o
    xi6                     @  s   d dl mZ d dlZd dlmZ d dlmZ d dlmZ d dlZd dl	m
Z
 d dlmZ eeZd$ddZd%ddZ	d&d'ddZd(d d!ZG d"d# d#ZdS ))    )annotationsN)Sequence)datetime)Any)Response)generate_idoriginal_dictdict[str, Any]keys_subsetSequence[str]returnc                   s    fdd|D S )zCreate a subset of a dictionary using a subset of keys.

    :param original_dict: The original dictionary.
    :param keys_subset: The subset of keys to extract.
    :return: A dictionary containing only the specified keys.
    c                   s   i | ]}| v r| | qS  r   .0keyr   r   U/home/ubuntu/.local/lib/python3.10/site-packages/wandb/integration/cohere/resolver.py
<dictcomp>   s    zsubset_dict.<locals>.<dictcomp>r   )r   r
   r   r   r   subset_dict   s   	r   datalist[dict[str, Any]]order	list[str]!tuple[list[str], list[list[Any]]]c                 C  s   g }t  }|D ]}||vr|| || q| D ]}|D ]}||vr.|| || qqg }| D ]}g }|D ]}|||d q:|| q4||fS )a  Convert a list of dictionaries to a pair of column names and corresponding values, with the option to order specific dictionaries.

    :param data: A list of dictionaries.
    :param order: A list of keys specifying the desired order for specific dictionaries. The remaining dictionaries will be ordered based on their original order.
    :return: A pair of column names and corresponding values.
    N)setappendaddget)r   r   final_columnskeys_presentr   dvaluesrowr   r   r   &reorder_and_convert_dict_list_to_table   s*   	



r#    -
dictionary
parent_keystrsepc                 C  sZ   i }|   D ]$\}}|r| | | n|}t|tr&|t|||d q|||< q|S )a  Flatten a nested dictionary, joining keys using a specified separator.

    :param dictionary: The dictionary to flatten.
    :param parent_key: The base key to prepend to each key.
    :param sep: The separator to use when joining keys.
    :return: A flattened dictionary.
    )r)   )items
isinstancedictupdateflatten_dict)r&   r'   r)   flattened_dictr   valuenew_keyr   r   r   r.   ?   s   


r.   list_of_dictsdict[str, list[Any]]c                 C  sH   t jtt |  }dd |D }| D ]}|D ]}|| ||  qq|S )a3  Collect the common keys of a list of dictionaries. For each common key, put its values into a list in the order they appear in the original dictionaries.

    :param list_of_dicts: The list of dictionaries to inspect.
    :return: A dictionary with each common key and its corresponding list of values.
    c                 S  s   i | ]}|g qS r   r   r   r   r   r   r   Z   s    z'collect_common_keys.<locals>.<dictcomp>)r   intersectionmapr   )r2   common_keyscommon_dictr    r   r   r   r   collect_common_keysS   s   r8   c                   @  s`   e Zd ZdZd%ddZd&ddZd&ddZd&ddZd'ddZd&ddZ	d&ddZ
d(d"d#Zd$S ))CohereRequestResponseResolverzlClass to resolve the request/response from the Cohere API and convert it to a dictionary that can be logged.argsSequence[Any]kwargsr	   responser   
start_timefloattime_elapsedr   dict[str, Any] | Nonec              
   C  s0  z|t t|dd dd }d}|dkr#| |}g d}d}	nM|d	kr3| |}g d
}d}	n=|dkrH| |}| |}g d}d}	n(|dkrX| |}g d}d}	n|dkrh| |}g d}d}	nt	
d|  | ||||||||	W S  ty }
 zt	d|
  W Y d}
~
dS d}
~
ww )a  Process the response from the Cohere API and convert it to a dictionary that can be logged.

        :param args: The arguments of the original function.
        :param kwargs: The keyword arguments of the original function.
        :param response: The response from the Cohere API.
        :param start_time: The start time of the request.
        :param time_elapsed: The time elapsed for the request.
        :return: A dictionary containing the parsed response and timing information.
        '   .NGenerations)	r>   query_idmodelprompttexttoken_likelihoods
likelihoodtime_elapsed_(seconds)end_timecommandChat)r>   rG   rH   conversation_idresponse_idqueryrJ   rI   preamblechat_historychatlogrM   rN   Classifications)	r>   rG   rH   idinput
prediction
confidencerM   rN   zembed-english-v2.0SummarizeResponse)r>   rG   rH   rR   rJ   additional_commandsummaryrM   rN   lengthformatzsummarize-xlarge	Reranking)r>   rG   rH   rX   rS   top_nzdocument-textrelevance_scoreindexrM   rN   zrerank-english-v2.0z$Unsupported Cohere response object: z$Failed to resolve request/response: )r(   typesplit_resolve_generate_response_resolve_chat_response_resolve_classify_response_resolve_classify_kwargs_resolve_summarize_response_resolve_rerank_responseloggerinfo_resolve	Exceptionwarning)selfr:   r<   r=   r>   r@   response_typeparsed_responsetable_column_orderdefault_modeler   r   r   __call__d   sP    






z&CohereRequestResponseResolver.__call__r   c              
   C  sR   g }|D ]"}|  }zt|d |d< W n ttfy    Y nw || q|S )NrK   )_visualize_helperwandbHtmlKeyError
ValueErrorr   )rr   r=   return_list	_response_response_dictr   r   r   rg      s   z8CohereRequestResponseResolver._resolve_generate_responsec                 C  s   t |jg dgS )N)rR   generation_idrS   rJ   rQ   rI   rV   rT   )r   __dict__rr   r=   r   r   r   rh      s
   z4CohereRequestResponseResolver._resolve_chat_responsec                 C  s   dd |D S )Nc                 S     g | ]}t |jqS r   r.   r   r   r   r   r   r   
<listcomp>  s    zLCohereRequestResponseResolver._resolve_classify_response.<locals>.<listcomp>r   r   r   r   r   ri     s   z8CohereRequestResponseResolver._resolve_classify_responsec                 C  sL   g }g }|d D ]}| |j | |j q|d ||d< ||d< |S )Nexamplesexample_textsexample_labels)r   rJ   labelpop)rr   r<   r   r   exampler   r   r   rj     s   
z6CohereRequestResponseResolver._resolve_classify_kwargsc                 C  s   |j |jdgS )N)rR   r^   )rX   r^   r   r   r   r   rk     s   z9CohereRequestResponseResolver._resolve_summarize_responsec                 C  s&   dd |D }t |}|j|d< |gS )Nc                 S  r   r   r   r   r   r   r   r     s    
zJCohereRequestResponseResolver._resolve_rerank_response.<locals>.<listcomp>rX   )r8   rX   )rr   r=   flattened_response_dictsreturn_dictr   r   r   rl     s   
z6CohereRequestResponseResolver._resolve_rerank_responsert   rs   r(   ru   r   rv   c	                 C  s   t dd}	t|d jg d}
t|}t|| }|||d}g }|D ]}d|	i||||
}d|vr;||d< || q%t||\}}tj||d}| |iS )	a  Convert a list of dictionaries to a pair of column names and corresponding values, with the option to order specific dictionaries.

        :param args: The arguments passed to the API client.
        :param kwargs: The keyword arguments passed to the API client.
        :param parsed_response: The parsed response from the API.
        :param start_time: The start time of the API request.
        :param time_elapsed: The time elapsed during the API request.
        :param response_type: The type of the API response.
        :param table_column_order: The desired order of columns in the resulting table.
        :param default_model: The default model to use if not specified in the response.
        :return: A dictionary containing the formatted response.
           )r_   r   )api_version
batch_sizemax_retriesnum_workerstimeout)r>   rN   rM   rG   rH   )r   columns)	r   r   r   r   fromtimestampr   r#   rz   Table)rr   r:   r<   rt   r>   r@   rs   ru   rv   rG   parsed_argsstart_time_dtend_time_dttimingspacked_data_parsed_response_packed_dictr   r   request_response_tabler   r   r   ro   $  s>   


z&CohereRequestResponseResolver._resolveN)r:   r;   r<   r	   r=   r   r>   r?   r@   r?   r   rA   )r=   r   r   r   )r<   r	   r   r	   )r:   r;   r<   r	   rt   r   r>   r?   r@   r?   rs   r(   ru   r   rv   r(   r   r	   )__name__
__module____qualname____doc__rx   rg   rh   ri   rj   rk   rl   ro   r   r   r   r   r9   a   s    






r9   )r   r	   r
   r   r   r	   )r   r   r   r   r   r   )r$   r%   )r&   r	   r'   r(   r)   r(   r   r	   )r2   r   r   r3   )
__future__r   loggingcollections.abcr   r   typingr   rz   (wandb.sdk.integration_utils.auto_loggingr   wandb.sdk.lib.runidr   	getLoggerr   rm   r   r#   r.   r8   r9   r   r   r   r   <module>   s    


%
