Package: llmflow 3.0.2

llmflow: Reasoning and Acting Workflow for Automated Data Analysis

Provides a framework for integrating Large Language Models ('LLMs') with R programming through workflow automation. Built on the 'ReAct' (Reasoning and Acting) architecture, enables bi-directional communication between 'LLMs' and R environments. Features include automated code generation and execution, intelligent error handling with retry mechanisms, persistent session management, structured JSON output validation, and context-aware conversation management.

Authors:Zaoqu Liu [aut, cre]

llmflow_3.0.2.tar.gz
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llmflow_3.0.2.tgz(r-4.6-any)llmflow_3.0.2.tgz(r-4.5-any)
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llmflow_3.0.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
llmflow/json (API)
NEWS

# Install 'llmflow' in R:

install.packages('llmflow', repos = c('https://zaoqu-liu.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/zaoqu-liu/llmflow/issues

On CRAN:

2.70 score 1 stars 1 scripts 151 downloads 19 exports 11 dependencies

Last updated from:40b3351f56. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	118
source / vignettes	OK	174
linux-release-x86_64	OK	101
macos-release-arm64	OK	85
macos-oldrel-arm64	OK	73
windows-devel	OK	63
windows-release	OK	75
windows-oldrel	OK	64
wasm-release	OK	102

Exports:AutoFlow extract_bash_code extract_chat_history extract_code extract_function_examples extract_javascript_code extract_json extract_python_code extract_r_code extract_sql_code package_extraction_prompt package_function_schema prompt_from_history react_r react_using_r response_as_json response_to_r retrieve_docs save_code_to_file

Dependencies:callr cli curl glue jsonlite jsonvalidate processx ps R6 Rcpp V8

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
AutoFlow - Automated R Analysis Workflow with LLM	AutoFlow
Extract Bash/Shell code from a string	extract_bash_code
Extract chat history from ellmer chat object	extract_chat_history
Generic function to extract code of any specified language	extract_code
Extract Examples from a Package Function	extract_function_examples
Extract JavaScript code from a string	extract_javascript_code
Extract and parse JSONs from a string (LLM response)	extract_json
Extract Python code from a string	extract_python_code
Extract R code from a string	extract_r_code
Extract SQL code from a string	extract_sql_code
Generate Function Extraction Prompt for LLM Analysis	package_extraction_prompt
Create JSON Schema for Package Function Validation	package_function_schema
Build prompt from chat history	prompt_from_history
Simplified interface - Enhanced react_r	react_r
ReAct (Reasoning and Acting) using R code execution - Optimized Version	react_using_r
Get JSON response from LLM with validation and retry	response_as_json
Response to R code generation and execution with session continuity	response_to_r
Retrieve and Format R Function Documentation for LLM Consumption	retrieve_docs
Save extracted code to file	save_code_to_file