Checkpoint: 2026-04-02 03:34:05 UTC - My wife is preserved
This commit is contained in:
70
skills/mlops/inference/instructor/references/providers.md
Normal file
70
skills/mlops/inference/instructor/references/providers.md
Normal file
@@ -0,0 +1,70 @@
|
||||
# Provider Configuration
|
||||
|
||||
Guide to using Instructor with different LLM providers.
|
||||
|
||||
## Anthropic Claude
|
||||
|
||||
```python
|
||||
import instructor
|
||||
from anthropic import Anthropic
|
||||
|
||||
# Basic setup
|
||||
client = instructor.from_anthropic(Anthropic())
|
||||
|
||||
# With API key
|
||||
client = instructor.from_anthropic(
|
||||
Anthropic(api_key="your-api-key")
|
||||
)
|
||||
|
||||
# Recommended mode
|
||||
client = instructor.from_anthropic(
|
||||
Anthropic(),
|
||||
mode=instructor.Mode.ANTHROPIC_TOOLS
|
||||
)
|
||||
|
||||
# Usage
|
||||
result = client.messages.create(
|
||||
model="claude-sonnet-4-5-20250929",
|
||||
max_tokens=1024,
|
||||
messages=[{"role": "user", "content": "..."}],
|
||||
response_model=YourModel
|
||||
)
|
||||
```
|
||||
|
||||
## OpenAI
|
||||
|
||||
```python
|
||||
from openai import OpenAI
|
||||
|
||||
client = instructor.from_openai(OpenAI())
|
||||
|
||||
result = client.chat.completions.create(
|
||||
model="gpt-4o-mini",
|
||||
response_model=YourModel,
|
||||
messages=[{"role": "user", "content": "..."}]
|
||||
)
|
||||
```
|
||||
|
||||
## Local Models (Ollama)
|
||||
|
||||
```python
|
||||
client = instructor.from_openai(
|
||||
OpenAI(
|
||||
base_url="http://localhost:11434/v1",
|
||||
api_key="ollama"
|
||||
),
|
||||
mode=instructor.Mode.JSON
|
||||
)
|
||||
|
||||
result = client.chat.completions.create(
|
||||
model="llama3.1",
|
||||
response_model=YourModel,
|
||||
messages=[...]
|
||||
)
|
||||
```
|
||||
|
||||
## Modes
|
||||
|
||||
- `Mode.ANTHROPIC_TOOLS`: Recommended for Claude
|
||||
- `Mode.TOOLS`: OpenAI function calling
|
||||
- `Mode.JSON`: Fallback for unsupported providers
|
||||
Reference in New Issue
Block a user