diff --git a/.gitignore b/.gitignore index f8bbe6a1d..fcd569ab9 100644 --- a/.gitignore +++ b/.gitignore @@ -42,6 +42,10 @@ 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/semiconductor/semiconductor-ui/api/Dockerfile b/examples/semiconductor/semiconductor-ui/api/Dockerfile index 0a8d4b1e8..e7dd99278 100644 --- a/examples/semiconductor/semiconductor-ui/api/Dockerfile +++ b/examples/semiconductor/semiconductor-ui/api/Dockerfile @@ -1,6 +1,7 @@ -FROM --platform=linux/amd64 python:3.10-slim AS base +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 @@ -11,15 +12,15 @@ RUN poetry config virtualenvs.in-project true && \ WORKDIR /api -COPY pyproject.toml /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 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..4cf6cecfa --- /dev/null +++ b/examples/semiconductor/semiconductor-ui/api/expert-program-space.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/main.py b/examples/semiconductor/semiconductor-ui/api/main.py index 4b2ac7754..198c4f476 100644 --- a/examples/semiconductor/semiconductor-ui/api/main.py +++ b/examples/semiconductor/semiconductor-ui/api/main.py @@ -3,6 +3,36 @@ from fastapi.middleware.cors import CORSMiddleware from collections import defaultdict import openai +from openssa import Agent, ProgramSpace, HTP, HTPlanner, OpenAILM + + +# pylint: disable=wrong-import-order +from data_and_knowledge import EXPERT_PROGRAM_SPACE, EXPERT_KNOWLEDGE +from semikong_lm import SemiKongLM + + +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() @@ -14,18 +44,23 @@ allow_headers=["*"], ) -client = openai.OpenAI(api_key=os.environ['OPENAI_API_KEY']) +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} - ] + { + "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") @@ -44,14 +79,17 @@ def parse_recipe_text(text): parsed_data = {key: value.strip() for key, value in parsed_data.items()} return parsed_data + def solve_semiconductor_question(question): solutions = defaultdict(str) - solutions[question] = get_or_create_agent(use_semikong_lm=True).solve(problem=question) + solutions[question] = get_or_create_agent(use_semikong_lm=True).solve( + problem=question + ) solution = solutions[question] - solution = solution.replace('$', r'\$') - + solution = solution.replace("$", 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 @@ -62,18 +100,20 @@ def solve_semiconductor_question(question): parsed_solution = parse_recipe_text(solution) return parsed_solution + @app.get("/") async def root(): return {"message": "Hello World"} + @app.get("/data") async def get_data(): return {"data": "data"} + @app.post("/data") -async def post_data(request: Request): - data = await request.json() - question = data.get('question') +async def post_data(data: dict): + question = data.get("question") if not question: return {"error": "No question provided"}, 400 @@ -81,6 +121,5 @@ async def post_data(request: Request): parsed_answer = solve_semiconductor_question(question) return parsed_answer except Exception as e: - logger.error(f"Error solving the question: {e}") + print(f"Error solving the question: {e}") return {"error": str(e)}, 500 - 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 @@ 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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 old mode 100644 new mode 100755 diff --git a/examples/semiconductor/semiconductor-ui/ui/public/images/nanophys.png b/examples/semiconductor/semiconductor-ui/ui/public/images/nanophys.png new file mode 100644 index 000000000..2c78a427c Binary files /dev/null and b/examples/semiconductor/semiconductor-ui/ui/public/images/nanophys.png differ diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/index.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/index.jsx index 77b76fad3..7235f0c25 100644 --- a/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/index.jsx +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/LeftPane/index.jsx @@ -1,227 +1,252 @@ -export const LeftPane = () => { +import { useState } from "react"; +import { useData } from "../store"; + +export const Specification = () => { return ( -
-
-
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
    • +
-
- +
+
+
+ +
-
-
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 LeftPane = () => { + const [message, setMessage] = useState(""); + const { isLoading, sendMessage } = useData(); + + return ( +
-
Plans
+
Question
-
- - - - - - - - - - -
- 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 - -
+ Solve +
+ +
); }; diff --git a/examples/semiconductor/semiconductor-ui/ui/src/views/RightPane/index.jsx b/examples/semiconductor/semiconductor-ui/ui/src/views/RightPane/index.jsx index fb338df9d..a24cb4601 100644 --- a/examples/semiconductor/semiconductor-ui/ui/src/views/RightPane/index.jsx +++ b/examples/semiconductor/semiconductor-ui/ui/src/views/RightPane/index.jsx @@ -4,6 +4,9 @@ export const RightPane = () => { className="flex flex-col flex-1 gap-8 p-8 border-l" style={{ borderColor: "#252525" }} > +
+ +
Solution
({ data: {}, + isLoading: false, getData: async () => { try { - const response = await axios.get("http://localhost:9000/data"); + 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", { message }); + set({ data: res.data, isLoading: false }); + } catch (error) { + console.error(error); + } + }, }));