{"version":3,"sources":["../src/mistral_llms.ts"],"sourcesContent":["/**\n * Copyright 2024 Bloom Labs Inc\n *\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\nimport { Message, Part, StreamingCallback } from 'genkit';\nimport {\n CandidateData,\n GenerateRequest,\n GenerateResponseChunkData,\n MessageData,\n ModelAction,\n Role,\n ToolDefinition,\n} from 'genkit/model';\nimport { GenerationCommonConfigSchema, modelRef } from 'genkit/model';\nimport {\n Tool,\n FunctionT,\n ChatCompletionChoice,\n CompletionChunk,\n ToolCall,\n ChatCompletionRequest,\n ChatCompletionResponse,\n ContentChunk,\n} from '@mistralai/mistralai/models/components/index.js';\nimport { Genkit } from 'genkit';\nimport { z } from 'genkit';\nimport { Mistral } from '@mistralai/mistralai';\n\nexport const MistralConfigSchema = GenerationCommonConfigSchema.extend({\n visualDetailLevel: z.enum(['auto', 'low', 'high']).optional(),\n});\n\nexport const openMistral7B = modelRef({\n name: 'mistral/open-mistral-7b',\n info: {\n versions: ['mistral-tiny-2312'],\n label: 'Mistral - Mistral 7B',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMinistral3B = modelRef({\n name: 'mistral/ministral-3b',\n info: {\n versions: ['ministral-3b-latest', 'ministral-3b-2410'],\n label: 'Mistral - Ministral 3B',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMinistral8B = modelRef({\n name: 'mistral/ministral-8b',\n info: {\n versions: ['ministral-8b-latest', 'ministral-8b-2410'],\n label: 'Mistral - Ministral 8B',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMistralNemo = modelRef({\n name: 'mistral/open-mistral-nemo',\n info: {\n versions: ['open-mistral-nemo', 'pen-mistral-nemo-2407'],\n label: 'Mistral - Nemo Model',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMistralSaba = modelRef({\n name: 'mistral/mistral-saba',\n info: {\n versions: ['mistral-saba-latest', 'mistral-saba-2502'],\n label: 'Mistral - Saba Model',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openCodestralMambda = modelRef({\n name: 'mistral/open-codestral-mamba',\n info: {\n versions: ['open-codestral-mamba'],\n label: 'Mistral - Codestral Mamba',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openCodestral = modelRef({\n name: 'mistral/codestral',\n info: {\n versions: ['codestral-latest', 'codestral-2501'],\n label: 'Mistral - Codestral',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMistral8x7B = modelRef({\n name: 'mistral/open-mixtral-8x7b',\n info: {\n versions: ['open-mixtral-8x7b'],\n label: 'Mistral - Mistral 8x7B',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMixtral8x22B = modelRef({\n name: 'mistral/open-mixtral-8x22b',\n info: {\n versions: ['open-mixtral-8x22b'],\n label: 'Mistral - Mistral 8x22B',\n supports: {\n multiturn: true,\n tools: true,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMistralSmall = modelRef({\n name: 'mistral/mistral-small',\n info: {\n versions: [\n 'mistral-small-latest',\n 'mistral-small-2402',\n 'mistral-small-2501',\n ],\n label: 'Mistral - Mistral Small',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMistralMedium = modelRef({\n name: 'mistral/mistral-medium',\n info: {\n versions: ['mistral-medium-2312'],\n label: 'Mistral - Mistral Medium',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openMistralLarge = modelRef({\n name: 'mistral/mistral-large',\n info: {\n versions: [\n 'mistral-large-latest',\n 'mistral-large-2402',\n 'mistral-large-2407',\n ],\n label: 'Mistral - Mistral Large',\n supports: {\n multiturn: true,\n tools: false,\n media: false,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openPixtralLarge = modelRef({\n name: 'mistral/pixtral-large',\n info: {\n versions: ['pixtral-large-latest', 'pixtral-large-2411'],\n label: 'Mistral - Pixtral Large',\n supports: {\n multiturn: true,\n tools: false,\n media: true,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nexport const openPixtral = modelRef({\n name: 'mistral/pixtral',\n info: {\n versions: ['pixtral-12b-2409'],\n label: 'Mistral - Pixtral',\n supports: {\n multiturn: true,\n tools: false,\n media: true,\n systemRole: true,\n output: ['text', 'json'],\n },\n },\n configSchema: GenerationCommonConfigSchema,\n});\n\nfunction toMistralRole(role: Role): 'system' | 'user' | 'assistant' | 'tool' {\n switch (role) {\n case 'user':\n return 'user';\n case 'model':\n return 'assistant';\n case 'system':\n return 'system';\n case 'tool':\n return 'assistant';\n default:\n throw new Error(`Role ${role} doesn't map to a Mistral role.`);\n }\n}\n\nfunction toMistralTool(tool: ToolDefinition): Tool {\n return {\n type: 'function',\n function: {\n name: tool.name,\n parameters: tool.inputSchema,\n description: tool.description,\n } as FunctionT,\n };\n}\n\n/**\n * Converts a Genkit Part to the corresponding Mistral ChatCompletionContentPart.\n * @param part The Genkit Part to convert.\n * @param visualDetailLevel The visual detail level to use for media parts.\n * @returns The corresponding Mistral ChatCompletionContentPart.\n * @throws Error if the part contains unsupported fields for the current message role.\n */\nexport function toMistralTextAndMedia(part: Part): ContentChunk {\n if (part.text) {\n return {\n type: 'text',\n text: part.text,\n };\n } else if (part.media) {\n return {\n type: 'image_url',\n imageUrl: {\n url: part.media.url,\n },\n };\n }\n throw Error(\n `Unsupported genkit part fields encountered for current message role: ${JSON.stringify(part)}.`\n );\n}\n\nexport function toMistralMessages(\n messages: MessageData[]\n): ChatCompletionRequest['messages'] {\n const mistralMsgs: ChatCompletionRequest['messages'] = [];\n for (const message of messages) {\n const msg = new Message(message);\n const role = toMistralRole(message.role);\n\n // Build the appropriate message type based on the role\n if (role === 'system') {\n mistralMsgs.push({\n role: 'system',\n content: msg.text || '',\n });\n } else if (role === 'user') {\n mistralMsgs.push({\n role: 'user',\n content: msg.content.map((part) => toMistralTextAndMedia(part)),\n });\n } else if (role === 'assistant') {\n mistralMsgs.push({\n role: 'assistant',\n content: msg.content.map((part) => toMistralTextAndMedia(part)),\n });\n } else if (role === 'tool') {\n mistralMsgs.push({\n role: 'tool',\n content: msg.content.map((part) => toMistralTextAndMedia(part)),\n });\n }\n }\n return mistralMsgs;\n}\n\nconst finishReasonMap: Record<\n NonNullable,\n CandidateData['finishReason']\n> = {\n length: 'length',\n stop: 'stop',\n tool_calls: 'stop',\n content_filter: 'blocked',\n};\n\nexport const SUPPORTED_MISTRAL_MODELS = {\n 'open-mistral-7b': openMistral7B,\n 'open-mixtral-8x7b': openMistral8x7B,\n 'open-mixtral-8x22b': openMixtral8x22B,\n 'mistral-small': openMistralSmall,\n 'mistral-medium': openMistralMedium,\n 'mistral-large': openMistralLarge,\n 'ministral-3b': openMinistral3B,\n 'ministral-8b': openMinistral8B,\n 'open-mistral-nemo': openMistralNemo,\n 'open-codestral-mamba': openCodestralMambda,\n codestral: openCodestral,\n 'mistral-saba': openMistralSaba,\n 'pixtral-large': openPixtralLarge,\n pixtral: openPixtral,\n};\n\nfunction fromMistralToolCall(toolCall: ToolCall) {\n if (!toolCall.function) {\n throw Error(\n `Unexpected mistral chunk choice. tool_calls was provided but one or more tool_calls is missing.`\n );\n }\n const f = toolCall.function;\n return {\n toolRequest: {\n name: f.name,\n ref: toolCall.id,\n input:\n typeof f.arguments === 'string' ? JSON.parse(f.arguments) : f.arguments,\n },\n };\n}\n\nfunction fromMistralChoice(choice: ChatCompletionChoice): CandidateData {\n const toolRequestParts = choice.message.toolCalls?.map(fromMistralToolCall);\n return {\n index: choice.index,\n finishReason: finishReasonMap[choice.finishReason] || 'other',\n message: {\n role: 'model',\n content: toolRequestParts\n ? toolRequestParts\n : [\n {\n text:\n typeof choice.message.content === 'string'\n ? choice.message.content\n : '',\n },\n ],\n },\n custom: {},\n };\n}\n\nfunction fromMistralChunkChoice(\n choice: CompletionChunk['choices'][0]\n): CandidateData {\n return {\n index: choice.index,\n finishReason: choice.finishReason\n ? finishReasonMap[choice.finishReason] || 'other'\n : 'unknown',\n message: {\n role: 'model',\n content: [\n {\n text:\n typeof choice.delta.content === 'string'\n ? choice.delta.content\n : '',\n },\n ],\n },\n custom: {},\n };\n}\n\nexport function toMistralRequestBody(\n modelName: string,\n request: GenerateRequest\n) {\n const model = SUPPORTED_MISTRAL_MODELS[modelName];\n if (!model) throw new Error(`Unsupported model: ${modelName}`);\n const mistralMessages = toMistralMessages(request.messages);\n const mappedModelName = request.config?.version || model.version || modelName;\n\n let responseFormat;\n if (request.output?.format === 'json') {\n responseFormat = { type: 'json_object' };\n } else {\n responseFormat = null;\n }\n const body: ChatCompletionRequest = {\n messages: mistralMessages,\n tools: request.tools?.map(toMistralTool),\n model: mappedModelName,\n maxTokens: request.config?.maxOutputTokens,\n temperature: request.config?.temperature,\n topP: request.config?.topP,\n n: request.candidates,\n stop: request.config?.stopSequences,\n responseFormat: responseFormat,\n };\n\n for (const key in body) {\n if (!body[key] || (Array.isArray(body[key]) && !body[key].length))\n delete body[key];\n }\n return body;\n}\n\nexport function mistralModel(\n ai: Genkit,\n name: 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