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feat:add mistral ai (#2594)
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- open-mistral-7b
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- open-mixtral-8x7b
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- mistral-small-latest
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- mistral-medium-latest
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- mistral-large-latest
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31
api/core/model_runtime/model_providers/mistralai/llm/llm.py
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31
api/core/model_runtime/model_providers/mistralai/llm/llm.py
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from collections.abc import Generator
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from typing import Optional, Union
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from core.model_runtime.entities.llm_entities import LLMResult
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from core.model_runtime.entities.message_entities import PromptMessage, PromptMessageTool
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from core.model_runtime.model_providers.openai_api_compatible.llm.llm import OAIAPICompatLargeLanguageModel
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class MistralAILargeLanguageModel(OAIAPICompatLargeLanguageModel):
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def _invoke(self, model: str, credentials: dict,
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prompt_messages: list[PromptMessage], model_parameters: dict,
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tools: Optional[list[PromptMessageTool]] = None, stop: Optional[list[str]] = None,
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stream: bool = True, user: Optional[str] = None) \
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-> Union[LLMResult, Generator]:
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self._add_custom_parameters(credentials)
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# mistral dose not support user/stop arguments
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stop = []
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user = None
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return super()._invoke(model, credentials, prompt_messages, model_parameters, tools, stop, stream, user)
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def validate_credentials(self, model: str, credentials: dict) -> None:
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self._add_custom_parameters(credentials)
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super().validate_credentials(model, credentials)
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@staticmethod
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def _add_custom_parameters(credentials: dict) -> None:
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credentials['mode'] = 'chat'
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credentials['endpoint_url'] = 'https://api.mistral.ai/v1'
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model: mistral-large-latest
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label:
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zh_Hans: mistral-large-latest
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en_US: mistral-large-latest
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model_type: llm
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features:
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- agent-thought
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model_properties:
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context_size: 32000
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parameter_rules:
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- name: temperature
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use_template: temperature
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default: 0.7
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min: 0
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max: 1
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- name: top_p
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use_template: top_p
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default: 1
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min: 0
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max: 1
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- name: max_tokens
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use_template: max_tokens
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default: 1024
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min: 1
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max: 8000
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- name: safe_prompt
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defulat: false
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type: boolean
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help:
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en_US: Whether to inject a safety prompt before all conversations.
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zh_Hans: 是否开启提示词审查
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label:
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en_US: SafePrompt
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zh_Hans: 提示词审查
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- name: random_seed
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type: int
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help:
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en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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zh_Hans: 当开启随机数种子以后,你可以通过指定一个固定的种子来使得回答结果更加稳定
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label:
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en_US: RandomSeed
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zh_Hans: 随机数种子
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default: 0
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min: 0
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max: 2147483647
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pricing:
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input: '0.008'
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output: '0.024'
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unit: '0.001'
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currency: USD
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model: mistral-medium-latest
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label:
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zh_Hans: mistral-medium-latest
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en_US: mistral-medium-latest
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model_type: llm
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features:
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- agent-thought
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model_properties:
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context_size: 32000
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parameter_rules:
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- name: temperature
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use_template: temperature
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default: 0.7
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min: 0
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max: 1
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- name: top_p
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use_template: top_p
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default: 1
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min: 0
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max: 1
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- name: max_tokens
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use_template: max_tokens
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default: 1024
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min: 1
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max: 8000
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- name: safe_prompt
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defulat: false
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type: boolean
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help:
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en_US: Whether to inject a safety prompt before all conversations.
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zh_Hans: 是否开启提示词审查
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label:
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en_US: SafePrompt
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zh_Hans: 提示词审查
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- name: random_seed
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type: int
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help:
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en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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zh_Hans: 当开启随机数种子以后,你可以通过指定一个固定的种子来使得回答结果更加稳定
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label:
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en_US: RandomSeed
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zh_Hans: 随机数种子
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default: 0
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min: 0
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max: 2147483647
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pricing:
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input: '0.0027'
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output: '0.0081'
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unit: '0.001'
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currency: USD
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model: mistral-small-latest
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label:
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zh_Hans: mistral-small-latest
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en_US: mistral-small-latest
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model_type: llm
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features:
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- agent-thought
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model_properties:
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context_size: 32000
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parameter_rules:
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- name: temperature
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use_template: temperature
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default: 0.7
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min: 0
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max: 1
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- name: top_p
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use_template: top_p
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default: 1
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min: 0
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max: 1
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- name: max_tokens
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use_template: max_tokens
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default: 1024
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min: 1
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max: 8000
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- name: safe_prompt
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defulat: false
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type: boolean
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help:
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en_US: Whether to inject a safety prompt before all conversations.
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zh_Hans: 是否开启提示词审查
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label:
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en_US: SafePrompt
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zh_Hans: 提示词审查
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- name: random_seed
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type: int
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help:
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en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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zh_Hans: 当开启随机数种子以后,你可以通过指定一个固定的种子来使得回答结果更加稳定
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label:
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en_US: RandomSeed
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zh_Hans: 随机数种子
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default: 0
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min: 0
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max: 2147483647
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pricing:
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input: '0.002'
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output: '0.006'
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unit: '0.001'
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currency: USD
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@ -0,0 +1,50 @@
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model: open-mistral-7b
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label:
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zh_Hans: open-mistral-7b
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en_US: open-mistral-7b
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model_type: llm
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features:
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- agent-thought
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model_properties:
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context_size: 8000
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parameter_rules:
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- name: temperature
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use_template: temperature
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default: 0.7
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min: 0
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max: 1
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- name: top_p
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use_template: top_p
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default: 1
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min: 0
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max: 1
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- name: max_tokens
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use_template: max_tokens
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default: 1024
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min: 1
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max: 2048
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- name: safe_prompt
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defulat: false
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type: boolean
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help:
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en_US: Whether to inject a safety prompt before all conversations.
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zh_Hans: 是否开启提示词审查
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label:
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en_US: SafePrompt
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zh_Hans: 提示词审查
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- name: random_seed
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type: int
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help:
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en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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zh_Hans: 当开启随机数种子以后,你可以通过指定一个固定的种子来使得回答结果更加稳定
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label:
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en_US: RandomSeed
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zh_Hans: 随机数种子
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default: 0
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min: 0
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max: 2147483647
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pricing:
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input: '0.00025'
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output: '0.00025'
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unit: '0.001'
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currency: USD
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model: open-mixtral-8x7b
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label:
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zh_Hans: open-mixtral-8x7b
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en_US: open-mixtral-8x7b
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model_type: llm
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features:
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- agent-thought
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model_properties:
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context_size: 32000
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parameter_rules:
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- name: temperature
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use_template: temperature
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default: 0.7
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min: 0
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max: 1
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- name: top_p
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use_template: top_p
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default: 1
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min: 0
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max: 1
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- name: max_tokens
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use_template: max_tokens
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default: 1024
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min: 1
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max: 8000
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- name: safe_prompt
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defulat: false
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type: boolean
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help:
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en_US: Whether to inject a safety prompt before all conversations.
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zh_Hans: 是否开启提示词审查
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label:
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en_US: SafePrompt
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zh_Hans: 提示词审查
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- name: random_seed
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type: int
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help:
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en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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zh_Hans: 当开启随机数种子以后,你可以通过指定一个固定的种子来使得回答结果更加稳定
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label:
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en_US: RandomSeed
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zh_Hans: 随机数种子
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default: 0
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min: 0
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max: 2147483647
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pricing:
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input: '0.0007'
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output: '0.0007'
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unit: '0.001'
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currency: USD
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import logging
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from core.model_runtime.entities.model_entities import ModelType
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from core.model_runtime.errors.validate import CredentialsValidateFailedError
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from core.model_runtime.model_providers.__base.model_provider import ModelProvider
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logger = logging.getLogger(__name__)
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class MistralAIProvider(ModelProvider):
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def validate_provider_credentials(self, credentials: dict) -> None:
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"""
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Validate provider credentials
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if validate failed, raise exception
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:param credentials: provider credentials, credentials form defined in `provider_credential_schema`.
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"""
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try:
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model_instance = self.get_model_instance(ModelType.LLM)
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model_instance.validate_credentials(
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model='open-mistral-7b',
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credentials=credentials
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)
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except CredentialsValidateFailedError as ex:
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raise ex
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except Exception as ex:
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logger.exception(f'{self.get_provider_schema().provider} credentials validate failed')
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raise ex
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provider: mistralai
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label:
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en_US: MistralAI
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description:
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en_US: Models provided by MistralAI, such as open-mistral-7b and mistral-large-latest.
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zh_Hans: MistralAI 提供的模型,例如 open-mistral-7b 和 mistral-large-latest。
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icon_small:
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en_US: icon_s_en.png
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icon_large:
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en_US: icon_l_en.png
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background: "#FFFFFF"
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help:
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title:
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en_US: Get your API Key from MistralAI
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zh_Hans: 从 MistralAI 获取 API Key
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url:
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en_US: https://console.mistral.ai/api-keys/
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supported_model_types:
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- llm
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configurate_methods:
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- predefined-model
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provider_credential_schema:
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credential_form_schemas:
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- variable: api_key
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label:
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en_US: API Key
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type: secret-input
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required: true
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placeholder:
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zh_Hans: 在此输入您的 API Key
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en_US: Enter your API Key
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