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feat:add mistral ai (#2594)

tags/0.5.7
Joshua 1年前
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api/core/model_runtime/model_providers/mistralai/__init__.py 查看文件


二进制
api/core/model_runtime/model_providers/mistralai/_assets/icon_l_en.png 查看文件


二进制
api/core/model_runtime/model_providers/mistralai/_assets/icon_s_en.png 查看文件


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api/core/model_runtime/model_providers/mistralai/llm/_position.yaml 查看文件

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- open-mistral-7b
- open-mixtral-8x7b
- mistral-small-latest
- mistral-medium-latest
- mistral-large-latest

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api/core/model_runtime/model_providers/mistralai/llm/llm.py 查看文件

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from collections.abc import Generator
from typing import Optional, Union

from core.model_runtime.entities.llm_entities import LLMResult
from core.model_runtime.entities.message_entities import PromptMessage, PromptMessageTool
from core.model_runtime.model_providers.openai_api_compatible.llm.llm import OAIAPICompatLargeLanguageModel


class MistralAILargeLanguageModel(OAIAPICompatLargeLanguageModel):
def _invoke(self, model: str, credentials: dict,
prompt_messages: list[PromptMessage], model_parameters: dict,
tools: Optional[list[PromptMessageTool]] = None, stop: Optional[list[str]] = None,
stream: bool = True, user: Optional[str] = None) \
-> Union[LLMResult, Generator]:
self._add_custom_parameters(credentials)
# mistral dose not support user/stop arguments
stop = []
user = None

return super()._invoke(model, credentials, prompt_messages, model_parameters, tools, stop, stream, user)

def validate_credentials(self, model: str, credentials: dict) -> None:
self._add_custom_parameters(credentials)
super().validate_credentials(model, credentials)

@staticmethod
def _add_custom_parameters(credentials: dict) -> None:
credentials['mode'] = 'chat'
credentials['endpoint_url'] = 'https://api.mistral.ai/v1'

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api/core/model_runtime/model_providers/mistralai/llm/mistral-large-latest.yaml 查看文件

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model: mistral-large-latest
label:
zh_Hans: mistral-large-latest
en_US: mistral-large-latest
model_type: llm
features:
- agent-thought
model_properties:
context_size: 32000
parameter_rules:
- name: temperature
use_template: temperature
default: 0.7
min: 0
max: 1
- name: top_p
use_template: top_p
default: 1
min: 0
max: 1
- name: max_tokens
use_template: max_tokens
default: 1024
min: 1
max: 8000
- name: safe_prompt
defulat: false
type: boolean
help:
en_US: Whether to inject a safety prompt before all conversations.
zh_Hans: 是否开启提示词审查
label:
en_US: SafePrompt
zh_Hans: 提示词审查
- name: random_seed
type: int
help:
en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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
label:
en_US: RandomSeed
zh_Hans: 随机数种子
default: 0
min: 0
max: 2147483647
pricing:
input: '0.008'
output: '0.024'
unit: '0.001'
currency: USD

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api/core/model_runtime/model_providers/mistralai/llm/mistral-medium-latest.yaml 查看文件

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model: mistral-medium-latest
label:
zh_Hans: mistral-medium-latest
en_US: mistral-medium-latest
model_type: llm
features:
- agent-thought
model_properties:
context_size: 32000
parameter_rules:
- name: temperature
use_template: temperature
default: 0.7
min: 0
max: 1
- name: top_p
use_template: top_p
default: 1
min: 0
max: 1
- name: max_tokens
use_template: max_tokens
default: 1024
min: 1
max: 8000
- name: safe_prompt
defulat: false
type: boolean
help:
en_US: Whether to inject a safety prompt before all conversations.
zh_Hans: 是否开启提示词审查
label:
en_US: SafePrompt
zh_Hans: 提示词审查
- name: random_seed
type: int
help:
en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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
label:
en_US: RandomSeed
zh_Hans: 随机数种子
default: 0
min: 0
max: 2147483647
pricing:
input: '0.0027'
output: '0.0081'
unit: '0.001'
currency: USD

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api/core/model_runtime/model_providers/mistralai/llm/mistral-small-latest.yaml 查看文件

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model: mistral-small-latest
label:
zh_Hans: mistral-small-latest
en_US: mistral-small-latest
model_type: llm
features:
- agent-thought
model_properties:
context_size: 32000
parameter_rules:
- name: temperature
use_template: temperature
default: 0.7
min: 0
max: 1
- name: top_p
use_template: top_p
default: 1
min: 0
max: 1
- name: max_tokens
use_template: max_tokens
default: 1024
min: 1
max: 8000
- name: safe_prompt
defulat: false
type: boolean
help:
en_US: Whether to inject a safety prompt before all conversations.
zh_Hans: 是否开启提示词审查
label:
en_US: SafePrompt
zh_Hans: 提示词审查
- name: random_seed
type: int
help:
en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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
label:
en_US: RandomSeed
zh_Hans: 随机数种子
default: 0
min: 0
max: 2147483647
pricing:
input: '0.002'
output: '0.006'
unit: '0.001'
currency: USD

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api/core/model_runtime/model_providers/mistralai/llm/open-mistral-7b.yaml 查看文件

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model: open-mistral-7b
label:
zh_Hans: open-mistral-7b
en_US: open-mistral-7b
model_type: llm
features:
- agent-thought
model_properties:
context_size: 8000
parameter_rules:
- name: temperature
use_template: temperature
default: 0.7
min: 0
max: 1
- name: top_p
use_template: top_p
default: 1
min: 0
max: 1
- name: max_tokens
use_template: max_tokens
default: 1024
min: 1
max: 2048
- name: safe_prompt
defulat: false
type: boolean
help:
en_US: Whether to inject a safety prompt before all conversations.
zh_Hans: 是否开启提示词审查
label:
en_US: SafePrompt
zh_Hans: 提示词审查
- name: random_seed
type: int
help:
en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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
label:
en_US: RandomSeed
zh_Hans: 随机数种子
default: 0
min: 0
max: 2147483647
pricing:
input: '0.00025'
output: '0.00025'
unit: '0.001'
currency: USD

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api/core/model_runtime/model_providers/mistralai/llm/open-mixtral-8x7b.yaml 查看文件

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model: open-mixtral-8x7b
label:
zh_Hans: open-mixtral-8x7b
en_US: open-mixtral-8x7b
model_type: llm
features:
- agent-thought
model_properties:
context_size: 32000
parameter_rules:
- name: temperature
use_template: temperature
default: 0.7
min: 0
max: 1
- name: top_p
use_template: top_p
default: 1
min: 0
max: 1
- name: max_tokens
use_template: max_tokens
default: 1024
min: 1
max: 8000
- name: safe_prompt
defulat: false
type: boolean
help:
en_US: Whether to inject a safety prompt before all conversations.
zh_Hans: 是否开启提示词审查
label:
en_US: SafePrompt
zh_Hans: 提示词审查
- name: random_seed
type: int
help:
en_US: The seed to use for random sampling. If set, different calls will generate deterministic results.
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
label:
en_US: RandomSeed
zh_Hans: 随机数种子
default: 0
min: 0
max: 2147483647
pricing:
input: '0.0007'
output: '0.0007'
unit: '0.001'
currency: USD

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api/core/model_runtime/model_providers/mistralai/mistralai.py 查看文件

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import logging

from core.model_runtime.entities.model_entities import ModelType
from core.model_runtime.errors.validate import CredentialsValidateFailedError
from core.model_runtime.model_providers.__base.model_provider import ModelProvider

logger = logging.getLogger(__name__)


class MistralAIProvider(ModelProvider):

def validate_provider_credentials(self, credentials: dict) -> None:
"""
Validate provider credentials
if validate failed, raise exception

:param credentials: provider credentials, credentials form defined in `provider_credential_schema`.
"""
try:
model_instance = self.get_model_instance(ModelType.LLM)

model_instance.validate_credentials(
model='open-mistral-7b',
credentials=credentials
)
except CredentialsValidateFailedError as ex:
raise ex
except Exception as ex:
logger.exception(f'{self.get_provider_schema().provider} credentials validate failed')
raise ex

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api/core/model_runtime/model_providers/mistralai/mistralai.yaml 查看文件

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provider: mistralai
label:
en_US: MistralAI
description:
en_US: Models provided by MistralAI, such as open-mistral-7b and mistral-large-latest.
zh_Hans: MistralAI 提供的模型,例如 open-mistral-7b 和 mistral-large-latest。
icon_small:
en_US: icon_s_en.png
icon_large:
en_US: icon_l_en.png
background: "#FFFFFF"
help:
title:
en_US: Get your API Key from MistralAI
zh_Hans: 从 MistralAI 获取 API Key
url:
en_US: https://console.mistral.ai/api-keys/
supported_model_types:
- llm
configurate_methods:
- predefined-model
provider_credential_schema:
credential_form_schemas:
- variable: api_key
label:
en_US: API Key
type: secret-input
required: true
placeholder:
zh_Hans: 在此输入您的 API Key
en_US: Enter your API Key

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