components prompt_crafter

Prompt Crafter

prompt_crafter

Overview

Description: This component is used to create prompts from a given dataset. From a given jinja prompt template, it will generate prompts. It can also create few-shot prompts given a few-shot dataset and the number of shots.

Version: 0.0.1.0

View in Studio: https://ml.azure.com/registries/azureml/components/prompt_crafter/version/0.0.1.0

Inputs

Name	Description	Type	Default	Optional	Enum
prompt_type	Determine the prompt format. This component supports chat and completion models. Completions: {"prompt": "Few shot prompts will go here"} Chat: Chat models have 3 roles: System, User and Assistant. Example: {"prompt": [{"role": "system", "content": "You are a helpful assistant"}, {"role": "user", "content": "Example chat input"}, {"role": "assistant", "content": "Example chat output"}]}	string	completions	False	['chat', 'completions']
test_data	The uri file (jsonl) used to generate prompts.	uri_file		False
prompt_pattern	The pattern to be used to generate the prompts. It should be a valid jinja template. Example: Input Data : {"question":"Example Question?", "choices":{"option":["Answer1","Answer2","Answer3","Answer4"]}, "answerKey":"D"} The prompt pattern for the above input data can be: "Question: {{question}}\n Choices are: (1) {{choices.option[0]}}\n (2) {{choices.option[1]}}\n (3) {{choices.option[2]}}\n (4) {{choices.option[3]}}\n"	string		False
n_shots	The number of shots to use in the few-shot prompts. Default is 0, which means no few-shot examples will be generated. n_shots must be smaller than the size of few_shot dataset.	integer	0	False
few_shot_data	The uri file(jsonl) to be used to generate the n-shot prompts.	uri_file		True
output_pattern	The jinja template representing the expected output that would be used for few shot prompts when n_shot > 0. e.g: {{answerKey}}	string		False
few_shot_separator	The separator to be added between few-shot prompts.	string		True
system_message	This is the description of the task that the Assisstant should perform. Applicable for chat models only. e.g: "You are a helpful assistant." will be added to system role for chat models. {"role": "system", "content": "You are a helpful assistant"}	string		True
prefix	The prefix to be added to the prompts. e.g: "Question: "	string		True
random_seed	Random seed for sampling few-shots; if not specified, 0 is used.	integer	0	True

Outputs

Name	Description	Type
output_file	Output file path where few_shot_prompt data will be written.	uri_file

Environment

azureml://registries/azureml/environments/model-evaluation/labels/latest