feat: support Claude 4 Interleaved thinking (beta) (#164)

This commit is contained in:
heisenbergye
2025-07-21 16:44:21 +08:00
committed by GitHub
parent 76a3614f17
commit 3f1b56a526
5 changed files with 115 additions and 3 deletions

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@@ -28,6 +28,7 @@ If you find this GitHub repository useful, please consider giving it a free star
- [x] Support Cross-Region Inference
- [x] Support Application Inference Profiles (**new**)
- [x] Support Reasoning (**new**)
- [x] Support Interleaved thinking (**new**)
Please check [Usage Guide](./docs/Usage.md) for more details about how to use the new APIs.

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@@ -15,6 +15,7 @@ export OPENAI_BASE_URL=<API base url>
- [Multimodal API](#multimodal-api)
- [Tool Call](#tool-call)
- [Reasoning](#reasoning)
- [Interleaved thinking (beta)](#Interleaved thinking (beta))
## Models API
@@ -135,6 +136,7 @@ print(doc_result[0][:5])
**Example Request**
```bash
curl $OPENAI_BASE_URL/chat/completions \
curl $OPENAI_BASE_URL/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer $OPENAI_API_KEY" \
@@ -340,7 +342,6 @@ curl $OPENAI_BASE_URL/chat/completions \
-d '{
"model": "us.anthropic.claude-3-7-sonnet-20250219-v1:0",
"messages": [
{
"role": "user",
"content": "which one is bigger, 3.9 or 3.11?"
}
@@ -441,4 +442,55 @@ for chunk in response:
reasoning_content += chunk.choices[0].delta.reasoning_content
elif chunk.choices[0].delta.content:
content += chunk.choices[0].delta.content
```
```
## Interleaved thinking (beta)
**Important Notice**: Please carefully review the following points before using reasoning mode for Chat completion API.
Extended thinking with tool use in Claude 4 models supports [interleaved thinking](https://docs.aws.amazon.com/bedrock/latest/userguide/claude-messages-extended-thinking.html#claude-messages-extended-thinking-tool-use-interleaved) enables Claude 4 models to think between tool calls and run more sophisticated reasoning after receiving tool results. which is helpful for more complex agentic interactions.
With interleaved thinking, the `budget_tokens` can exceed the `max_tokens` parameter because it represents the total budget across all thinking blocks within one assistant turn.
**Example Request**
- Non-Streaming
```bash
curl http://127.0.0.1:8000/api/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer bedrock" \
-d '{
"model": "us.anthropic.claude-sonnet-4-20250514-v1:0",
"max_tokens": 2048,
"messages": [{
"role": "user",
"content": "有一天,一个女孩参加数学考试只得了 38 分。她心里对父亲的惩罚充满恐惧,于是偷偷把分数改成了 88 分。她的父亲看到试卷后,怒发冲冠,狠狠地给了她一巴掌,怒吼道:“你这 8 怎么一半是绿的一半是红的,你以为我是傻子吗?”女孩被打后,委屈地哭了起来,什么也没说。过了一会儿,父亲突然崩溃了。请问这位父亲为什么过一会崩溃了?"
}],
"extra_body": {
"anthropic_beta": ["interleaved-thinking-2025-05-14"],
"thinking": {"type": "enabled", "budget_tokens": 4096}
}
}'
```
- Streaming
```bash
curl http://127.0.0.1:8000/api/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer bedrock" \
-d '{
"model": "us.anthropic.claude-sonnet-4-20250514-v1:0",
"max_tokens": 2048,
"messages": [{
"role": "user",
"content": "有一天,一个女孩参加数学考试只得了 38 分。她心里对父亲的惩罚充满恐惧,于是偷偷把分数改成了 88 分。她的父亲看到试卷后,怒发冲冠,狠狠地给了她一巴掌,怒吼道:“你这 8 怎么一半是绿的一半是红的,你以为我是傻子吗?”女孩被打后,委屈地哭了起来,什么也没说。过了一会儿,父亲突然崩溃了。请问这位父亲为什么过一会崩溃了?"
}],
"stream": true,
"extra_body": {
"anthropic_beta": ["interleaved-thinking-2025-05-14"],
"thinking": {"type": "enabled", "budget_tokens": 4096}
}
}'
```

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@@ -15,6 +15,8 @@ export OPENAI_BASE_URL=<API base url>
- [Multimodal API](#multimodal-api)
- [Tool Call](#tool-call)
- [Reasoning](#reasoning)
- [Interleaved thinking (beta)](#Interleaved thinking (beta))
## Models API
@@ -440,4 +442,56 @@ for chunk in response:
reasoning_content += chunk.choices[0].delta.reasoning_content
elif chunk.choices[0].delta.content:
content += chunk.choices[0].delta.content
```
```
## Interleaved thinking (beta)
**重要提示**:在使用 Chat Completion API 的推理模式reasoning mode请务必仔细阅读以下内容。
Claude 4 模型支持借助工具使用的扩展思维功能Extended Thinking其中包含交错思考[interleaved thinking](https://docs.aws.amazon.com/bedrock/latest/userguide/claude-messages-extended-thinking.html#claude-messages-extended-thinking-tool-use-interleaved) )。该功能使 Claude 4 可以在多次调用工具之间进行思考,并在收到工具结果后执行更复杂的推理,这对处理更复杂的 Agentic AI 交互非常有帮助。
在交错思考模式下budget_tokens 可以超过 max_tokens 参数,因为它代表一次助手回合中所有思考块的总 Token 预算。
**Request 示例**
- Non-Streaming
```bash
curl http://127.0.0.1:8000/api/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer bedrock" \
-d '{
"model": "us.anthropic.claude-sonnet-4-20250514-v1:0",
"max_tokens": 2048,
"messages": [{
"role": "user",
"content": "有一天,一个女孩参加数学考试只得了 38 分。她心里对父亲的惩罚充满恐惧,于是偷偷把分数改成了 88 分。她的父亲看到试卷后,怒发冲冠,狠狠地给了她一巴掌,怒吼道:“你这 8 怎么一半是绿的一半是红的,你以为我是傻子吗?”女孩被打后,委屈地哭了起来,什么也没说。过了一会儿,父亲突然崩溃了。请问这位父亲为什么过一会崩溃了?"
}],
"extra_body": {
"anthropic_beta": ["interleaved-thinking-2025-05-14"],
"thinking": {"type": "enabled", "budget_tokens": 4096}
}
}'
```
- Streaming
```bash
curl http://127.0.0.1:8000/api/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer bedrock" \
-d '{
"model": "us.anthropic.claude-sonnet-4-20250514-v1:0",
"max_tokens": 2048,
"messages": [{
"role": "user",
"content": "有一天,一个女孩参加数学考试只得了 38 分。她心里对父亲的惩罚充满恐惧,于是偷偷把分数改成了 88 分。她的父亲看到试卷后,怒发冲冠,狠狠地给了她一巴掌,怒吼道:“你这 8 怎么一半是绿的一半是红的,你以为我是傻子吗?”女孩被打后,委屈地哭了起来,什么也没说。过了一会儿,父亲突然崩溃了。请问这位父亲为什么过一会崩溃了?"
}],
"stream": true,
"extra_body": {
"anthropic_beta": ["interleaved-thinking-2025-05-14"],
"thinking": {"type": "enabled", "budget_tokens": 4096}
}
}'
```

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@@ -567,6 +567,10 @@ class BedrockModel(BaseChatModel):
assert "function" in chat_request.tool_choice
tool_config["toolChoice"] = {"tool": {"name": chat_request.tool_choice["function"].get("name", "")}}
args["toolConfig"] = tool_config
# add Additional fields to enable extend thinking
if chat_request.extra_body:
# reasoning_config will not be used
args["additionalModelRequestFields"] = chat_request.extra_body
return args
def _create_response(

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@@ -107,6 +107,7 @@ class ChatRequest(BaseModel):
tools: list[Tool] | None = None
tool_choice: str | object = "auto"
stop: list[str] | str | None = None
extra_body: dict | None = None
class Usage(BaseModel):