o iM@s(ddlZddlmZddlmZddlmZmZddlm Z m Z m Z m Z m Z mZmZmZddlmZmZmZmZmZmZmZmZddlmZddlmZmZmZm Z dd l!m"Z"Gd d d e#eZ$Gd d d eeeeefZ%Gddde%Z&Gddde&Z'Gddde'Z(de"de$de%fddZ)dS)N)Enum)Generic)Draft7Validator SchemaError) InvalidAssistantMessageExceptionInvalidFunctionCallException InvalidMessageStructureExceptionInvalidRequestExceptionInvalidSystemPromptExceptionInvalidToolExceptionInvalidToolMessageExceptionInvalidToolSchemaException)UATSAssistantMessageAssistantMessageTypeFinetuningAssistantMessageRolesSystemMessageTypeToolMessageTypeUserMessageType)ChatCompletionRequest)Function FunctionCallToolToolCall)TokenizerVersionc@seZdZdZdZdZdZdS)ValidationModezEnum for the validation mode. Attributes: serving: The serving mode. finetuning: The finetuning mode. test: The test mode. Examples: >>> mode = ValidationMode.serving serving finetuningtestN)__name__ __module__ __qualname____doc__rrrr$r$^/home/ubuntu/.local/lib/python3.10/site-packages/mistral_common/protocol/instruct/validator.pyr%s  rc@seZdZUdZdZeed<ejfdefddZ e defdd Z d e e d edd fd dZdedee fddZdedd fddZde edd fddZdedd fddZdedd fddZdedd fddZdedd fd d!Zd"ed#edd fd$d%Zd2ded#edd fd&d'Z d e e dd fd(d)Z!d e e dd fd*d+Z"de d edd fd,d-Z#d e e d edd fd.d/Z$d e e dd fd0d1Z%d S)3MistralRequestValidatoraValidator for Mistral requests. This class validates the structure and content of Mistral requests. Examples: >>> from mistral_common.protocol.instruct.messages import UserMessage, AssistantMessage >>> validator = MistralRequestValidator() >>> messages = [UserMessage(content="Hello how are you ?")] >>> validator.validate_messages(messages, False) F_allow_tool_call_and_contentmodecCs ||_dS)zInitializes the `MistralRequestValidator`. Args: mode: The validation mode. Defaults to ValidationMode.test. N_mode)selfr(r$r$r%__init__Ds z MistralRequestValidator.__init__returncCs|jSNr))r+r$r$r%r(LszMistralRequestValidator.modemessagescontinue_final_messageNcCs|j||d||dS)aValidates the list of messages. Args: messages: The list of messages to validate. continue_final_message: Whether to continue the final message. Examples: >>> from mistral_common.protocol.instruct.messages import UserMessage, AssistantMessage >>> validator = MistralRequestValidator() >>> messages = [AssistantMessage(content="Hi"), UserMessage(content="Hello")] >>> validator.validate_messages(messages, False) r0N) _validate_message_list_structure_validate_message_list_contentr+r/r0r$r$r%validate_messagesPs z)MistralRequestValidator.validate_messagesrequestcCsD|jtjkr|jdurtd|j|j|jd||j pg|S)aValidates the request Args: request: The request to validate. Returns: The validated request. Examples: >>> from mistral_common.protocol.instruct.messages import UserMessage >>> validator = MistralRequestValidator() >>> request = ChatCompletionRequest(messages=[UserMessage(content="Hello")]) >>> validated_request = validator.validate_request(request) Nz1Model name parameter is required for serving moder1) r*rrmodelr r5r/r0_validate_toolstools)r+r6r$r$r%validate_request`s  z(MistralRequestValidator.validate_requestfunctionc Cs^zt|jWnty}ztd|jd}~wwtd|js-t d|jddS)zE Checks: - That the function schema is valid zInvalid tool schema: N^[a-zA-Z0-9_-]{1,64}$Function name was [ but must be a-z, A-Z, 0-9, or contain underscores and dashes, with a maximum length of 64.) r check_schema parametersrr messagerematchnamer )r+r;er$r$r%_validate_function|s z*MistralRequestValidator._validate_functionr9cCs|D]}||jqdS)zC Checks: - That the tool schemas are valid N)rFr;)r+r9toolr$r$r%r8sz'MistralRequestValidator._validate_toolsrAcCsdSr.r$r+rAr$r$r%_validate_user_messagesz.MistralRequestValidator._validate_user_messagecCs2|jdurtd|jstd|jddSdS)z: Checks: - The tool name is valid Nr<r=r>)rDrBrCr rHr$r$r%_validate_tool_messages  z.MistralRequestValidator._validate_tool_messagecCs|jdur tddS)zF Checks: - That the system prompt has content NzSystem prompt must have content)contentr rHr$r$r%_validate_system_messages z0MistralRequestValidator._validate_system_message function_callcCs$td|jstd|jddS)zK Checks: - That the function call has a valid name r<r=r>N)rBrCrDr)r+rMr$r$r%_validate_function_calls  z/MistralRequestValidator._validate_function_call tool_callis_last_messagecCs||jdS)zK Checks: - That the tool call has a valid function N)rNr;)r+rOrPr$r$r%_validate_tool_callsz+MistralRequestValidator._validate_tool_callcCs|jst|jt|jkrtd|jdur#|jD] }|j||dq|jtjkr assistant -> user -> assistant -> ... NzUnexpected role 'z' after role '')r\rsystemuserr]rGr)r+r/ previous_rolerA current_roleexpected_rolesr$r$r%_validate_message_orders$     z/MistralRequestValidator._validate_message_ordercCs|j}|jtjkr|tjkrtd||rtddSt|to(|j o(| }|jtj tj hv}|r=|r=td||rN|tjksG|j rPtd|dSdS)Nz4Expected last role Assistant for finetuning but got z0Cannot continue final message in finetuning modezuExpected last role User or Tool (or Assistant with prefix or continue_final_message set to True) for serving but got zkExpected last role Assistant with prefix False for serving with continue_final_message set to True but got ) r\r*rrrr]rrVrrXrdrG)r+rAr0last_message_role bad_assistantbad_roler$r$r%_validate_last_messages0  z.MistralRequestValidator._validate_last_messagecCst|dkr tdt|dkr|djtjtjhvrtd|jtjks+t|dkr4|j |d|d| || |dS)z Validates the structure of the list of messages For example the messages must be in the correct order of user/assistant/tool rz+Conversation must have at least one messagerSz=Conversation must start with a user message or system messager1N) r^rr\rrdrcr*rrrlrhrar4r$r$r%r2-s   z8MistralRequestValidator._validate_message_list_structurecCst|D]D\}}|jtjkr||q|jtjkr(|j||t|dkdq|jtjkr4| |q|jtj kr@| |qt dt |dS)z7 Validates the content of the messages rSrRzUnsupported message type N) enumerater\rrdrIr]rYr^rGrJrcrLr type)r+r/idxrAr$r$r%r3Cs       z6MistralRequestValidator._validate_message_list_content)F)&r r!r"r#r'rT__annotations__rrr,propertyr(listrr5rr:rrFrr8rrIrrJrrLrrNrrQrrYrarhrlr2r3r$r$r$r%r&6s*      r&csVeZdZdZdeddfddZdededdfd d Zde d eddffd d Z Z S)MistralRequestValidatorV3zValidator for v3 Mistral requests. This validator adds additional validation for tool call IDs. Examples: >>> validator = MistralRequestValidatorV3() rAr-NcCs`|jdurtd|jstd|jd|jdurtdtd|js.td|jddS) zZ Checks: - The tool name is valid - Tool call id is valid Nr<r=r>zTool call id has to be defined.^[a-zA-Z0-9]{9}$Tool call id was / but must be a-z, A-Z, 0-9, with a length of 9.)rDrBrCr tool_call_idr rHr$r$r%rJ^s    z0MistralRequestValidatorV3._validate_tool_messagerOrPcCs~|jdkrtd|jstd|jd|jtjkr(|s(|jdkr(d}t||jtjkr7|jdkr7td||j dS)z< Validate that the tool call has a valid ID nullrurvrwzXTool call id of assistant message that is not last has to be defined in finetuning mode.z/Tool call id has to be defined in serving mode.N) idrBrCrr*rrrrNr;)r+rOrP err_messager$r$r%rQss  z-MistralRequestValidatorV3._validate_tool_callr0csJt|||jtjkr|jdur!|jD] }|j|ddqdSdSdS)NTrR)superrlr*rrrUrQ)r+rAr0rO __class__r$r%rls   z0MistralRequestValidatorV3._validate_last_message) r r!r"r#rrJrrTrQrrl __classcell__r$r$r}r%rtUs "rtc@seZdZUdZdZeed<dS)MistralRequestValidatorV5zValidator for v5 Mistral requests. This validator allows for both tool calls and content in the assistant message. Examples: >>> validator = MistralRequestValidatorV5() Tr'N)r r!r"r#r'rTrqr$r$r$r%rs rc@s"eZdZdeeddfddZdS)MistralRequestValidatorV13r/r-NcCs@d}t}t}|D]m}|dur|j}q |jtjkr;|j}||vr)td|d||vr5td|d||n9|jtjkrtt|t|krMtd| | |j durt|j D]}|j |vrmtd|j d||j q]|j}q t|t|kr|j t jkrtdt|t|kr|j t jkrtddSdS)z Checks: - That the number and ids of tool calls and tool messages are the same - That the tool calls are followed by tool messages - That tool calls have distinct ids for a given assistant message NzDuplicate tool call id z in tool resultszUnexpected tool call id rZz in assistant messager[)setr\rrGrxraddr]r^clearrUrzr*rrr)r+r/r_expected_tool_idsobserved_tool_idsrArxrOr$r$r%ras@       zIMistralRequestValidatorV13._validate_tool_calls_followed_by_tool_messages)r r!r"rsrrar$r$r$r%rsrversionr(r-cCsn|tjkr t|d}|S|tjkrt|d}|S|tjkr$t|d}|S|tjkr0t|d}|St d|)N)r(zUnsupported tokenizer version: ) rv2r&v3rtv7rv13r ValueError)rr( validatorr$r$r% get_validators     r)*rBenumrtypingr jsonschemarrmistral_common.exceptionsrrrr r r r r )mistral_common.protocol.instruct.messagesrrrrrrrr(mistral_common.protocol.instruct.requestr+mistral_common.protocol.instruct.tool_callsrrrr%mistral_common.tokens.tokenizers.baserstrrr&rtrrrr$r$r$r%s"  ((  !; 1