184 lines
3.8 KiB
Python
184 lines
3.8 KiB
Python
from openai import OpenAI
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client = OpenAI()
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tools = [
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{
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"type": "function",
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"function": {
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"name": "make_shelling_experiment",
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"description": "This function creates a shelling experiment with defined variables that can later take exerimental data",
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"parameters": {
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"type": "object",
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"properties": {
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"date": {
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"type": "string",
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"description": "The datetime of the experiment",
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},
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"drum-rpm": {
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"type": "number",
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"description": "The speed of the drum in RPM",
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},
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"paddle-shaft-rpm": {
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"type": "number",
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"description": "The speed of the paddle shaft in RPM",
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},
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"ring-gap": {
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"type": "number",
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"description": "The gap between the drum and the ring in mm",
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},
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"tilt-angle": {
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"type": "number",
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"description": "The angle of the drum in degrees",
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},
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"moisture-content": {
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"type": "number",
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"description": "The moisture content of the material in %",
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},
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"feed-rate": {
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"type": "number",
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"description": "The rate at which material is fed into the drum in kg/h",
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},
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},
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"required": [
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"drum-rpm",
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"paddle-shaft-rpm",
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"ring-gap",
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"tilt-angle",
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"moisture-content",
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],
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},
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},
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},
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{
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"type": "function",
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"function": {
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"name": "take_measurement",
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"description": "This function takes a measurement of a shelling experiment for a given output parameter",
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"parameters": {
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"type": "object",
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"properties": {
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"name": {
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"type": "string",
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"description": "The name of the experiment",
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},
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"value": {
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"type": "number",
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"description": "The measured value",
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},
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},
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"required": ["name", "value"],
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},
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},
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},
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]
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prompt = """
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Based on the text provided to you by the user, use the provided tools to create a new experiment and ingest the data.
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"""
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user_prompt = """
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7-19-2024
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Meyer Exp.
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0.290 displacement
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6.7% moisture
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0.45 Ring Gap
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Batch 1
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600 paddle
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35 drum
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Tilt angle 3.5
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Input: 33.45
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Discharge:
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5.84
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Throughput: 17.5%
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Final Discharge: 5.22
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Output 1: 4.16 | 15.9%
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Output 2: 5.80 | 22.1%
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Output 3: 16.27 | 62%
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Loss %: 5.97%
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Half Yield Percentage:
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Output 1:
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50.76
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53.70
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50.13
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54.65
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Avg: 52.31%
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Output 2:
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54
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71.31
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62.33
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122.29
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Avg: 77.48%
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Output 3:
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69.43
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61.56
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67.27
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72.82
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Avg: 67.77%
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Batch - 2
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400 paddle
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35 drum
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Tilt angle 3.5
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Input: 32.2
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Discharge:
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6.92
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6.68
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7.28
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6.58
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6.74
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5.82
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6
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Discharge Throughput: 142.9%
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Final Discharge: 5.08
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Output 1: 5.86 | 24.2%
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Output 2: 5.34 | 22.1%
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Output 3: 12.97 | 53.7%
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Loss %: 9.2%
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Half Yield Percentage:
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Output 1:
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67.67
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69
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69.71
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62.65
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Avg: 67.26%
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Outpu 2:
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82.88
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73.53
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82.07
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68.48
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Avg: 76.74%
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Output 3
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61.63
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70.58
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76.61
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73.32
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Avg: 70.64%
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"""
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response = client.chat.completions.create(
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model="gpt-4o",
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messages=[
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{"role": "system", "content": prompt},
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{"role": "user", "content": user_prompt},
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],
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)
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print(response.choices[0].message.content)
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