技能 人工智能 Cohere API V1至V2迁移指南

Cohere API V1至V2迁移指南

v20260423
cohere-upgrade-migration
本指南详细介绍了从Cohere API v1到v2的迁移步骤和所有破坏性变更。内容涵盖了SDK升级、聊天消息格式、角色名称以及嵌入、重排和工具使用等关键端点的更新要求,帮助开发者平稳地完成API版本升级。
获取技能
427 次下载
概览

Cohere Upgrade & Migration

Overview

Guide for migrating from Cohere API v1 to v2 and upgrading the cohere-ai TypeScript / cohere Python SDK. Covers every breaking change with before/after code.

Prerequisites

  • Current Cohere SDK installed
  • Git for version control
  • Test suite available

Instructions

Step 1: Check Current Version

# TypeScript
npm list cohere-ai

# Python
pip show cohere

# Latest versions
npm view cohere-ai version
pip index versions cohere

Step 2: Create Upgrade Branch

git checkout -b upgrade/cohere-v2-migration
npm install cohere-ai@latest
# or: pip install cohere --upgrade

Step 3: API v1 to v2 Breaking Changes

Client Import

// v1
import { CohereClient } from 'cohere-ai';
const cohere = new CohereClient({ token: '...' });

// v2
import { CohereClientV2 } from 'cohere-ai';
const cohere = new CohereClientV2({ token: '...' });

Chat Endpoint — Messages Format

// v1 — single message string
const response = await cohere.chat({
  message: 'Hello',
  preamble: 'You are helpful.',
  chatHistory: [
    { role: 'USER', message: 'Hi' },
    { role: 'CHATBOT', message: 'Hello!' },
  ],
});
console.log(response.text);

// v2 — OpenAI-compatible messages array, model required
const response = await cohere.chat({
  model: 'command-a-03-2025',  // REQUIRED in v2
  messages: [
    { role: 'system', content: 'You are helpful.' },
    { role: 'user', content: 'Hi' },
    { role: 'assistant', content: 'Hello!' },
    { role: 'user', content: 'Hello' },
  ],
});
console.log(response.message?.content?.[0]?.text);

Role Names

v1 v2
USER user
CHATBOT assistant
SYSTEM system
TOOL tool

Embed Endpoint — Required Fields

// v1 — model optional, no embedding_types
const response = await cohere.embed({
  texts: ['hello'],
});

// v2 — model, inputType, embeddingTypes all REQUIRED
const response = await cohere.embed({
  model: 'embed-v4.0',          // Required
  texts: ['hello'],
  inputType: 'search_document', // Required for v3+ models
  embeddingTypes: ['float'],    // Required for v3+ models
});

Rerank Endpoint — Model Required

// v1
const response = await cohere.rerank({
  query: 'best language',
  documents: ['Python', 'Rust'],
});

// v2
const response = await cohere.rerank({
  model: 'rerank-v3.5',  // Required
  query: 'best language',
  documents: ['Python', 'Rust'],
  topN: 2,
});

Classify Endpoint — Model Required

// v1
const response = await cohere.classify({
  inputs: ['great product'],
  examples: [/*...*/],
});

// v2
const response = await cohere.classify({
  model: 'embed-english-v3.0',  // Required
  inputs: ['great product'],
  examples: [/*...*/],
});

Streaming Changes

// v1
const stream = cohere.chatStream({ message: 'hello' });
for await (const event of stream) {
  if (event.eventType === 'text-generation') {
    process.stdout.write(event.text);
  }
}

// v2
const stream = await cohere.chatStream({
  model: 'command-a-03-2025',
  messages: [{ role: 'user', content: 'hello' }],
});
for await (const event of stream) {
  if (event.type === 'content-delta') {
    process.stdout.write(event.delta?.message?.content?.text ?? '');
  }
}

RAG / Documents

// v1 — connectors or documents as strings
const response = await cohere.chat({
  message: 'question',
  documents: [{ title: 'Doc', snippet: 'content' }],
  connectors: [{ id: 'web-search' }],
});
// citations via response.citations

// v2 — documents as data objects
const response = await cohere.chat({
  model: 'command-a-03-2025',
  messages: [{ role: 'user', content: 'question' }],
  documents: [
    { id: 'doc1', data: { text: 'content' } },
  ],
});
// citations via response.message?.citations

Tool Use

// v1 — Cohere-specific format
const tools = [{
  name: 'get_weather',
  description: 'Get weather',
  parameterDefinitions: {
    city: { type: 'str', required: true },
  },
}];

// v2 — OpenAI-compatible format
const tools = [{
  type: 'function',
  function: {
    name: 'get_weather',
    description: 'Get weather',
    parameters: {
      type: 'object',
      properties: { city: { type: 'string' } },
      required: ['city'],
    },
  },
}];

Step 4: Model Name Updates

Old Name Current Name Status
command command-r7b-12-2024 Use new ID
command-r command-r-08-2024 Use new ID
command-r-plus command-r-plus-08-2024 Use new ID
command-nightly command-a-03-2025 Use Command A
embed-english-v3.0 embed-v4.0 Upgrade recommended
rerank-english-v3.0 rerank-v3.5 Upgrade recommended

Step 5: Python Migration

# v1
import cohere
co = cohere.Client(api_key="...")
response = co.chat(message="hello")
print(response.text)

# v2
import cohere
co = cohere.ClientV2()  # reads CO_API_KEY
response = co.chat(
    model="command-a-03-2025",
    messages=[{"role": "user", "content": "hello"}],
)
print(response.message.content[0].text)

Step 6: Run Tests and Verify

npm test
# Fix any type errors from changed response shapes
# Key changes: response.text → response.message?.content?.[0]?.text
#              response.citations → response.message?.citations

git add -A
git commit -m "chore: migrate to Cohere API v2"

Migration Codemod (Find & Replace)

# Find all v1 imports
grep -rn "CohereClient\b" src/ --include="*.ts" | grep -v "CohereClientV2"

# Find v1 chat calls
grep -rn "\.chat({" src/ --include="*.ts" -A2 | grep "message:"

# Find v1 response access
grep -rn "response\.text\b" src/ --include="*.ts"

# Find v1 streaming events
grep -rn "eventType.*text-generation" src/ --include="*.ts"

Output

  • Updated SDK to latest version
  • Migrated all endpoints from v1 to v2 format
  • Updated model IDs to current names
  • All tests passing against v2 API

Error Handling

Error After Migration Cause Fix
model is required Missed adding model param Add model to every call
response.text is undefined v1 response shape Use response.message?.content?.[0]?.text
embedding_types required v2 embed requirement Add embeddingTypes: ['float']
input_type required v2 embed requirement Add inputType: 'search_document'

Resources

Next Steps

For CI integration during upgrades, see cohere-ci-integration.

信息
Category 人工智能
Name cohere-upgrade-migration
版本 v20260423
大小 7.27KB
更新时间 2026-04-28
语言