wehub-resource-sync
0d3cb498a3
CI / Shell Format Check (push) Has been cancelled
CI / Check Ruby (3.4) (push) Has been cancelled
CI / CI Config (push) Has been cancelled
CI / Test on Node ${{ matrix.node }} and ${{ matrix.os }}${{ matrix.shard && format(' (shard {0}/3)', matrix.shard) || '' }} (push) Has been cancelled
CI / Build on Node ${{ matrix.node }} (push) Has been cancelled
CI / Style Check (push) Has been cancelled
CI / Generate Assets (push) Has been cancelled
CI / Check Python (3.14) (push) Has been cancelled
CI / Check Python (3.9) (push) Has been cancelled
CI / Build Docs (push) Has been cancelled
CI / Code Scan Action (push) Has been cancelled
CI / Site tests (push) Has been cancelled
CI / webui tests (push) Has been cancelled
CI / Run Integration Tests (push) Has been cancelled
CI / Run Smoke Tests (push) Has been cancelled
CI / Go Tests (push) Has been cancelled
CI / Share Test (push) Has been cancelled
CI / Redteam (Production API) (push) Has been cancelled
CI / Redteam (Staging API) (push) Has been cancelled
CI / GitHub Actions Lint (push) Has been cancelled
CI / Check Ruby (3.0) (push) Has been cancelled
release-please / release-please (push) Has been cancelled
release-please / build (push) Has been cancelled
release-please / publish-npm (push) Has been cancelled
release-please / publish-npm-backfill (push) Has been cancelled
release-please / docker (push) Has been cancelled
release-please / publish-code-scan-action (push) Has been cancelled
release-please / attest-code-scan-action (push) Has been cancelled
Deploy local.promptfoo.app / Deploy to Cloudflare Pages (push) Has been cancelled
Test and Publish Multi-arch Docker Image / test (push) Has been cancelled
Test and Publish Multi-arch Docker Image / build-docker-and-push-digests (map[digest-suffix:linux-amd64 platform:linux/amd64 runner:ubuntu-latest]) (push) Has been cancelled
Test and Publish Multi-arch Docker Image / build-docker-and-push-digests (map[digest-suffix:linux-arm64 platform:linux/arm64 runner:ubuntu-24.04-arm]) (push) Has been cancelled
Test and Publish Multi-arch Docker Image / merge-docker-digests (push) Has been cancelled
Test and Publish Multi-arch Docker Image / Attest Multi-arch Image (push) Has been cancelled
Validate Renovate Config / Validate Renovate Configuration (push) Has been cancelled
80 lines
2.6 KiB
Markdown
80 lines
2.6 KiB
Markdown
# claude-thinking (Claude Thinking)
|
|
|
|
This example demonstrates Claude's "thinking" capability, which allows you to see the model's step-by-step reasoning process before it provides a final answer. The example compares thinking outputs from Claude Sonnet 4 (Anthropic API) and Claude Haiku 4.5 (AWS Bedrock).
|
|
|
|
You can run this example with:
|
|
|
|
```bash
|
|
npx promptfoo@latest init --example claude-thinking
|
|
cd claude-thinking
|
|
```
|
|
|
|
## What This Example Demonstrates
|
|
|
|
- Using Claude's thinking feature to reveal step-by-step reasoning
|
|
- Comparing thinking output quality between different Claude models
|
|
- Comparing Anthropic API vs AWS Bedrock providers
|
|
- Configuring the thinking token budget
|
|
- Using LLM-based evaluation rubrics to assess reasoning quality
|
|
|
|
## Environment Variables
|
|
|
|
This example requires:
|
|
|
|
### For Anthropic API
|
|
|
|
- `ANTHROPIC_API_KEY` - Your Anthropic API key from [console.anthropic.com](https://console.anthropic.com/)
|
|
|
|
### For AWS Bedrock
|
|
|
|
- `AWS_ACCESS_KEY_ID` - Your AWS access key
|
|
- `AWS_SECRET_ACCESS_KEY` - Your AWS secret key
|
|
- Or configure credentials via the AWS CLI: `aws configure`
|
|
|
|
## Running the Example
|
|
|
|
After setting up environment variables:
|
|
|
|
```bash
|
|
# From the example directory
|
|
promptfoo eval
|
|
promptfoo view
|
|
```
|
|
|
|
## Test Cases
|
|
|
|
This example includes several test cases of increasing complexity:
|
|
|
|
1. **8 Balls Problem** - A classic logic puzzle requiring careful reasoning
|
|
2. **Train Meeting Problem** - A traditional algebra word problem
|
|
|
|
These test cases are specifically designed to showcase Claude's ability to break down complex problems and show detailed thinking steps.
|
|
|
|
## How Claude Thinking Works
|
|
|
|
The thinking feature is enabled by setting special parameters in the provider configuration:
|
|
|
|
```yaml
|
|
thinking:
|
|
type: 'enabled'
|
|
budget_tokens: 4096 # Controls how many tokens are allocated for thinking
|
|
max_tokens: 8192 # Must be greater than budget_tokens
|
|
```
|
|
|
|
When enabled, Claude's response will include a "Thinking:" section that shows its reasoning process before the final answer:
|
|
|
|
```text
|
|
Thinking: Let me solve this step by step...
|
|
1. First, I'll divide the 8 balls into three groups...
|
|
2. In the first weighing, I'll compare groups A and B...
|
|
3. Based on the result, I can determine...
|
|
|
|
Final answer: We need exactly 2 weighings to find the heavier ball.
|
|
```
|
|
|
|
## Additional Resources
|
|
|
|
- [Claude Thinking Documentation](https://docs.anthropic.com/claude/docs/extended-thinking)
|
|
- [AWS Bedrock Claude Guide](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-claude.html)
|
|
- [Promptfoo Documentation on Claude Providers](https://promptfoo.dev/docs/providers/anthropic)
|