including: - Hit/miss rates - Latency comparison (cache vs full search) - Hourly cache performance trends  **Use Cases:** - Evaluate cache effectiveness - Optimize cache TTL settings - Monitor cache performance - Identify cache warming opportunities  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/cache-performance?hours=168\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param hours: Hours of history
        :type hours: 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._get_cache_performance_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            hours=hours,
            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': "CachePerformanceResponse",
            '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_cache_performance_analytics_retrievers_without_preload_content(
        self,
        retriever_id: StrictStr,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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 Cache Performance

        Get cache performance metrics.  Analyzes cache effectiveness including: - Hit/miss rates - Latency comparison (cache vs full search) - Hourly cache performance trends  **Use Cases:** - Evaluate cache effectiveness - Optimize cache TTL settings - Monitor cache performance - Identify cache warming opportunities  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/cache-performance?hours=168\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param hours: Hours of history
        :type hours: 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._get_cache_performance_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            hours=hours,
            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': "CachePerformanceResponse",
            '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_cache_performance_analytics_retrievers_serialize(
        self,
        retriever_id,
        hours,
        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 retriever_id is not None:
            _path_params['retriever_id'] = retriever_id
        # process the query parameters
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        # 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/retrievers/{retriever_id}/cache-performance',
            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_retriever_performance_analytics(
        self,
        retriever_id: StrictStr,
        start_date: Annotated[Optional[datetime], Field(description="Start date (UTC)")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date (UTC)")] = None,
        group_by: Annotated[Optional[StrictStr], Field(description="Time grouping: 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,
    ) -> RetrieverPerformanceResponse:
        """Get Retriever Performance

        Get retriever performance metrics for tuning.  Retrieves time-series performance data including: - Query latency (P50, P95, P99) - Query counts - Result counts - Latency trends  **Use Cases:** - Monitor retriever performance over time - Identify performance degradations - Compare performance across time periods - Establish performance baselines  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/performance?hours=24&group_by=hour\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param start_date: Start date (UTC)
        :type start_date: datetime
        :param end_date: End date (UTC)
        :type end_date: datetime
        :param group_by: Time grouping: 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_retriever_performance_analytics_serialize(
            retriever_id=retriever_id,
            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': "RetrieverPerformanceResponse",
            '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_retriever_performance_analytics_with_http_info(
        self,
        retriever_id: StrictStr,
        start_date: Annotated[Optional[datetime], Field(description="Start date (UTC)")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date (UTC)")] = None,
        group_by: Annotated[Optional[StrictStr], Field(description="Time grouping: 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[RetrieverPerformanceResponse]:
        """Get Retriever Performance

        Get retriever performance metrics for tuning.  Retrieves time-series performance data including: - Query latency (P50, P95, P99) - Query counts - Result counts - Latency trends  **Use Cases:** - Monitor retriever performance over time - Identify performance degradations - Compare performance across time periods - Establish performance baselines  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/performance?hours=24&group_by=hour\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param start_date: Start date (UTC)
        :type start_date: datetime
        :param end_date: End date (UTC)
        :type end_date: datetime
        :param group_by: Time grouping: 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_retriever_performance_analytics_serialize(
            retriever_id=retriever_id,
            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': "RetrieverPerformanceResponse",
            '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_retriever_performance_analytics_without_preload_content(
        self,
        retriever_id: StrictStr,
        start_date: Annotated[Optional[datetime], Field(description="Start date (UTC)")] = None,
        end_date: Annotated[Optional[datetime], Field(description="End date (UTC)")] = None,
        group_by: Annotated[Optional[StrictStr], Field(description="Time grouping: 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 Retriever Performance

        Get retriever performance metrics for tuning.  Retrieves time-series performance data including: - Query latency (P50, P95, P99) - Query counts - Result counts - Latency trends  **Use Cases:** - Monitor retriever performance over time - Identify performance degradations - Compare performance across time periods - Establish performance baselines  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/performance?hours=24&group_by=hour\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param start_date: Start date (UTC)
        :type start_date: datetime
        :param end_date: End date (UTC)
        :type end_date: datetime
        :param group_by: Time grouping: 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_retriever_performance_analytics_serialize(
            retriever_id=retriever_id,
            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': "RetrieverPerformanceResponse",
            '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_retriever_performance_analytics_serialize(
        self,
        retriever_id,
        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
        if retriever_id is not None:
            _path_params['retriever_id'] = retriever_id
        # process the query parameters
        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/retrievers/{retriever_id}/performance',
            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_retriever_signals_analytics(
        self,
        retriever_id: StrictStr,
        signal_type: Annotated[Optional[StrictStr], Field(description="Filter by signal type (cache_hit, rerank_scores, etc.)")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True)]], Field(description="Maximum results")] = None,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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,
    ) -> List[RetrieverSignal]:
        """Get Retriever Signals

        Get retriever signals for interaction tuning.  Retrieves fine-grained signals about retriever behavior: - Cache hits/misses - Reranking scores - Filter effectiveness - Query expansion results  **Signal Types:** - `cache_hit`: Successful cache lookups - `cache_miss`: Cache misses requiring full search - `rerank_scores`: Reranking effectiveness metrics - `filter_reduction`: Pre-filter document reduction - `expansion_results`: Query expansion impact  **Use Cases:** - Fine-tune retrieval parameters - Analyze query patterns - Optimize cache strategies - Validate optimization improvements  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/signals?signal_type=rerank_scores&limit=50\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param signal_type: Filter by signal type (cache_hit, rerank_scores, etc.)
        :type signal_type: str
        :param limit: Maximum results
        :type limit: int
        :param hours: Hours of history
        :type hours: 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._get_retriever_signals_analytics_serialize(
            retriever_id=retriever_id,
            signal_type=signal_type,
            limit=limit,
            hours=hours,
            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': "List[RetrieverSignal]",
            '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_retriever_signals_analytics_with_http_info(
        self,
        retriever_id: StrictStr,
        signal_type: Annotated[Optional[StrictStr], Field(description="Filter by signal type (cache_hit, rerank_scores, etc.)")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True)]], Field(description="Maximum results")] = None,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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[List[RetrieverSignal]]:
        """Get Retriever Signals

        Get retriever signals for interaction tuning.  Retrieves fine-grained signals about retriever behavior: - Cache hits/misses - Reranking scores - Filter effectiveness - Query expansion results  **Signal Types:** - `cache_hit`: Successful cache lookups - `cache_miss`: Cache misses requiring full search - `rerank_scores`: Reranking effectiveness metrics - `filter_reduction`: Pre-filter document reduction - `expansion_results`: Query expansion impact  **Use Cases:** - Fine-tune retrieval parameters - Analyze query patterns - Optimize cache strategies - Validate optimization improvements  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/signals?signal_type=rerank_scores&limit=50\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param signal_type: Filter by signal type (cache_hit, rerank_scores, etc.)
        :type signal_type: str
        :param limit: Maximum results
        :type limit: int
        :param hours: Hours of history
        :type hours: 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._get_retriever_signals_analytics_serialize(
            retriever_id=retriever_id,
            signal_type=signal_type,
            limit=limit,
            hours=hours,
            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': "List[RetrieverSignal]",
            '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_retriever_signals_analytics_without_preload_content(
        self,
        retriever_id: StrictStr,
        signal_type: Annotated[Optional[StrictStr], Field(description="Filter by signal type (cache_hit, rerank_scores, etc.)")] = None,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True)]], Field(description="Maximum results")] = None,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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 Retriever Signals

        Get retriever signals for interaction tuning.  Retrieves fine-grained signals about retriever behavior: - Cache hits/misses - Reranking scores - Filter effectiveness - Query expansion results  **Signal Types:** - `cache_hit`: Successful cache lookups - `cache_miss`: Cache misses requiring full search - `rerank_scores`: Reranking effectiveness metrics - `filter_reduction`: Pre-filter document reduction - `expansion_results`: Query expansion impact  **Use Cases:** - Fine-tune retrieval parameters - Analyze query patterns - Optimize cache strategies - Validate optimization improvements  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/signals?signal_type=rerank_scores&limit=50\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param signal_type: Filter by signal type (cache_hit, rerank_scores, etc.)
        :type signal_type: str
        :param limit: Maximum results
        :type limit: int
        :param hours: Hours of history
        :type hours: 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._get_retriever_signals_analytics_serialize(
            retriever_id=retriever_id,
            signal_type=signal_type,
            limit=limit,
            hours=hours,
            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': "List[RetrieverSignal]",
            '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_retriever_signals_analytics_serialize(
        self,
        retriever_id,
        signal_type,
        limit,
        hours,
        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 retriever_id is not None:
            _path_params['retriever_id'] = retriever_id
        # process the query parameters
        if signal_type is not None:
            
            _query_params.append(('signal_type', signal_type))
            
        if limit is not None:
            
            _query_params.append(('limit', limit))
            
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        # 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/retrievers/{retriever_id}/signals',
            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_queries_analytics_retrievers_id_slow(
        self,
        retriever_id: StrictStr,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True)]], Field(description="Number of queries to return")] = None,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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,
    ) -> List[object]:
        """Get Slowest Queries

        Get slowest queries for troubleshooting.  Identifies slowest-performing queries for optimization: - Query text - Execution time - Result counts - Stage breakdown  **Use Cases:** - Identify problematic queries - Debug performance issues - Optimize query patterns - User experience improvements  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/slow-queries?limit=10&hours=24\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param limit: Number of queries to return
        :type limit: int
        :param hours: Hours of history
        :type hours: 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._get_slowest_queries_analytics_retrievers_id_slow_serialize(
            retriever_id=retriever_id,
            limit=limit,
            hours=hours,
            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': "List[object]",
            '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_queries_analytics_retrievers_id_slow_with_http_info(
        self,
        retriever_id: StrictStr,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True)]], Field(description="Number of queries to return")] = None,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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[List[object]]:
        """Get Slowest Queries

        Get slowest queries for troubleshooting.  Identifies slowest-performing queries for optimization: - Query text - Execution time - Result counts - Stage breakdown  **Use Cases:** - Identify problematic queries - Debug performance issues - Optimize query patterns - User experience improvements  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/slow-queries?limit=10&hours=24\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param limit: Number of queries to return
        :type limit: int
        :param hours: Hours of history
        :type hours: 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._get_slowest_queries_analytics_retrievers_id_slow_serialize(
            retriever_id=retriever_id,
            limit=limit,
            hours=hours,
            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': "List[object]",
            '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_queries_analytics_retrievers_id_slow_without_preload_content(
        self,
        retriever_id: StrictStr,
        limit: Annotated[Optional[Annotated[int, Field(le=1000, strict=True)]], Field(description="Number of queries to return")] = None,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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 Queries

        Get slowest queries for troubleshooting.  Identifies slowest-performing queries for optimization: - Query text - Execution time - Result counts - Stage breakdown  **Use Cases:** - Identify problematic queries - Debug performance issues - Optimize query patterns - User experience improvements  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/slow-queries?limit=10&hours=24\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param limit: Number of queries to return
        :type limit: int
        :param hours: Hours of history
        :type hours: 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._get_slowest_queries_analytics_retrievers_id_slow_serialize(
            retriever_id=retriever_id,
            limit=limit,
            hours=hours,
            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': "List[object]",
            '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_queries_analytics_retrievers_id_slow_serialize(
        self,
        retriever_id,
        limit,
        hours,
        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 retriever_id is not None:
            _path_params['retriever_id'] = retriever_id
        # process the query parameters
        if limit is not None:
            
            _query_params.append(('limit', limit))
            
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        # 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/retrievers/{retriever_id}/slow-queries',
            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_stage_breakdown_analytics_retrievers(
        self,
        retriever_id: StrictStr,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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,
    ) -> StageBreakdownResponse:
        """Get Stage Breakdown

        Get stage-level performance breakdown.  Analyzes individual stage performance to identify bottlenecks: - Stage execution times - Document flow (in/out) - Stage-level latency distribution  **Use Cases:** - Identify slow stages in retrieval pipeline - Optimize stage ordering - Debug pipeline bottlenecks - Understand document reduction rates  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/stages?hours=24\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param hours: Hours of history
        :type hours: 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._get_stage_breakdown_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            hours=hours,
            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': "StageBreakdownResponse",
            '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_stage_breakdown_analytics_retrievers_with_http_info(
        self,
        retriever_id: StrictStr,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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[StageBreakdownResponse]:
        """Get Stage Breakdown

        Get stage-level performance breakdown.  Analyzes individual stage performance to identify bottlenecks: - Stage execution times - Document flow (in/out) - Stage-level latency distribution  **Use Cases:** - Identify slow stages in retrieval pipeline - Optimize stage ordering - Debug pipeline bottlenecks - Understand document reduction rates  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/stages?hours=24\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param hours: Hours of history
        :type hours: 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._get_stage_breakdown_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            hours=hours,
            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': "StageBreakdownResponse",
            '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_stage_breakdown_analytics_retrievers_without_preload_content(
        self,
        retriever_id: StrictStr,
        hours: Annotated[Optional[Annotated[int, Field(le=720, strict=True, ge=1)]], Field(description="Hours of history")] = 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 Stage Breakdown

        Get stage-level performance breakdown.  Analyzes individual stage performance to identify bottlenecks: - Stage execution times - Document flow (in/out) - Stage-level latency distribution  **Use Cases:** - Identify slow stages in retrieval pipeline - Optimize stage ordering - Debug pipeline bottlenecks - Understand document reduction rates  **Example:** ```bash curl -X GET \"https://api.mixpeek.com/v1/analytics/retrievers/ret_abc123/stages?hours=24\" \\   -H \"Authorization: Bearer YOUR_API_KEY\" \\   -H \"X-Namespace: your-namespace\" ```

        :param retriever_id: (required)
        :type retriever_id: str
        :param hours: Hours of history
        :type hours: 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._get_stage_breakdown_analytics_retrievers_serialize(
            retriever_id=retriever_id,
            hours=hours,
            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': "StageBreakdownResponse",
            '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_stage_breakdown_analytics_retrievers_serialize(
        self,
        retriever_id,
        hours,
        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 retriever_id is not None:
            _path_params['retriever_id'] = retriever_id
        # process the query parameters
        if hours is not None:
            
            _query_params.append(('hours', hours))
            
        # 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/retrievers/{retriever_id}/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
        )


