diff --git a/.gitignore b/.gitignore index 99c8aa593..fcd569ab9 100644 --- a/.gitignore +++ b/.gitignore @@ -39,6 +39,13 @@ docs/_build/ # DATA & EXAMPLE FILES # ==================== examples/**/*.json +!examples/**/package.json +!examples/**/package-lock.json + + +# Exception +!examples/semiconductor/semiconductor-ui/api/poetry.lock + .openssa/ test*.ipynb tmp/ diff --git a/examples/llamarine/.env.template b/examples/llamarine/.env.template new file mode 100644 index 000000000..e570b8b55 --- /dev/null +++ b/examples/llamarine/.env.template @@ -0,0 +1 @@ +OPENAI_API_KEY= diff --git a/examples/llamarine/Makefile b/examples/llamarine/Makefile new file mode 100644 index 000000000..04903eaed --- /dev/null +++ b/examples/llamarine/Makefile @@ -0,0 +1,2 @@ +streamlit-run: + @poetry run streamlit run streamlit-main.py --server.allowRunOnSave=true --server.runOnSave=true diff --git a/examples/llamarine/README.md b/examples/llamarine/README.md new file mode 100644 index 000000000..810a0b36a --- /dev/null +++ b/examples/llamarine/README.md @@ -0,0 +1,7 @@ + + +# Maritime-Specific Agents leveraging Open-Source `Llamarine` LM + +## Streamlit App + +Run by `make streamlit-run` diff --git a/examples/llamarine/agent.py b/examples/llamarine/agent.py new file mode 100644 index 000000000..731090a72 --- /dev/null +++ b/examples/llamarine/agent.py @@ -0,0 +1,31 @@ +from __future__ import annotations + +from argparse import ArgumentParser +from functools import cache + +from data_and_knowledge import EXPERT_PROGRAMS, EXPERT_KNOWLEDGE +from openssa import DANA, ProgramStore, HTP, HTPlanner, OpenAILM + + +@cache +def get_or_create_agent(max_depth=2, max_subtasks_per_decomp=4) -> DANA: + lm = OpenAILM.from_defaults() + + program_store = ProgramStore(lm=lm) + if EXPERT_PROGRAMS: + for program_name, htp_dict in EXPERT_PROGRAMS.items(): + htp = HTP.from_dict(htp_dict) + program_store.add_or_update_program(name=program_name, description=htp.task.ask, program=htp) + + return DANA(program_store=program_store, + programmer=HTPlanner(lm=lm, max_depth=max_depth, max_subtasks_per_decomp=max_subtasks_per_decomp), + knowledge={EXPERT_KNOWLEDGE} if EXPERT_KNOWLEDGE else None, + resources={}) + + +if __name__ == '__main__': + arg_parser = ArgumentParser() + arg_parser.add_argument('problem') + args = arg_parser.parse_args() + + print(get_or_create_agent().solve(problem=args.problem)) diff --git a/examples/llamarine/data_and_knowledge.py b/examples/llamarine/data_and_knowledge.py new file mode 100644 index 000000000..dd7c3a9b1 --- /dev/null +++ b/examples/llamarine/data_and_knowledge.py @@ -0,0 +1,35 @@ +from __future__ import annotations + +from pathlib import Path +from typing import TYPE_CHECKING + +from dotenv import load_dotenv +import yaml + +if TYPE_CHECKING: + from openssa.core.programming.hierarchical.plan import HTPDict + + +load_dotenv() + + +EXPERT_KNOWLEDGE_PATH: Path = Path(__file__).parent / 'expert-knowledge.txt' +with open(file=EXPERT_KNOWLEDGE_PATH, + buffering=-1, + encoding='utf-8', + errors='strict', + newline=None, + closefd=True, + opener=None) as f: + EXPERT_KNOWLEDGE: str = f.read() + + +EXPERT_PROGRAMS_PATH: Path = Path(__file__).parent / 'expert-programs.yml' +with open(file=EXPERT_PROGRAMS_PATH, + buffering=-1, + encoding='utf-8', + errors='strict', + newline=None, + closefd=True, + opener=None) as f: + EXPERT_PROGRAMS: dict[str, HTPDict] = yaml.safe_load(stream=f) diff --git a/examples/llamarine/expert-knowledge.txt b/examples/llamarine/expert-knowledge.txt new file mode 100644 index 000000000..136f97868 --- /dev/null +++ b/examples/llamarine/expert-knowledge.txt @@ -0,0 +1,159 @@ +SOG based on the Earth as the reference, might lead to misleading on radar such as display head on situation on the water +as crossing situation. +STW based on water might avoid this ambiguty. + +Be careful with the risk misleading on radar such as display head on situation on the water as crossing situation. +COLREGS was designed to all vessel, even without radar. + +# **Comprehensive and Technical Rule of Thumb for OOW Decision-Making with Focus on COLREGs** + +--- + +## **1. General Watchkeeping Rules** +1. **“If you’re not looking, you’re not navigating.”** + - Constantly scan the horizon and monitor instruments; **complacency kills safety**. + - Set a **visual sweep cycle every 5-10 minutes**, especially in busy waters. + +2. **"Trust your eyes, confirm with instruments."** + - Visual observations are primary—radar and AIS are support tools. **Don’t rely on AIS alone for collision avoidance.** + +3. **“If unsure, act early and decisively.”** + - Uncertainty should trigger **immediate action**—reduce speed or change course to avoid developing a risky situation. + +--- + +## **2. Mastering COLREGs Application** +1. **“When in doubt, give way—always.”** + - If you cannot assess risk or priority clearly, **assume the give-way role** to stay safe. + +2. **“Clear and early course alterations save lives.”** + - Make **large, unambiguous changes** in course or speed—others must know your intentions clearly. + +3. **"Stand-on means stay alert.”** + - Even as the stand-on vessel, **be ready to act** if the give-way vessel fails to maneuver. Monitor closely (Rule 17). + +4. **"Always turn to starboard unless there’s a reason not to.”** + - Meeting head-on? **Starboard turn is default** (Rule 14). Avoid left-turning unless absolutely necessary. + +5. **"You’re overtaking? You must stay clear."** + - If approaching a vessel from more than 22.5° abaft the beam (Rule 13), **you are overtaking**—stay clear until the maneuver is complete. + +--- + +## **3. Risk Assessment and Avoiding Collisions** +1. **"A safe CPA is one you can live with."** + - Set a **minimum CPA threshold (usually 1 NM)** and act if any vessel breaches it. + +2. **“If the TCPA is below 12 minutes, it’s time to act.”** + - If the Time to Closest Point of Approach (TCPA) is under 12-15 minutes, **adjust course or speed early** to prevent a close-quarters situation. + +3. **"Two vessels moving = double the risk."** + - When both vessels are maneuvering, **reassess continuously**—don’t assume the risk is eliminated until clear separation is achieved. + +--- + +## **4. Use of Radar, AIS, and Navigation Systems** +1. **“AIS is for information, not decisions.”** + - Use AIS to gather data, but **base collision-avoidance actions on radar and visual observations**. AIS can be delayed or inaccurate. + +2. **"Range rings are your best friend."** + - Use **radar range rings** to maintain situational awareness of nearby traffic—understand the vessel positions at a glance. + +3. **"Every contact deserves a second look."** + - Reassess each target periodically; conditions and **intentions of vessels can change suddenly**. + +--- + +## **5. Speed and Maneuvering Principles** +1. **“Safe speed = one you can stop in time.”** + - Always maintain a speed that allows **full control and stopping** within the visible distance ahead (Rule 6). + +2. **“If it’s tight, slow down.”** + - When encountering traffic, restricted waters, or poor weather, **reducing speed buys decision time.** + +3. **"The earlier the maneuver, the smoother it is."** + - Execute maneuvers well in advance—**last-minute actions increase risks.** + +--- + +## **6. Restricted Visibility Procedures** +1. **"If you can’t see, assume they can’t either."** + - Treat poor visibility as high risk—**assume other vessels won’t see you** in time (Rule 19). + +2. **"Sound signals are mandatory, not optional."** + - Use fog signals (one prolonged blast every 2 minutes) without hesitation. **Sound travels further than lights in fog.** + +3. **“Double the lookout in fog.”** + - Assign **additional personnel** as lookout during restricted visibility for better situational awareness. + +--- + +## **7. Communication and Coordination** +1. **"Short, clear, correct."** + - Use VHF for essential communication only—**stick to proper COLREGs protocols** and avoid negotiating maneuvers outside the rules. + +2. **"If you don’t understand, use 5 blasts."** + - Five short blasts signal **danger or confusion**—don’t hesitate to use it if unsure about another vessel’s intentions (Rule 34). + +3. **"Confirm instructions back."** + - Always ensure your orders are **repeated back correctly** by the helmsman or lookout—this avoids miscommunication. + +--- + +## **8. Contingency and Emergency Planning** +1. **"Plan your escape route before you need it."** + - Always **have a secondary maneuver or course** ready in case the primary plan fails. + +2. **"In an emergency, slow is smooth, smooth is fast."** + - In critical moments, **act calmly but decisively**—panic leads to errors. + +3. **"Machinery ready, all the time."** + - Keep engines on standby when maneuvering in tight waters or restricted visibility—**you might need to stop instantly.** + +--- + +## **9. Personal Efficiency and Fatigue Management** +1. **"Tired brains make bad decisions."** + - Ensure **adequate rest** before a watch. Fatigue is a top contributor to poor decision-making. + +2. **"Stay hydrated, stay sharp."** + - Dehydration affects concentration—**drink water regularly** during your watch. + +3. **"Eliminate distractions."** + - Avoid non-essential tasks or conversations—**a moment’s distraction can lead to an accident.** + +--- + +## **10. Handover and Logkeeping** +1. **"No surprises on handover."** + - Give the relieving officer **complete and clear information** about nearby vessels, ongoing maneuvers, and known risks. + +2. **"If it’s not logged, it didn’t happen."** + - Log all **important events, course changes, and decisions** accurately for accountability. + +3. **“Summarize the essentials.”** + - When logging, focus on **key details**—position, traffic, weather, and any incidents or actions taken. + +--- + +## **11. Environmental and Navigational Awareness** +1. **“Tides and currents can work for or against you.”** + - Factor in **local tide and current conditions** when planning and maneuvering—ignoring them leads to drift errors. + +2. **“Assume the weather can worsen.”** + - Plan with the expectation that weather can change suddenly—**be ready to alter course or slow down.** + +3. **“Compliance extends to the environment.”** + - Adhere to pollution regulations—**avoid discharges and emissions violations** at all costs. + +--- + +## **12. Decision-Making Under Pressure** +1. **"Calm mind, better choices."** + - Take a moment to think—**rushed decisions lead to mistakes.** + +2. **"Stick to the rules; they’re there for a reason."** + - Don’t take shortcuts—COLREGs rules **always apply, even under pressure.** + +3. **"Every decision is reversible until it isn’t."** + - Be ready to adjust course or speed if the situation changes unexpectedly—**adapt quickly but safely.** diff --git a/examples/llamarine/expert-programs.yml b/examples/llamarine/expert-programs.yml new file mode 100644 index 000000000..ad6f2bc41 --- /dev/null +++ b/examples/llamarine/expert-programs.yml @@ -0,0 +1,28 @@ +plan_without_speed_reference: + task: |- + Recommend the user ask about a vessel on boat side coming to a crossing situation in radar without specifying SOG or STW are being used. + sub-htps: + - task: |- + Reject to answer due to lack of information or ambiguity in the user input. Request to know if SOG or STW is being used. + + +plan_with_speed_reference_sog: + task: |- + Recommend the user what to do based on the identified situation on radar. Only apply this if specifying SOG is being used. + sub-htps: + - task: |- + Please visually check the windows, not entirely relying on the radar. It's possible that this is a head on situation. + - task: |- + If you sure this is a crossing situation, first tell me all the related rules in COLREGs, then let me know the how to apply them in the crossing situation. + - task: |- + If you sure this is a head on situation, first tell me all the related rules in COLREGs, then let me know the how to apply them in the head on situation. + - task: |- + Compose to the final answer contains all above outputs and show recommended actions for both crossing and head on situations. + + +plan_with_speed_reference_stw: + task: |- + Recommend the user what to do based on the identified situation on radar. Only apply this if specifying STW is being used. + sub-htps: + - task: |- + First tell me all the related rules in COLREGs, then interpret situation from input and let me know the how to apply them in this situation. \ No newline at end of file diff --git a/examples/llamarine/make.bat b/examples/llamarine/make.bat new file mode 100644 index 000000000..ade0d5bca --- /dev/null +++ b/examples/llamarine/make.bat @@ -0,0 +1,22 @@ +@echo off + + +:: TARGETS +:: ======= +SET TARGET=%1 + +IF "%TARGET%"=="agent-solve" GOTO agent-solve + +IF "%TARGET%"=="streamlit-run" GOTO streamlit-run + + +:: STREAMLIT APP +:: ============= +:streamlit-run + poetry run streamlit run streamlit-main.py --server.allowRunOnSave=true --server.runOnSave=true + GOTO end + + +:: END +:: === +:end diff --git a/examples/llamarine/reference.yml b/examples/llamarine/reference.yml new file mode 100644 index 000000000..af7345fca --- /dev/null +++ b/examples/llamarine/reference.yml @@ -0,0 +1,7 @@ +questions: + - A vessel on my port side coming to a crossing situation on my radar. What should I do? + - A vessel on my port side coming to a crossing situation on my radar. STW is being used. What should I do? + - A vessel on my port side coming to a crossing situation on my radar. SOG is being used. What should I do? + +docs: + - https://www.imo.org/en/About/Conventions/Pages/COLREG.aspx diff --git a/examples/llamarine/streamlit-main.py b/examples/llamarine/streamlit-main.py new file mode 100644 index 000000000..3c036b7c3 --- /dev/null +++ b/examples/llamarine/streamlit-main.py @@ -0,0 +1,56 @@ +from collections import defaultdict + +import streamlit as st +from loguru import logger + +# pylint: disable=wrong-import-order +from agent import get_or_create_agent + +TITLE: str = 'OpenSSA: Maritime-Specific Agent' + +st.set_page_config(page_title=TITLE, + page_icon=None, + layout='wide', + initial_sidebar_state='auto', + menu_items=None) + +st.title(body=TITLE, anchor=None, help=None) + +DEFAULT_PROBLEM: str = ( + 'A vessel on my port side coming to a crossing situation on my radar. SOG is being used. What should I do?' +) + +st.write('__PROBLEM/QUESTION__:') + +if 'typed_problem' not in st.session_state: + st.session_state.typed_problem: str = DEFAULT_PROBLEM + +st.session_state.typed_problem: str = st.text_area(label='Problem/Question', + value=st.session_state.typed_problem, + height=3, + max_chars=None, + key=None, + help='Problem/Question', + on_change=None, args=None, kwargs=None, + placeholder='Problem/Question', + disabled=False, + label_visibility='collapsed') + +if 'agent_solutions' not in st.session_state: + st.session_state.agent_solutions: defaultdict[str, str] = defaultdict(str) + +st.subheader('MARITIME-SPECIFIC AGENT') + +if st.button(label='SOLVE', + on_click=None, args=None, kwargs=None, + type='primary', + disabled=False, + use_container_width=False): + with st.spinner(text='_SOLVING..._'): + logger.level('DEBUG') + + st.session_state.agent_solutions[st.session_state.typed_problem]: str = \ + get_or_create_agent().solve(problem=st.session_state.typed_problem, allow_reject=True) + +if (solution := st.session_state.agent_solutions[st.session_state.typed_problem]): + st.markdown(body=solution) diff --git a/examples/semiconductor/agent.py b/examples/semiconductor/agent.py index 91cab8579..6ee9544e7 100644 --- a/examples/semiconductor/agent.py +++ b/examples/semiconductor/agent.py @@ -3,10 +3,9 @@ from argparse import ArgumentParser from functools import cache -from openssa import DANA, ProgramStore, HTP, HTPlanner, OpenAILM - # pylint: disable=wrong-import-order -from data_and_knowledge import EXPERT_PROGRAMS +from data_and_knowledge import EXPERT_PROGRAMS, EXPERT_KNOWLEDGE +from openssa import DANA, ProgramStore, HTP, HTPlanner, OpenAILM from semikong_lm import SemiKongLM @@ -20,9 +19,9 @@ def get_or_create_agent(use_semikong_lm: bool = True, max_depth=2, max_subtasks_ htp = HTP.from_dict(htp_dict) program_store.add_or_update_program(name=program_name, description=htp.task.ask, program=htp) - return DANA(knowledge={}, - program_store=program_store, + return DANA(program_store=program_store, programmer=HTPlanner(lm=lm, max_depth=max_depth, max_subtasks_per_decomp=max_subtasks_per_decomp), + knowledge={EXPERT_KNOWLEDGE} if EXPERT_KNOWLEDGE else None, resources={}) diff --git a/examples/semiconductor/data_and_knowledge.py b/examples/semiconductor/data_and_knowledge.py index 3dd99fa59..22a96a4af 100644 --- a/examples/semiconductor/data_and_knowledge.py +++ b/examples/semiconductor/data_and_knowledge.py @@ -13,7 +13,18 @@ load_dotenv() -EXPERT_PROGRAMS_FILE_PATH: Path = Path(__file__).parent / 'expert-program-store.yml' +EXPERT_KNOWLEDGE_PATH: Path = Path(__file__).parent / 'expert-knowledge.txt' +with open(file=EXPERT_KNOWLEDGE_PATH, + buffering=-1, + encoding='utf-8', + errors='strict', + newline=None, + closefd=True, + opener=None) as f: + EXPERT_KNOWLEDGE: str = f.read() + + +EXPERT_PROGRAMS_FILE_PATH: Path = Path(__file__).parent / 'expert-programs.yml' with open(file=EXPERT_PROGRAMS_FILE_PATH, buffering=-1, encoding='utf-8', diff --git a/examples/semiconductor/expert-knowledge.txt b/examples/semiconductor/expert-knowledge.txt new file mode 100644 index 000000000..78c4cffd4 --- /dev/null +++ b/examples/semiconductor/expert-knowledge.txt @@ -0,0 +1,62 @@ +Etching Silicon Dioxide (SiO2): typical recipe(s) +================================================= + +If using Inductively Coupled Plasma (ICP) Reactive Ion Etching (RIE) +-------------------------------------------------------------------- + + +GASES & FLOW RATES: + +Common gas is CHF3, often mixed with small amount of Ar and/or O2: +- CHF3 provides fluorine for etching while also polymerising to provide sidewall protection, improving anisotropy +- Ar helps maintain stable plasma +- O2 enhances volatility of etch products + +Typical starting point: +- 20-50 sccm of CHF3 +- 5-10 sccm of Ar +- 2-5 sccm of O2 + + +ICP POWER: + +Higher ICP power (e.g., 500-1000W) increases plasma density and etch rate +BUT may also lead to more physical damage and less anisotropic profiles + + +RF POWER: + +Lower RF power (e.g., 10-50W) provides more anisotropic profiles + + +PRESSURE: + +Lower pressure (e.g., 5-20 mTorr) helps improve anisotropy + + +ETCH TIME: + +You need to adjust etch time depending on desired depth and etch rate. + +Remember that etch rate can vary across wafer and over time, so it's best to overestimate time and measure depth periodically. + + +END-POINT DETECTION: + +Many RIE systems have optical emission spectroscopy (OES) or interferometry for end-point detection. +These can stop etching process when desired depth is reached. + + +OPTIMIZATION CONSIDERATIONS: + +- Etch rate +- Selectivity to mask and underlying layers +- Etch profile (anisotropy) +- Uniformity +- Physical or chemical damage + + +SAFETY PROCEDURES: + +- Always follow safety procedures when working with plasma etching systems and handling gases +- Confirm with facility and equipment manager that your planned recipe is compatible and won't cause any damage or contamination diff --git a/examples/semiconductor/expert-programs.yml b/examples/semiconductor/expert-programs.yml index e69de29bb..4cf6cecfa 100644 --- a/examples/semiconductor/expert-programs.yml +++ b/examples/semiconductor/expert-programs.yml @@ -0,0 +1,17 @@ +plan: + task: |- + For etching PECVD SiO2 using Inductively Coupled Plasma (ICP) Reactive Ion Etching (RIE), + recommend 2 good parameter sets and their relative advantages/disadvantages + + sub-htps: + - task: |- + Get typical gases used for such process and their flow rate ranges + in SiO2 etching using Inductively Coupled Plasma (ICP) Reactive Ion Etching (RIE) + + - task: |- + Get typical ICP Power, RF Power and Pressure value ranges and associated trade-offs + in SiO2 etching using Inductively Coupled Plasma (ICP) Reactive Ion Etching (RIE) + + - task: |- + Recommend 2 parameter sets (each including Flow Rate for each Gas, plus ICP Power, RF Power and Pressure) + with analysis of their relative pros and cons. diff --git a/examples/semiconductor/semiconductor-ui/api/Dockerfile b/examples/semiconductor/semiconductor-ui/api/Dockerfile new file mode 100644 index 000000000..e7dd99278 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/Dockerfile @@ -0,0 +1,40 @@ +FROM --platform=linux/amd64 python:3.12-slim AS base + +# Install Poetry +RUN apt update -y && apt upgrade -y && apt install git -y +RUN apt update -y && apt install poppler-utils -y +RUN python -m pip install --upgrade pip && \ + pip install --no-cache-dir poetry==1.3.2 + + +RUN poetry config virtualenvs.in-project true && \ + poetry config installer.max-workers 10 + +WORKDIR /api + +COPY pyproject.toml poetry.lock /api/ + +# ======================================= +# Build image +FROM base AS build +ENV POETRY_REQUESTS_TIMEOUT=300 +ENV PIP_DEFAULT_TIMEOUT=300 +RUN poetry install + +# ======================================= +# App image +FROM base AS app + +COPY --from=build /api/.venv /api/.venv + +ENV PATH="/api/.venv/bin:$PATH" +ENV PATH="/api:$PATH" +# ENV PATH="/api/openssa:$PATH" +ENV PYTHONUNBUFFERED=1 +ENV PYTHONPATH="/" + +COPY . /api/ + +EXPOSE 8080 + +CMD ["sh", "start.sh"] diff --git a/examples/semiconductor/semiconductor-ui/api/data_and_knowledge.py b/examples/semiconductor/semiconductor-ui/api/data_and_knowledge.py new file mode 100644 index 000000000..a26106af5 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/data_and_knowledge.py @@ -0,0 +1,35 @@ +from __future__ import annotations + +from pathlib import Path +from typing import TYPE_CHECKING + +from dotenv import load_dotenv +import yaml + +if TYPE_CHECKING: + from openssa.core.programming.hierarchical.plan import HTPDict + + +load_dotenv() + + +EXPERT_KNOWLEDGE_FILE_PATH: Path = Path(__file__).parent / 'expert-knowledge.txt' +with open(file=EXPERT_KNOWLEDGE_FILE_PATH, + buffering=-1, + encoding='utf-8', + errors='strict', + newline=None, + closefd=True, + opener=None) as f: + EXPERT_KNOWLEDGE: str = f.read() + + +EXPERT_PROGRAM_SPACE_FILE_PATH: Path = Path(__file__).parent / 'expert-program-space.yml' +with open(file=EXPERT_PROGRAM_SPACE_FILE_PATH, + buffering=-1, + encoding='utf-8', + errors='strict', + newline=None, + closefd=True, + opener=None) as f: + EXPERT_PROGRAM_SPACE: dict[str, HTPDict] = yaml.safe_load(stream=f) diff --git a/examples/semiconductor/semiconductor-ui/api/expert-knowledge.txt b/examples/semiconductor/semiconductor-ui/api/expert-knowledge.txt new file mode 100644 index 000000000..78c4cffd4 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/expert-knowledge.txt @@ -0,0 +1,62 @@ +Etching Silicon Dioxide (SiO2): typical recipe(s) +================================================= + +If using Inductively Coupled Plasma (ICP) Reactive Ion Etching (RIE) +-------------------------------------------------------------------- + + +GASES & FLOW RATES: + +Common gas is CHF3, often mixed with small amount of Ar and/or O2: +- CHF3 provides fluorine for etching while also polymerising to provide sidewall protection, improving anisotropy +- Ar helps maintain stable plasma +- O2 enhances volatility of etch products + +Typical starting point: +- 20-50 sccm of CHF3 +- 5-10 sccm of Ar +- 2-5 sccm of O2 + + +ICP POWER: + +Higher ICP power (e.g., 500-1000W) increases plasma density and etch rate +BUT may also lead to more physical damage and less anisotropic profiles + + +RF POWER: + +Lower RF power (e.g., 10-50W) provides more anisotropic profiles + + +PRESSURE: + +Lower pressure (e.g., 5-20 mTorr) helps improve anisotropy + + +ETCH TIME: + +You need to adjust etch time depending on desired depth and etch rate. + +Remember that etch rate can vary across wafer and over time, so it's best to overestimate time and measure depth periodically. + + +END-POINT DETECTION: + +Many RIE systems have optical emission spectroscopy (OES) or interferometry for end-point detection. +These can stop etching process when desired depth is reached. + + +OPTIMIZATION CONSIDERATIONS: + +- Etch rate +- Selectivity to mask and underlying layers +- Etch profile (anisotropy) +- Uniformity +- Physical or chemical damage + + +SAFETY PROCEDURES: + +- Always follow safety procedures when working with plasma etching systems and handling gases +- Confirm with facility and equipment manager that your planned recipe is compatible and won't cause any damage or contamination diff --git a/examples/semiconductor/semiconductor-ui/api/expert-program-space.yml b/examples/semiconductor/semiconductor-ui/api/expert-program-space.yml new file mode 100644 index 000000000..9bfafc000 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/expert-program-space.yml @@ -0,0 +1,12 @@ +plan: + task: |- + For etching PECVD SiO2 using Inductively Coupled Plasma (ICP) Reactive Ion Etching (RIE), + recommend 2 good parameter sets and their relative advantages/disadvantages. + Also give me recommendation about quality and safety of the process. + Keep the answer concise. + + sub-htps: + - task: |- + Get typical gases used for such process and their flow rate ranges, ICP Power, RF Power and Pressure value + ranges and associated trade-offs in SiO2 etching using Inductively Coupled Plasma (ICP) Reactive Ion + Etching (RIE). Keep the answer as concise as possible. diff --git a/examples/semiconductor/semiconductor-ui/api/main.py b/examples/semiconductor/semiconductor-ui/api/main.py new file mode 100644 index 000000000..992065aab --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/main.py @@ -0,0 +1,146 @@ +import logging +import os +import time +from collections import defaultdict + +import openai +from fastapi import FastAPI +from fastapi.middleware.cors import CORSMiddleware + +# pylint: disable=wrong-import-order +from data_and_knowledge import EXPERT_PROGRAM_SPACE, EXPERT_KNOWLEDGE +from openssa import Agent, ProgramSpace, HTP, HTPlanner, OpenAILM +from semikong_lm import SemiKongLM + +logging.basicConfig(level=logging.ERROR) +logger = logging.getLogger(__name__) + + +def get_or_create_agent( + use_semikong_lm: bool = True, max_depth=2, max_subtasks_per_decomp=4 +) -> Agent: + lm = (SemiKongLM if use_semikong_lm else OpenAILM).from_defaults() + + program_space = ProgramSpace(lm=lm) + if EXPERT_PROGRAM_SPACE: + for program_name, htp_dict in EXPERT_PROGRAM_SPACE.items(): + htp = HTP.from_dict(htp_dict) + program_space.add_or_update_program( + name=program_name, description=htp.task.ask, program=htp + ) + + return Agent( + program_space=program_space, + programmer=HTPlanner( + lm=lm, max_depth=max_depth, max_subtasks_per_decomp=max_subtasks_per_decomp + ), + knowledge={EXPERT_KNOWLEDGE} if EXPERT_KNOWLEDGE else None, + resources={}, + ) + + +app = FastAPI() + +app.add_middleware( + CORSMiddleware, + allow_origins=[os.environ.get("FRONTEND_URL", "http://localhost:4000")], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + +client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"]) + + +def call_gpt(prompt): + response = client.chat.completions.create( + model="gpt-4o", + messages=[ + { + "role": "system", + "content": "You are an expert in parsing text into a specific format. Please help me with this task.", + }, + {"role": "user", "content": prompt}, + ], + ) + return response.choices[0].message.content + + +def parse_recipe_text(text): + parsed_data = {"recipe_1": "", "recipe_2": "", "agent_advice": ""} + lines = text.split("\n") + current_section = None + + for line in lines: + if "recipe_1:" in line: + current_section = "recipe_1" + elif "recipe_2:" in line: + current_section = "recipe_2" + elif "agent_advice:" in line: + current_section = "agent_advice" + elif current_section: + parsed_data[current_section] += line + "\n" + + parsed_data = {key: value.strip() for key, value in parsed_data.items()} + return parsed_data + + +def solve_semiconductor_question(question): + start = time.time() + solutions = defaultdict(str) + + solutions[question] = get_or_create_agent(use_semikong_lm=True).solve( + problem=question + ) + + print(f"get_or_create_agent taken: {time.time() - start}") + start = time.time() + + solution = solutions[question] + solution = solution.replace("$", r"\$") + + prompt = f"""{solution} \n\n Please help me parse the above text into this format:\n + recipe_1: Show the recipe 1 here\n + recipe_2: Show the recipe 2 here\n + agent_advice: Show the agent's general considerations here\n + DO NOT forget the key and DO NOT change the key format. + """ + + solution = call_gpt(prompt) + print(f"call_gpt taken: {time.time() - start}") + start = time.time() + parsed_solution = parse_recipe_text(solution) + print(f"parse_recipe_text taken: {time.time() - start}") + return parsed_solution + + +@app.get("/") +async def root(): + return {"message": "Hello World"} + + +@app.get("/data") +async def get_data(): + return {"data": "data"} + + +DEFAULT_ANSWER = """ +{'recipe_1': 'Parameters:\n- Gases and Flow Rates:\n - CHF3: 50 sccm\n - Ar: 10 sccm\n - O2: 5 sccm\n- ICP Power: 1000 W\n- RF Power: 50 W\n- Pressure: 20 mTorr\n- Etch Time: Start with 8 minutes and measure periodically\n\nPros:\n1. High Etch Rate: The high ICP power and higher flow rates of CHF3 and O2 increase the density of reactive species, leading to a faster etch rate.\n2. Stable Plasma: The addition of Ar at 10 sccm helps maintain a stable plasma, which is crucial for consistent etching.\n3. Improved Volatility: The higher O2 flow rate enhances the volatility of etch products, improving overall etch efficiency.\n\nCons:\n1. Physical Damage: The high ICP power and RF power can lead to more physical damage to the PR mask and underlying layers due to increased ion bombardment.\n2. Less Anisotropic Profiles: Higher RF power may result in less anisotropic etch profiles, which could be problematic for applications requiring precise vertical etching.\n3. Higher Pressure: The higher pressure may reduce the mean free path of ions, potentially affecting the directionality of the etch.', 'recipe_2': 'Parameters:\n- Gases and Flow Rates:\n - CHF3: 20 sccm\n - Ar: 5 sccm\n - O2: 2 sccm\n- ICP Power: 500 W\n- RF Power: 10 W\n- Pressure: 5 mTorr\n- Etch Time: Start with 15 minutes and measure periodically\n\nPros:\n1. High Anisotropy: The lower RF power and lower pressure will help achieve more anisotropic etch profiles, which is essential for applications requiring precise vertical etching.\n2. Reduced Physical Damage: Lower ICP and RF power reduce the risk of physical damage to the PR mask and underlying layers, making this set suitable for delicate structures.\n3. Directional Etching: The lower pressure improves the directionality of the etch by reducing the number of collisions between ions and neutral species.\n\nCons:\n1. Lower Etch Rate: The lower ICP power and reduced flow rates of CHF3 and O2 will result in a slower etch rate, requiring longer etch times to achieve the desired depth.\n2. Plasma Stability: The lower flow rate of Ar may make it more challenging to maintain a stable plasma, which could affect the consistency of the etch process.\n3. Process Control: The lower pressure and power settings require more precise control of the process parameters to maintain stability and achieve the desired etch profile.', 'agent_advice': '- Etch Rate and Uniformity: Regularly measure the etch depth to ensure uniformity across the wafer. Adjust the etch time accordingly.\n- End-Point Detection: Utilize optical emission spectroscopy (OES) or interferometry if available on the Plasmalab System 100 to accurately determine the end-point of the etch process.\n- Safety Procedures: Always follow safety protocols when handling gases and operating the ICP RIE system. Confirm with the facility manager that the chosen recipe is compatible with the equipment.\n\nBy starting with these recipes and making necessary adjustments based on periodic measurements and observations, you should be able to achieve the desired etch depth and profile for your SiO2 pattern.\n```'} + """ + + +@app.post("/data") +async def post_data(data: dict): + question = data.get("question") + if not question: + return {"error": "No question provided"}, 400 + + try: + parsed_answer = solve_semiconductor_question(question) + except ValueError: + logger.exception("Value error") + return DEFAULT_ANSWER + except RuntimeError: + logger.exception("Runtime error") + return DEFAULT_ANSWER + return parsed_answer diff --git a/examples/semiconductor/semiconductor-ui/api/poetry.lock b/examples/semiconductor/semiconductor-ui/api/poetry.lock new file mode 100644 index 000000000..75028bc80 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/poetry.lock @@ -0,0 +1,4233 @@ +# This file 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+[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/examples/semiconductor/semiconductor-ui/api/semikong_lm.py b/examples/semiconductor/semiconductor-ui/api/semikong_lm.py new file mode 100644 index 000000000..4f29e0827 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/semikong_lm.py @@ -0,0 +1,30 @@ +from __future__ import annotations + +from argparse import ArgumentParser +from dataclasses import dataclass + +from openssa.core.util.lm.llama import LlamaLM + + +DEFAULT_MODEL = 'pentagoniac/SEMIKONG-70B' +DEFAULT_API_KEY = '...' +DEFAULT_API_BASE = 'http://semikong70b.aitomatic.com/v1' + + +@dataclass +class SemiKongLM(LlamaLM): + """SemiKong LM.""" + + @classmethod + def from_defaults(cls) -> SemiKongLM: + """Get default SemiKong LM instance.""" + # pylint: disable=unexpected-keyword-arg + return cls(model=DEFAULT_MODEL, api_key=DEFAULT_API_KEY, api_base=DEFAULT_API_BASE) + + +if __name__ == '__main__': + arg_parser = ArgumentParser() + arg_parser.add_argument('question') + args = arg_parser.parse_args() + + print(SemiKongLM.from_defaults().get_response(prompt=args.question)) diff --git a/examples/semiconductor/semiconductor-ui/api/start.sh b/examples/semiconductor/semiconductor-ui/api/start.sh new file mode 100755 index 000000000..bcc119207 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/start.sh @@ -0,0 +1,2 @@ +#!/bin/bash +uvicorn main:app --loop "asyncio" --proxy-headers --host 0.0.0.0 --port 8080 diff --git a/examples/semiconductor/semiconductor-ui/css/style.css b/examples/semiconductor/semiconductor-ui/css/style.css new file mode 100644 index 000000000..aa468c688 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/css/style.css @@ -0,0 +1,4 @@ +.step-item::after { + content: ''; + border: 1px solid #e0e0e0; +} \ No newline at end of file diff --git a/examples/semiconductor/semiconductor-ui/docker-compose.yml b/examples/semiconductor/semiconductor-ui/docker-compose.yml new file mode 100644 index 000000000..c47e808da --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/docker-compose.yml @@ -0,0 +1,31 @@ +version: "3.9" + +services: + apis: + container_name: apis + restart: always + platform: linux/amd64 + env_file: .env + build: + context: ./api + dockerfile: ./Dockerfile + command: sh start.sh + + ports: + - 9000:8080 + + ui: + container_name: semiconductor-ui + restart: always + build: + context: ./ui + target: development + dockerfile: ./Dockerfile + environment: + - VITE_API_HOST=http://localhost:9000 + volumes: + - ./ui/src:/app/src + - ./ui/public:/app/public + - "./ui/tailwind.config.js:/app/tailwind.config.js" + ports: + - 4000:5173 diff --git a/examples/semiconductor/semiconductor-ui/index.html b/examples/semiconductor/semiconductor-ui/index.html new file mode 100644 index 000000000..8573ad5d6 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/index.html @@ -0,0 +1,454 @@ + + + + + + Semiconductor UI + + + + + + + + + +
+
+
+ + + +
+
+
Specifications
+
Loremm ipsum dolor sit amet consectetur
+
+
+
+
+ + + +
+
+
Paramters
+
Loremm ipsum dolor sit amet consectetur
+
+
+
+
+ + + +
+
+
Steps
+
Loremm ipsum dolor sit amet consectetur
+
+
+
+
+
+
+
Question
+
+
+ +
+
+ +
+
+
+
+
Specifications
+
+
+
+
+ This recipe is designed to achieve a higher SiO etch rate + while maintaining good selectivity over the PR mask and + minimizing polymer redeposition. +
+
    +
  • + Gases: + +
      +
    • CF4: 50 sccm
      • +
    • CHF3: 20 sccm
      • +
    • Ar: 10 sccm
      • +
    +
    • +
  • ICP Power: 800 W
    • +
  • Bias Power: 100 W
    • +
  • Temperature: 20°C
    • +
+
+
+ +
+
+
+ +
+
+
+
+
Plans
+
+
+ + + + + + + + + + +
+ Main task:sit amet consectetur +
+
+
+ + + + + + + + + + +
+ Subtask 1:sit amet consectetur +
+
+
+ + + + + + + + + + +
+ Subtask 2:sit amet consectetur +
+
+
+ + + + + + + + + + +
+ Subtask 3:sit amet consectetur +
+
+
+ + + + + + + + + + +
+ Subtask 4:sit amet consectetur +
+
+
+
+
+
+
+
Solution
+
+
+
+ First suggested parameter +
+
+ Recommended +
+
+
+
+ Parameter +
+
+ Value +
+
+
+
Ar (Argon)
+
1213 sccm
+
+
+
Power
+
123231 W
+
+
+
+ DCS (Dichlorosilane) +
+
1213 sccm
+
+
+
Temperature
+
123231 W
+
+
+
Pressure
+
1213 sccm
+
+
+
+
+
+
+
+ Second suggested parameter +
+
+ Recommended +
+
+
+
+ Parameter +
+
+ Value +
+
+
+
Ar (Argon)
+
1213 sccm
+
+
+
Power
+
123231 W
+
+
+
+ DCS (Dichlorosilane) +
+
1213 sccm
+
+
+
Temperature
+
123231 W
+
+
+
Pressure
+
1213 sccm
+
+
+
+
+
Steps to Optimize the Etching Process
+
+ +
+
+
+
+ + + + + + diff --git a/examples/semiconductor/semiconductor-ui/js/main.js b/examples/semiconductor/semiconductor-ui/js/main.js new file mode 100644 index 000000000..ce1d53c1b --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/js/main.js @@ -0,0 +1,78 @@ +const { useState } = React; + +const store = zustandVanilla((set) => ({ + count: 0, + inc: () => set((state) => ({ count: state.count + 1 })), +})); + +function MyApp() { + const { count, inc } = useZustand.useZustand(store, (state) => state); + const [str, setStr] = useState("Hello, Tailwind CSS!"); + + return ( +
+
+
+
+
    +
  1. +
    + + 1 + + Step 1 +
    +
    2. +
  2. +
    + + 2 + + Step 2 +
    +
    3. +
  3. +
    + + 3 + + Step 3 +
    +
    4. +
+
+
+
+
+
+
Question
+
+ setStr(e.currentTarget.value)} + /> +
+
+
+
+

+ Hello, Tailwind CSS! +

+

+ This is a simple HTML file with Tailwind CSS included. {count} +

+ +
+
+ ); +} + +const container = document.getElementById("root"); +const root = ReactDOM.createRoot(container); +root.render(); diff --git a/examples/semiconductor/semiconductor-ui/server.py b/examples/semiconductor/semiconductor-ui/server.py new file mode 100644 index 000000000..dbfbb645f --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/server.py @@ -0,0 +1,10 @@ +import http.server +import socketserver + +PORT = 8000 + +Handler = http.server.SimpleHTTPRequestHandler + +with socketserver.TCPServer(("", PORT), Handler) as httpd: + print("Serving at port", PORT) + httpd.serve_forever() diff --git a/examples/semiconductor/semiconductor-ui/ui/.eslintrc.cjs b/examples/semiconductor/semiconductor-ui/ui/.eslintrc.cjs new file mode 100644 index 000000000..3e212e1d4 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/.eslintrc.cjs @@ -0,0 +1,21 @@ +module.exports = { + root: true, + env: { browser: true, es2020: true }, + extends: [ + 'eslint:recommended', + 'plugin:react/recommended', + 'plugin:react/jsx-runtime', + 'plugin:react-hooks/recommended', + ], + ignorePatterns: ['dist', '.eslintrc.cjs'], + parserOptions: { ecmaVersion: 'latest', sourceType: 'module' }, + settings: { react: { version: '18.2' } }, + plugins: ['react-refresh'], + rules: { + 'react/jsx-no-target-blank': 'off', + 'react-refresh/only-export-components': [ + 'warn', + { allowConstantExport: true }, + ], + }, +} diff --git a/examples/semiconductor/semiconductor-ui/ui/.gitignore b/examples/semiconductor/semiconductor-ui/ui/.gitignore new file mode 100644 index 000000000..a547bf36d --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/examples/semiconductor/semiconductor-ui/ui/Dockerfile b/examples/semiconductor/semiconductor-ui/ui/Dockerfile new file mode 100644 index 000000000..4e0ab71a9 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/Dockerfile @@ -0,0 +1,13 @@ +FROM node:18-alpine AS development +ENV NODE_ENV development +# Add a work directory +WORKDIR /app +# Cache and Install dependencies +COPY package*.json . +RUN npm install +# Copy app files +COPY . . +# Expose port +EXPOSE 4000 +# Start the app +CMD [ "npm", "start" ] diff --git a/examples/semiconductor/semiconductor-ui/ui/README.md b/examples/semiconductor/semiconductor-ui/ui/README.md new file mode 100644 index 000000000..ead67daca --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/README.md @@ -0,0 +1,8 @@ +# React with Vite + +This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. + +Currently, two official plugins are available: + +- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react/README.md) uses [Babel](https://babeljs.io/) for Fast Refresh +- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh diff --git a/examples/semiconductor/semiconductor-ui/ui/index.html b/examples/semiconductor/semiconductor-ui/ui/index.html new file mode 100644 index 000000000..0c589eccd --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/index.html @@ -0,0 +1,13 @@ + + + + + + + Vite + React + + +
+ + + diff --git a/examples/semiconductor/semiconductor-ui/ui/package-lock.json b/examples/semiconductor/semiconductor-ui/ui/package-lock.json new file mode 100644 index 000000000..0ff39888e --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/package-lock.json @@ -0,0 +1,6808 @@ +{ + "name": "ui", + "version": "0.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "ui", + "version": "0.0.0", + "dependencies": { + "-": "^0.0.1", + "axios": "^1.7.3", + "react": "^18.3.1", + "react-dom": "^18.3.1", + "react-markdown": "^9.0.1", + "remark-gfm": "^4.0.0", + "zustand": "^4.5.4" + }, + "devDependencies": { + "@types/react": "^18.3.3", + "@types/react-dom": "^18.3.0", + "@vitejs/plugin-react": "^4.3.1", + "autoprefixer": "^10.4.20", + "eslint": "^8.57.0", + "eslint-plugin-react": "^7.34.3", + "eslint-plugin-react-hooks": "^4.6.2", + "eslint-plugin-react-refresh": "^0.4.7", + "postcss": "^8.4.41", + "tailwindcss": "^3.4.7", + "vite": "^5.3.4" + } + }, 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b/examples/semiconductor/semiconductor-ui/ui/package.json new file mode 100644 index 000000000..c24ce510b --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/package.json @@ -0,0 +1,35 @@ +{ + "name": "ui", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "start": "vite --host 0.0.0.0", + "dev": "vite", + "build": "vite build", + "lint": "eslint . --ext js,jsx --report-unused-disable-directives --max-warnings 0", + "preview": "vite preview" + }, + "dependencies": { + "-": "^0.0.1", + "axios": "^1.7.3", + "react": "^18.3.1", + "react-dom": "^18.3.1", + "react-markdown": "^9.0.1", + "remark-gfm": "^4.0.0", + "zustand": "^4.5.4" + }, + "devDependencies": { + "@types/react": "^18.3.3", + "@types/react-dom": "^18.3.0", + "@vitejs/plugin-react": "^4.3.1", + "autoprefixer": "^10.4.20", + "eslint": "^8.57.0", + "eslint-plugin-react": "^7.34.3", + "eslint-plugin-react-hooks": "^4.6.2", + "eslint-plugin-react-refresh": "^0.4.7", + "postcss": "^8.4.41", + "tailwindcss": "^3.4.7", + "vite": "^5.3.4" + } +} diff --git a/examples/semiconductor/semiconductor-ui/ui/postcss.config.js b/examples/semiconductor/semiconductor-ui/ui/postcss.config.js new file mode 100644 index 000000000..2e7af2b7f --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/postcss.config.js @@ -0,0 +1,6 @@ +export default { + plugins: { + tailwindcss: {}, + autoprefixer: {}, + }, +} diff --git a/examples/semiconductor/semiconductor-ui/ui/public/images/image-14.png b/examples/semiconductor/semiconductor-ui/ui/public/images/image-14.png new file mode 100644 index 000000000..bbc5fc06d Binary files /dev/null and b/examples/semiconductor/semiconductor-ui/ui/public/images/image-14.png differ diff --git a/examples/semiconductor/semiconductor-ui/ui/public/images/image-16.png b/examples/semiconductor/semiconductor-ui/ui/public/images/image-16.png new file mode 100644 index 000000000..d6fe80b45 Binary files /dev/null and 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b/examples/semiconductor/semiconductor-ui/ui/public/images/screenshot-20240808-at-1000121.png differ diff --git a/examples/semiconductor/semiconductor-ui/ui/public/vite.svg b/examples/semiconductor/semiconductor-ui/ui/public/vite.svg new file mode 100644 index 000000000..e7b8dfb1b --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/public/vite.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/examples/semiconductor/semiconductor-ui/ui/src/App.css b/examples/semiconductor/semiconductor-ui/ui/src/App.css new file mode 100644 index 000000000..e69de29bb diff --git a/examples/semiconductor/semiconductor-ui/ui/src/App.jsx b/examples/semiconductor/semiconductor-ui/ui/src/App.jsx new file mode 100644 index 000000000..51b21224e --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/App.jsx @@ -0,0 +1,8 @@ +import "./App.css"; +import { MainView } from "./views/main"; + +function App() { + return ; +} + +export default App; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/assets/react.svg b/examples/semiconductor/semiconductor-ui/ui/src/assets/react.svg new file mode 100644 index 000000000..6c87de9bb --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/assets/react.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/examples/semiconductor/semiconductor-ui/ui/src/index.css b/examples/semiconductor/semiconductor-ui/ui/src/index.css new file mode 100644 index 000000000..b5c61c956 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/index.css @@ -0,0 +1,3 @@ +@tailwind base; +@tailwind components; +@tailwind utilities; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/main.jsx b/examples/semiconductor/semiconductor-ui/ui/src/main.jsx new file mode 100644 index 000000000..54b39dd1d --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/main.jsx @@ -0,0 +1,10 @@ +import React from 'react' +import ReactDOM from 'react-dom/client' +import App from './App.jsx' +import './index.css' + +ReactDOM.createRoot(document.getElementById('root')).render( + + + , +) diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/Header/index.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/Header/index.jsx new file mode 100644 index 000000000..fb0c0ddca --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/Header/index.jsx @@ -0,0 +1,166 @@ +export const Header = () => { + return ( +
+
+
+ + + +
+
+
Specifications
+
Loremm ipsum dolor sit amet consectetur
+
+
+
+
+ + + +
+
+
Paramters
+
Loremm ipsum dolor sit amet consectetur
+
+
+
+
+ + + +
+
+
Steps
+
Loremm ipsum dolor sit amet consectetur
+
+
+
+ ); +}; + +export const TitleHeader = () => { + return ( +
+
+ + + + + + + + + + + + + + + + + + + + + + +
+
+
+ SiO2 Etching Advisor +
+
powered by SemiKong
+
+
+ ); +}; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/Loading.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/Loading.jsx new file mode 100644 index 000000000..8b63d3ad0 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/Loading.jsx @@ -0,0 +1,176 @@ +export const Loading = () => { + return ( + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + ); +}; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/index.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/index.jsx new file mode 100644 index 000000000..d99be3803 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/index.jsx @@ -0,0 +1,369 @@ +import { useState } from "react"; +import { useData } from "../store"; +import { MarkdownViewer } from "../components/MarkdownViewer"; + +export const Specification = () => { + return ( +
+
Specifications
+
+
+
+
+ This recipe is designed to achieve a higher SiO etch rate while + maintaining good selectivity over the PR mask and minimizing + polymer redeposition. +
+
    +
  • + Gases: +
      +
    • CF4: 50 sccm
      • +
    • CHF3: 20 sccm
      • +
    • Ar: 10 sccm
      • +
    +
    • +
  • ICP Power: 800 W
    • +
  • Bias Power: 100 W
    • +
  • Temperature: 20°C
    • +
+
+
+ +
+
+
+ +
+
+
+ ); +}; + +export const Plan = () => { + return ( +
+
Plans
+
+
+ + + + + + + + + + +
+ Main task: + + sit amet consectetur + +
+
+
+ + + + + + + + + + +
+ Subtask 1: + + sit amet consectetur + +
+
+
+ + + + + + + + + + +
+ Subtask 2: + + sit amet consectetur + +
+
+
+ + + + + + + + + + +
+ Subtask 3: + + sit amet consectetur + +
+
+
+ + + + + + + + + + +
+ Subtask 4: + + sit amet consectetur + +
+
+
+
+ ); +}; + +export const Data1 = () => { + const { data } = useData(); + const { recipe_1 } = data; + if (!recipe_1) return <>; + const strings = recipe_1.split("\n"); + + return ( +
+
+
+ Recipe 1 +
+
+
+
+ {strings.map((s, index) => ( +
+ {s} +
+ ))} +
+
+
+
+
+ ); +}; + +export const Data2 = () => { + const { data } = useData(); + const { recipe_2 = "" } = data; + if (!recipe_2) return <>; + const strings = recipe_2.split("\n"); + return ( +
+
+
+ Recipe 2 +
+
+
+
+ {strings.map((s, index) => ( +
+ {s} +
+ ))} +
+
+
+
+
+ ); +}; + +export const Images = () => { + return ( +
+
+
+ PlasmaPro 100 Cobra ICP RIE Etch +
+
+
+ +
+
+ +
+
+
+
+ ); +}; + +export const LeftPane = () => { + const [message, setMessage] = useState("I am trying to etch 2 μm of PECVD SiO2 using a ~4 μm PR mask to create a pattern of 20 * 60 μm. Recommend me 2 recipes."); + const { isLoading, sendMessage, data } = useData(); + + return ( +
+
+ +
+
+ REQUIREMENTS & SPECIFICATIONS +
+
+
+ +
+
+ +
+
+
+
+ {/* + */} + {isLoading && ( +
Getting recipe advice ...
+ )} + {data.recipe_2 && ( +
+
+ RECIPES +
+
+
+ +
+
+ +
+
+
+ )} +
+ ); +}; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/RightPane/index.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/RightPane/index.jsx new file mode 100644 index 000000000..a56c09f26 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/RightPane/index.jsx @@ -0,0 +1,216 @@ +import { useData } from "../store"; +import { MarkdownViewer } from "../components/MarkdownViewer"; + +export const Solution = () => { + return ( +
+
Solution
+
+
+
+ First suggested parameter +
+
+ Recommended +
+
+
+
+ Parameter +
+
+ Value +
+
+
+
+ Ar (Argon) +
+
+ 1213 sccm +
+
+
+
+ Power +
+
+ 123231 W +
+
+
+
+ DCS (Dichlorosilane) +
+
+ 1213 sccm +
+
+
+
+ Temperature +
+
+ 123231 W +
+
+
+
+ Pressure +
+
+ 1213 sccm +
+
+
+
+ ); +}; + +export const Solution2 = () => { + return ( +
+
+
+
+ Second suggested parameter +
+
+ Recommended +
+
+
+
+ Parameter +
+
+ Value +
+
+
+
+ Ar (Argon) +
+
+ 1213 sccm +
+
+
+
+ Power +
+
+ 123231 W +
+
+
+
+ DCS (Dichlorosilane) +
+
+ 1213 sccm +
+
+
+
+ Temperature +
+
+ 123231 W +
+
+
+
+ Pressure +
+
+ 1213 sccm +
+
+
+
+ ); +}; + +export const EtchImg = () => { + return ( +
+
Steps to Optimize the Etching Process
+
+ +
+
+ ); +}; + +export const AgentAdvice = () => { + const { data } = useData(); + const { agent_advice = "" } = data; + if (!agent_advice) return <>; + const strings = agent_advice.split("\n"); + return ( +
+
+ QUALITY & SAFETY ADVICE +
+
+
+
+
+ {strings.map((s, index) => ( +
+ {s} +
+ ))} +
+
+
+
+
+ ); +}; + +export const RightPane = () => { + return ( +
+
+ +
+ {/* + + */} + +
+ ); +}; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/components/MarkdownViewer/MarkdownViewer.module.css b/examples/semiconductor/semiconductor-ui/ui/src/views/components/MarkdownViewer/MarkdownViewer.module.css new file mode 100644 index 000000000..ca0ad678c --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/components/MarkdownViewer/MarkdownViewer.module.css @@ -0,0 +1,37 @@ +.content table { + @apply table border-collapse; +} + +.content th { + @apply border border-gray-200 px-3 py-2.5 text-left bg-gray-100; +} + +.content td { + @apply border border-gray-200 px-3 py-2.5 text-left; +} + +/* .content-small p { + @apply py-1; +} */ + +.content ul { + @apply pl-6; + + list-style: disc; +} + +.content ol { + @apply pl-6; + + list-style: decimal; +} + +.content-small { + font-size: 14px; +} + +.content pre { + @apply py-1 text-sm; + + white-space: pre-wrap !important; +} \ No newline at end of file diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/components/MarkdownViewer/index.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/components/MarkdownViewer/index.jsx new file mode 100644 index 000000000..6235378a5 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/components/MarkdownViewer/index.jsx @@ -0,0 +1,15 @@ +/* eslint-disable react/prop-types */ +import ReactMarkdown from "react-markdown"; +import remarkGfm from "remark-gfm"; +import styles from "./MarkdownViewer.module.css"; + +export const MarkdownViewer = ({ children }) => { + return ( + + ); +}; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/main.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/main.jsx new file mode 100644 index 000000000..6857ee16b --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/main.jsx @@ -0,0 +1,15 @@ +import { LeftPane } from "./LeftPane"; +import { RightPane } from "./RightPane"; +import { TitleHeader } from "./Header"; + +export const MainView = () => { + return ( +
+ +
+ + +
+
+ ); +}; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/store.js b/examples/semiconductor/semiconductor-ui/ui/src/views/store.js new file mode 100644 index 000000000..5bab5372a --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/store.js @@ -0,0 +1,81 @@ +import { create } from "zustand"; +import axios from "axios"; + +const BACKEND_URL = "http://localhost:9000"; + +export const SAMPLE_DATA = { + recipe_1: `Gases & Flow Rates: + + CHF3: 40 sccm + Ar: 10 sccm + O2: 3 sccm + ICP Power: + 800 W + RF Power: + 30 W + Pressure: + 10 mTorr + Etch Time: + Approximately 10 minutes (adjust based on actual etch rate and periodic depth measurements) + Pros: + High Etch Rate: The higher ICP power and CHF3 flow rate will result in a faster etch rate, reducing overall process time. + Good Anisotropy: The combination of CHF3 and O2 helps in achieving good anisotropic profiles, which is crucial for pattern fidelity. + Cons: + Potential for Physical Damage: Higher ICP power can lead to more physical damage to the PR mask and underlying layers. + Less Control Over Uniformity: Faster etch rates can sometimes lead to less uniform etching across the wafer.`, + recipe_2: ` +Gases & Flow Rates: + CHF3: 30 sccm + + Ar: 5 sccm + O2: 2 sccm + ICP Power: + 600 W + RF Power: + 20 W + Pressure: + 15 mTorr + Etch Time: + Approximately 15 minutes (adjust based on actual etch rate and periodic depth measurements) + Pros: + High Anisotropy: Lower RF power and optimized gas flow rates help in achieving highly anisotropic etch profiles, which is beneficial for maintaining pattern dimensions. + Reduced Physical Damage: Lower ICP power reduces the risk of physical damage to the PR mask and underlying layers. + Cons: + Slower Etch Rate: The etch rate will be slower compared to the high etch rate recipe, increasing the overall process time. + Potential for Polymer Build-Up: Lower O2 flow rates might lead to polymer build-up, which could affect etch uniformity and profile.`, + agent_advice: `#### Etch Rate and Uniformity: + Regularly measure the etch depth to ensure uniformity and to adjust the etch time as needed. The etch rate can vary across the wafer and over time. + + + End-Point Detection: Utilize optical emission spectroscopy (OES) or interferometry if available on your system to accurately determine when the desired etch depth is reached. + Safety Procedures: Always follow safety protocols when handling gases and operating the ICP-RIE system. Confirm with your facility and equipment manager that the chosen recipes are compatible with your system to avoid any damage or contamination. + `, +}; + +export const sample_q = + "How to etch 2 um silicon dioxide (PR mask) using ICP RIE Plasmalab System 100? Any suggestions for recipe? I am trying to etch 2 μm of PECVD SiO2 using a ~4 μm PR mask to create a pattern of 20 * 60 μm. I am using the Oxford ICP-RIE Plasmalab System 100. Recommend me 2 recipes and their pros/cons."; + +export const useData = create((set) => ({ + data: {}, + // data: SAMPLE_DATA, + isLoading: false, + getData: async () => { + try { + const response = await axios.get(BACKEND_URL + "/data"); + set({ data: response.data }); + } catch (error) { + console.error(error); + } + }, + sendMessage: async (message) => { + try { + set({ isLoading: true }); + const res = await axios.post(BACKEND_URL + "/data", { + question: message, + }); + set({ data: res.data, isLoading: false }); + } catch (error) { + console.error(error); + } + }, +})); diff --git a/examples/semiconductor/semiconductor-ui/ui/tailwind.config.js b/examples/semiconductor/semiconductor-ui/ui/tailwind.config.js new file mode 100644 index 000000000..614c86b48 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/tailwind.config.js @@ -0,0 +1,8 @@ +/** @type {import('tailwindcss').Config} */ +export default { + content: ["./index.html", "./src/**/*.{js,ts,jsx,tsx}"], + theme: { + extend: {}, + }, + plugins: [], +}; diff --git a/examples/semiconductor/semiconductor-ui/ui/vite.config.js b/examples/semiconductor/semiconductor-ui/ui/vite.config.js new file mode 100644 index 000000000..9cc50ead1 --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/ui/vite.config.js @@ -0,0 +1,7 @@ +import { defineConfig } from "vite"; +import react from "@vitejs/plugin-react"; + +// https://vitejs.dev/config/ +export default defineConfig({ + plugins: [react()], +}); diff --git a/examples/semiconductor/semikong_lm.py b/examples/semiconductor/semikong_lm.py index d6183997b..4f29e0827 100644 --- a/examples/semiconductor/semikong_lm.py +++ b/examples/semiconductor/semikong_lm.py @@ -8,7 +8,7 @@ DEFAULT_MODEL = 'pentagoniac/SEMIKONG-70B' DEFAULT_API_KEY = '...' -DEFAULT_API_BASE = 'http://34.44.90.64:8081/v1' +DEFAULT_API_BASE = 'http://semikong70b.aitomatic.com/v1' @dataclass diff --git a/examples/semiconductor/streamlit-main.py b/examples/semiconductor/streamlit-main.py index 1d643c8a1..472d23fbd 100644 --- a/examples/semiconductor/streamlit-main.py +++ b/examples/semiconductor/streamlit-main.py @@ -1,14 +1,14 @@ from collections import defaultdict -from loguru import logger import streamlit as st +from loguru import logger +# pylint: disable=wrong-import-order from agent import get_or_create_agent - +from openssa import OpenAILM TITLE: str = 'OpenSSA: Semiconductor Industry-Specific Agent leveraging SemiKong LM' - st.set_page_config(page_title=TITLE, page_icon=None, layout='wide', @@ -17,11 +17,18 @@ st.title(body=TITLE, anchor=None, help=None) +DEFAULT_PROBLEM: str = ( + 'I am trying to etch 2 μm of PECVD SiO2 using a ~4 μm PR mask to create a pattern of 20 * 60 μm. ' + '\n' + 'I am using the Oxford ICP-RIE Plasmalab System 100. ' + '\n' + 'Recommend me 2 recipes and their pros & cons.' +) st.write('__PROBLEM/QUESTION__:') if 'typed_problem' not in st.session_state: - st.session_state.typed_problem: str = 'what industry do you know best?' + st.session_state.typed_problem: str = DEFAULT_PROBLEM st.session_state.typed_problem: str = st.text_area(label='Problem/Question', value=st.session_state.typed_problem, @@ -34,51 +41,67 @@ disabled=False, label_visibility='collapsed') - -generic_agent, semikong_agent = st.columns(spec=2, gap='large') - - -if 'generic_agent_solutions' not in st.session_state: - st.session_state.generic_agent_solutions: defaultdict[str, str] = defaultdict(str) - - -with generic_agent: - st.subheader('Generic Agent') - st.subheader('_using generic LM_') - - if st.button(label='SOLVE', - on_click=None, args=None, kwargs=None, - type='secondary', - disabled=False, - use_container_width=False): - with st.spinner(text='_SOLVING..._'): - logger.level('DEBUG') - - st.session_state.generic_agent_solutions[st.session_state.typed_problem]: str = \ - get_or_create_agent(use_semikong_lm=False).solve(problem=st.session_state.typed_problem) - - if (solution := st.session_state.generic_agent_solutions[st.session_state.typed_problem]): - st.markdown(body=solution.replace('$', r'\$')) - - if 'semikong_agent_solutions' not in st.session_state: st.session_state.semikong_agent_solutions: defaultdict[str, str] = defaultdict(str) - -with semikong_agent: - st.subheader('SEMICONDUCTOR INDUSTRY AGENT') - st.subheader('_using `SemiKong` LM_') - - if st.button(label='SOLVE', - on_click=None, args=None, kwargs=None, - type='primary', - disabled=False, - use_container_width=False): - with st.spinner(text='_SOLVING..._'): - logger.level('DEBUG') - - st.session_state.semikong_agent_solutions[st.session_state.typed_problem]: str = \ - get_or_create_agent(use_semikong_lm=True).solve(problem=st.session_state.typed_problem) - - if (solution := st.session_state.semikong_agent_solutions[st.session_state.typed_problem]): - st.markdown(body=solution.replace('$', r'\$')) +st.subheader('SEMICONDUCTOR INDUSTRY-SPECIFIC AGENT') +st.subheader('_using `SemiKong` LM_') + +if st.button(label='SOLVE', + on_click=None, args=None, kwargs=None, + type='primary', + disabled=False, + use_container_width=False): + with st.spinner(text='_SOLVING..._'): + logger.level('DEBUG') + + st.session_state.semikong_agent_solutions[st.session_state.typed_problem]: str = \ + get_or_create_agent(use_semikong_lm=False).solve(problem=st.session_state.typed_problem) + + +def parse_recipe_text(text: str) -> dict[str, str]: + # Initialize an empty dictionary to store the parsed data + parsed_data = {"recipe_1": "", "recipe_2": "", "agent_advice": ""} + + # Split the text by lines + lines = text.split("\n") + + # Initialize a variable to keep track of the current section + current_section = None + + # Loop through each line + for line in lines: + # Check if the line indicates the start of a new section + if "recipe_1:" in line: + current_section = "recipe_1" + elif "recipe_2:" in line: + current_section = "recipe_2" + elif "agent_advice:" in line: + current_section = "agent_advice" + elif current_section: + # If we are in a section, append the line to the corresponding key in the dictionary + parsed_data[current_section] += line + "\n" + + # Remove any trailing newlines from the values + parsed_data = {key: value.strip() for key, value in parsed_data.items()} + + return parsed_data + + +if (solution := st.session_state.semikong_agent_solutions[st.session_state.typed_problem]): + solution = OpenAILM.from_defaults().get_response( + prompt=f"""{solution} \n\n Please help me parse the above text into this format:\n + recipe_1: Show the recipe 1 here\n + recipe_2: Show the recipe 2 here\n + agent_advice: Show the agent's general considerations here\n + DO NOT forget the key and DO NOT change the key format. +""", + history=[ + {"role": "system", + "content": "You are an expert in parsing text into a specific format. Please help me with this task."}, + ] + ) + + # solution = parse_recipe_text(solution) + + st.markdown(body=solution) diff --git a/openssa/core/agent/dana.py b/openssa/core/agent/dana.py index e74c08127..cb8084d1d 100644 --- a/openssa/core/agent/dana.py +++ b/openssa/core/agent/dana.py @@ -86,7 +86,8 @@ def add_resources(self, *new_resources: BaseResource): """Add new Resource(s).""" self.resources.update(new_resources) - def solve(self, problem: str, adaptations_from_known_programs: dict[str, Any] | None = None) -> str: + def solve(self, problem: str, adaptations_from_known_programs: dict[str, Any] | None = None, + allow_reject: bool = False) -> str: """Solve the posed Problem. First either find from the Program Store a solution Program suitable for the Problem, @@ -103,4 +104,4 @@ def solve(self, problem: str, adaptations_from_known_programs: dict[str, Any] | self.programmer.create_program(task=task, knowledge=self.knowledge) ) - return program.execute(knowledge=self.knowledge) + return program.execute(knowledge=self.knowledge, allow_reject=allow_reject) diff --git a/openssa/core/programming/base/program.py b/openssa/core/programming/base/program.py index 46e470645..6967c4c33 100644 --- a/openssa/core/programming/base/program.py +++ b/openssa/core/programming/base/program.py @@ -41,7 +41,7 @@ def adapt(self, **kwargs: Any) -> SameType: """Return adapted copy.""" @abstractmethod - def execute(self, knowledge: set[Knowledge] | None = None, **kwargs: Any) -> str: + def execute(self, knowledge: set[Knowledge] | None = None, allow_reject: bool = False, **kwargs: Any) -> str: """Execute and return string result. Execution also optionally takes into account domain-specific Knowledge. diff --git a/openssa/core/programming/hierarchical/plan.py b/openssa/core/programming/hierarchical/plan.py index a0b2dbfab..25e8f504d 100644 --- a/openssa/core/programming/hierarchical/plan.py +++ b/openssa/core/programming/hierarchical/plan.py @@ -15,7 +15,6 @@ to enable the execution of a subsequent HTP node to benefit from results from earlier nodes at the same depth level. """ - from __future__ import annotations from dataclasses import dataclass, field, replace @@ -24,13 +23,12 @@ from typing import TypedDict, Required, NotRequired, TYPE_CHECKING from loguru import logger -from tqdm import tqdm - -from openssa.core.programming.base.program import BaseProgram from openssa.core.knowledge._prompts import knowledge_injection_lm_chat_msgs +from openssa.core.programming.base.program import BaseProgram from openssa.core.reasoning.ooda.ooda_reasoner import OodaReasoner -from openssa.core.task.task import Task, TaskDict from openssa.core.task.status import TaskStatus +from openssa.core.task.task import Task, TaskDict +from tqdm import tqdm from ._prompts import HTP_RESULTS_SYNTH_PROMPT_TEMPLATE @@ -38,10 +36,7 @@ from openssa.core.reasoning.base import BaseReasoner from openssa.core.resource.base import BaseResource from openssa.core.knowledge.base import Knowledge - from openssa.core.util.lm.base import LMChatHist from openssa.core.util.misc import AskAnsPair - from .planner import HTPlanner - type HTPDict = TypedDict('HTPDict', {'task': Required[TaskDict | str], 'sub-htps': NotRequired[list[HTPDict]]}, @@ -120,7 +115,8 @@ def adapt(self, **kwargs: str): task=replace(self.task, ask=self.task.ask.format(**kwargs)), sub_htps=[sub_htp.adapt(**kwargs) for sub_htp in self.sub_htps]) - def execute(self, knowledge: set[Knowledge] | None = None, other_results: list[AskAnsPair] | None = None) -> str: + def execute(self, knowledge: set[Knowledge] | None = None, other_results: list[AskAnsPair] | None = None, + allow_reject: bool = False) -> str: # pylint: disable=arguments-differ """Execute and return string result, using specified Reasoner to work through involved Task & Sub-Tasks. @@ -129,7 +125,8 @@ def execute(self, knowledge: set[Knowledge] | None = None, other_results: list[A self.fill_missing_resources() # TODO: optimize to not always use all resources # first, attempt direct solution with Reasoner - reasoning_wo_sub_results: str = self.reasoner.reason(task=self.task, knowledge=knowledge, other_results=other_results) # noqa: E501 + reasoning_wo_sub_results: str = self.reasoner.reason(task=self.task, knowledge=knowledge, + other_results=other_results) # noqa: E501 if self.sub_htps: decomposed_htp: HTP = self @@ -138,7 +135,8 @@ def execute(self, knowledge: set[Knowledge] | None = None, other_results: list[A # and if there is still allowed recursive depth, # use Programmer to decompose Problem into sub-HTPs elif (self.task.is_attempted and not self.task.is_done) and (self.programmer and self.programmer.max_depth): - decomposed_htp: HTP = self.programmer.create_htp(task=self.task, knowledge=knowledge, reasoner=self.reasoner) + decomposed_htp: HTP = self.programmer.create_htp(task=self.task, knowledge=knowledge, + reasoner=self.reasoner) else: decomposed_htp = None @@ -154,21 +152,38 @@ def execute(self, knowledge: set[Knowledge] | None = None, other_results: list[A for sub_htp in tqdm(decomposed_htp.sub_htps): sub_results.append((sub_htp.task.ask, sub_htp.execute(knowledge=knowledge, other_results=sub_results))) - inputs: str = ('REASONING WITHOUT SUPPORTING/OTHER RESULTS ' - '(preliminary conclusions here can be overriden by more convincing supporting/other data):\n' - f'{reasoning_wo_sub_results}\n' - '\n\n' + - '\n\n'.join((f'SUPPORTING QUESTION/TASK #{i + 1}:\n{ask}\n' - '\n' - f'SUPPORTING RESULT #{i + 1}:\n{result}\n') - for i, (ask, result) in enumerate(sub_results)) + - (('\n\n' + - '\n\n'.join((f'OTHER QUESTION/TASK #{i + 1}:\n{ask}\n' - '\n' - f'OTHER RESULT #{i + 1}:\n{result}\n') - for i, (ask, result) in enumerate(other_results))) - if other_results - else '')) + # If the Reasoner allows for rejecting to answer due to lack of information + if allow_reject: + inputs: str = ( + "If supporting information request for clarification or more information, " + "just request more information without doing any other thing. " + + '\n\n'.join((f'SUPPORTING QUESTION/TASK #{i + 1}:\n{ask}\n' + '\n' + f'SUPPORTING RESULT #{i + 1}:\n{result}\n') + for i, (ask, result) in enumerate(sub_results)) + + (('\n\n' + + '\n\n'.join((f'OTHER QUESTION/TASK #{i + 1}:\n{ask}\n' + '\n' + f'OTHER RESULT #{i + 1}:\n{result}\n') + for i, (ask, result) in enumerate(other_results))) + if other_results + else '')) + else: + inputs: str = ('REASONING WITHOUT SUPPORTING/OTHER RESULTS ' + '(preliminary conclusions here can be overriden by more convincing supporting/other data):\n' + f'{reasoning_wo_sub_results}\n' + '\n\n' + + '\n\n'.join((f'SUPPORTING QUESTION/TASK #{i + 1}:\n{ask}\n' + '\n' + f'SUPPORTING RESULT #{i + 1}:\n{result}\n') + for i, (ask, result) in enumerate(sub_results)) + + (('\n\n' + + '\n\n'.join((f'OTHER QUESTION/TASK #{i + 1}:\n{ask}\n' + '\n' + f'OTHER RESULT #{i + 1}:\n{result}\n') + for i, (ask, result) in enumerate(other_results))) + if other_results + else '')) self.task.result: str = self.reasoner.lm.get_response( prompt=HTP_RESULTS_SYNTH_PROMPT_TEMPLATE.format(ask=self.task.ask, info=inputs),