raga-ai-hub--ragaai-catalyst
35c9fb2445
CI Pipeline / test (macos-latest, 3.12) (push) Has been cancelled
CI Pipeline / test (macos-latest, 3.13) (push) Has been cancelled
CI Pipeline / test (ubuntu-latest, 3.10) (push) Has been cancelled
CI Pipeline / test (ubuntu-latest, 3.11) (push) Has been cancelled
CI Pipeline / test (ubuntu-latest, 3.12) (push) Has been cancelled
CI Pipeline / code-quality (push) Has been cancelled
CI Pipeline / test (macos-latest, 3.10) (push) Has been cancelled
CI Pipeline / test (macos-latest, 3.11) (push) Has been cancelled
CI Pipeline / test (ubuntu-latest, 3.13) (push) Has been cancelled
CI Pipeline / test (windows-latest, 3.10) (push) Has been cancelled
CI Pipeline / test (windows-latest, 3.11) (push) Has been cancelled
CI Pipeline / test (windows-latest, 3.12) (push) Has been cancelled
CI Pipeline / test (windows-latest, 3.13) (push) Has been cancelled
191 行
5.5 KiB
Markdown
191 行
5.5 KiB
Markdown
# Prompt Management
|
|
|
|
The Prompt Management feature in RagaAI Catalyst allows you to efficiently manage, retrieve, and use prompts in your projects.
|
|
|
|
## Table of Contents
|
|
1. [Library Detail](#library-detail)
|
|
2. [Error Handling](#error-handling)
|
|
3. [FAQs](#faqs)
|
|
|
|
## Library Detail
|
|
|
|
### 1. Initialize RagaAICatalyst and PromptManager
|
|
|
|
First, set up your RagaAICatalyst instance and create a PromptManager for your project:
|
|
|
|
```python
|
|
from ragaai_catalyst import RagaAICatalyst
|
|
from ragaai_catalyst.prompt_manager import PromptManager
|
|
|
|
catalyst = RagaAICatalyst(
|
|
access_key="your_access_key",
|
|
secret_key="your_secret_key",
|
|
base_url="https://your-api-base-url.com/api"
|
|
)
|
|
```
|
|
|
|
Create a PromptManager for your project:
|
|
|
|
```python
|
|
project_name = "your-project-name"
|
|
prompt_manager = PromptManager(project_name)
|
|
```
|
|
|
|
### 2. List Available Prompts
|
|
|
|
```python
|
|
prompts = prompt_manager.list_prompts()
|
|
print("Available prompts:", prompts)
|
|
```
|
|
|
|
### 3. List Prompt Versions
|
|
|
|
```python
|
|
prompt_name = "your_prompt_name"
|
|
versions = prompt_manager.list_prompt_versions(prompt_name)
|
|
```
|
|
|
|
### 4. Get a Prompt Object
|
|
|
|
Retrieve a prompt object by name:
|
|
|
|
```python
|
|
prompt_name = "your_prompt_name"
|
|
prompt = prompt_manager.get_prompt(prompt_name)
|
|
|
|
```
|
|
|
|
Retrieve a specific prompt object by name and version:
|
|
|
|
```python
|
|
prompt_name = "your_prompt_name"
|
|
version = "your_version"
|
|
prompt = prompt_manager.get_prompt(prompt_name, version)
|
|
```
|
|
|
|
### 5. Get Prompt Variables
|
|
|
|
```python
|
|
prompt_variables = prompt.get_variables()
|
|
print("prompt_variables: ",prompt_variables)
|
|
```
|
|
|
|
### 6. Get Prompt Versions
|
|
|
|
```python
|
|
prompt_versions = prompt.list_prompt_versions()
|
|
print("prompt_versions: ",prompt_versions)
|
|
```
|
|
|
|
### 7. Compile Prompt
|
|
|
|
Once you have a prompt, you can compile it with variables:
|
|
|
|
```python
|
|
compiled_prompt = prompt.compile(query="What's the weather?", context="sunny", llm_response="It's sunny today")
|
|
print("Compiled prompt:", compiled_prompt)
|
|
```
|
|
|
|
### 8. Get Parameters
|
|
|
|
```python
|
|
parameters = prompt.get_parameters()
|
|
print("parameters: ",parameters)
|
|
```
|
|
|
|
|
|
|
|
## Error Handling
|
|
|
|
### 1. Project Not Found
|
|
|
|
If the project you are trying to access does not exist, the `PromptManager` will raise a `ValueError`:
|
|
|
|
```python
|
|
prompt_manager = PromptManager("non_existent_project")
|
|
|
|
# Error: Project not found. Please enter a valid project name
|
|
```
|
|
|
|
### 2. Prompt Not Found
|
|
|
|
If the prompt you are trying to access does not exist, the `get_prompt` method will raise a `ValueError`:
|
|
|
|
```python
|
|
prompt = prompt_manager.get_prompt("non_existent_prompt")
|
|
|
|
# Error: Prompt not found. Please enter a valid Prompt name
|
|
```
|
|
|
|
### 3. Prompt Version Not Found
|
|
|
|
If the prompt version you are trying to access does not exist, the `get_prompt` method will raise a `ValueError`:
|
|
|
|
```python
|
|
prompt = prompt_manager.get_prompt("your_prompt_name", "non_existent_version")
|
|
|
|
# Error: Version not found. Please enter a valid version name
|
|
```
|
|
|
|
### 4. Missing Variables in Compile
|
|
|
|
If the variables you are trying to compile the prompt with are not found, the `compile` method will raise a `ValueError`:
|
|
|
|
```python
|
|
prompt = prompt_manager.get_prompt("your_prompt_name", "your_version")
|
|
prompt.get_variables()
|
|
compiled_prompt = prompt.compile(query="What's the weather?")
|
|
|
|
# Error: Missing variable(s): context, llm_response
|
|
```
|
|
|
|
### 5. Extra Variables in Compile
|
|
|
|
If the variables you are trying to compile the prompt with are not found, the `compile` method will raise a `ValueError`:
|
|
|
|
```python
|
|
prompt = prompt_manager.get_prompt("your_prompt_name", "your_version")
|
|
compiled_prompt = prompt.compile(query="What's the weather?", context="sunny", llm_response="It's sunny today", expected_response="The weather is sunny")
|
|
|
|
# Error: Extra variable(s) provided: expected_response
|
|
```
|
|
|
|
### 6. Types of variable not str
|
|
|
|
If the variables you are trying to compile the prompt with are not 'str', the `compile` method will raise a `ValueError`:
|
|
|
|
```python
|
|
prompt = prompt_manager.get_prompt("your_prompt_name", "your_version")
|
|
compiled_prompt = prompt.compile(query=True, context="sunny", llm_response="It's sunny today")
|
|
|
|
# Error: Value for variable 'query' must be a string, not bool
|
|
```
|
|
|
|
|
|
## FAQs
|
|
|
|
### 1. How do I get the list of prompts in a project?
|
|
|
|
You can get the list of prompts in a project by using the `list_prompts()` method in the `PromptManager`. This method allows you to retrieve the list of prompts in a project.
|
|
|
|
### 2. How do I get the versions of a prompt?
|
|
|
|
You can get the versions of a prompt by using the `list_prompt_versions(prompt_name)` method in the `PromptManager`. This method allows you to retrieve the versions of a prompt.
|
|
|
|
### 3. How do I get the default version of a prompt?
|
|
|
|
You can get the default version of a prompt by using the `get_prompt(prompt_name)` method in the `PromptManager`. This method allows you to retrieve the default version of a prompt. Then you can use `compile` method to get the prompt with default variables.
|
|
|
|
### 4. How do I get the specific versions of a prompt?
|
|
|
|
You can get the versions of a prompt by using the `get_prompt(prompt_name, version)` method in the `PromptManager`. This method allows you to retrieve the versions of a prompt. Then you can use `compile` method to get the prompt with default variables.
|
|
|
|
|
|
### 5. How do I get the variables of a prompt?
|
|
|
|
You can get the variables of a prompt by using the `get_variables()` method. This method allows you to retrieve the variables of a prompt.
|
|
|
|
### 6. How do I get my parameters?
|
|
|
|
You can get the parameters of a prompt by using the `get_parameters()` method. This method allows you to retrieve the parameters of a prompt.
|