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154
abr-testing/abr_testing/data_collection/module_ramp_rates.py
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| @@ -0,0 +1,154 @@ | ||
| """Get ramp rates of modules.""" | ||
| from abr_testing.automation import google_sheets_tool | ||
| from abr_testing.data_collection import read_robot_logs | ||
| import gspread # type: ignore[import] | ||
| import argparse | ||
| import os | ||
| import sys | ||
| import json | ||
| from datetime import datetime | ||
| from typing import Dict, Any | ||
| import requests | ||
|
|
||
|
|
||
| def ramp_rate(file_results: Dict[str, Any]) -> Dict[int, float]: | ||
| """Get ramp rates.""" | ||
| i = 0 | ||
| commands = file_results["commands"] | ||
| for command in commands: | ||
| commandType = command["commandType"] | ||
| if ( | ||
| commandType == "thermocycler/setTargetBlockTemperature" | ||
| or commandType == "temperatureModule/setTargetTemperature" | ||
| or commandType == "heaterShaker/setTargetTemperature" | ||
| ): | ||
| temp = command["params"].get("celsius", 0.0) | ||
| if ( | ||
| commandType == "thermocycler/waitForBlockTemperature" | ||
| or commandType == "temperatureModule/waitForTemperature" | ||
| or commandType == "heaterShaker/waitForTemperature" | ||
| ): | ||
| start_time = datetime.strptime( | ||
| command.get("startedAt", ""), "%Y-%m-%dT%H:%M:%S.%f%z" | ||
| ) | ||
| end_time = datetime.strptime( | ||
| command.get("completedAt", ""), "%Y-%m-%dT%H:%M:%S.%f%z" | ||
| ) | ||
| duration = (end_time - start_time).total_seconds() | ||
| i += 1 | ||
| temps_and_durations[duration] = temp | ||
| ramp_rates = {} | ||
| times = list(temps_and_durations.keys()) | ||
| for i in range(len(times) - 1): | ||
| time1 = times[i] | ||
| time2 = times[i + 1] | ||
| temp1 = temps_and_durations[time1] | ||
| temp2 = temps_and_durations[time2] | ||
| ramp_rate = (temp2 - temp1) / (time2) | ||
| ramp_rates[i] = ramp_rate | ||
| return ramp_rates | ||
|
|
||
|
|
||
| if __name__ == "__main__": | ||
| # SCRIPT ARGUMENTS | ||
| parser = argparse.ArgumentParser(description="Read run logs on google drive.") | ||
| parser.add_argument( | ||
| "storage_directory", | ||
| metavar="STORAGE_DIRECTORY", | ||
| type=str, | ||
| nargs=1, | ||
| help="Path to long term storage directory for run logs.", | ||
| ) | ||
| parser.add_argument( | ||
| "google_sheet_name", | ||
| metavar="GOOGLE_SHEET_NAME", | ||
| type=str, | ||
| nargs=1, | ||
| help="Google sheet name.", | ||
| ) | ||
| parser.add_argument( | ||
| "email", metavar="EMAIL", type=str, nargs=1, help="opentrons gmail." | ||
| ) | ||
| args = parser.parse_args() | ||
| storage_directory = args.storage_directory[0] | ||
| google_sheet_name = args.google_sheet_name[0] | ||
| # FIND CREDENTIALS FILE | ||
| try: | ||
| credentials_path = os.path.join(storage_directory, "credentials.json") | ||
| except FileNotFoundError: | ||
| print(f"Add credentials.json file to: {storage_directory}.") | ||
| sys.exit() | ||
| # CONNECT TO GOOGLE SHEET | ||
| try: | ||
| google_sheet = google_sheets_tool.google_sheet( | ||
| credentials_path, google_sheet_name, 1 | ||
| ) | ||
| print(f"Connected to google sheet: {google_sheet_name}") | ||
| except gspread.exceptions.APIError: | ||
| print("ERROR: Check google sheet name. Check credentials file.") | ||
| sys.exit() | ||
| run_ids_on_sheet = google_sheet.get_column(2) | ||
| runs_and_robots = {} | ||
| for filename in os.listdir(storage_directory): | ||
| file_path = os.path.join(storage_directory, filename) | ||
| if file_path.endswith(".json"): | ||
| with open(file_path) as file: | ||
| file_results = json.load(file) | ||
| else: | ||
| continue | ||
| # CHECK if file is ramp rate run | ||
| run_id = file_results.get("run_id", None) | ||
| temps_and_durations: Dict[float, float] = dict() | ||
| if run_id is not None and run_id not in run_ids_on_sheet: | ||
|
|
||
| ramp_rates = ramp_rate(file_results) | ||
| protocol_name = file_results["protocol"]["metadata"].get("protocolName", "") | ||
| if "Ramp Rate" in protocol_name: | ||
| ip = filename.split("_")[0] | ||
| if len(ramp_rates) > 1: | ||
| cooling_ramp_rate = abs(min(ramp_rates.values())) | ||
| heating_ramp_rate = abs(max(ramp_rates.values())) | ||
| start_time = datetime.strptime( | ||
| file_results.get("startedAt", ""), "%Y-%m-%dT%H:%M:%S.%f%z" | ||
| ) | ||
| start_date = str(start_time.date()) | ||
| module_serial_number = file_results["modules"][0].get( | ||
| "serialNumber", "NaN" | ||
| ) | ||
| try: | ||
| response = requests.get( | ||
| f"http://{ip}:31950/modules", | ||
| headers={"opentrons-version": "3"}, | ||
| ) | ||
| modules = response.json() | ||
| for module in modules["data"]: | ||
| if module["serialNumber"] == module_serial_number: | ||
| firmwareVersion = module["firmwareVersion"] | ||
| else: | ||
| firmwareVersion = "NaN" | ||
| except requests.exceptions.ConnectionError: | ||
| firmwareVersion = "NaN" | ||
| row = { | ||
| "Robot": file_results.get("robot_name", ""), | ||
| "Run_ID": run_id, | ||
| "Protocol_Name": file_results["protocol"]["metadata"].get( | ||
| "protocolName", "" | ||
| ), | ||
| "Software Version": file_results.get("API_Version", ""), | ||
| "Firmware Version": firmwareVersion, | ||
| "Date": start_date, | ||
| "Serial Number": module_serial_number, | ||
| "Approx. Average Heating Ramp Rate (C/s)": heating_ramp_rate, | ||
| "Approx. Average Cooling Ramp Rate (C/s)": cooling_ramp_rate, | ||
| } | ||
| headers = list(row.keys()) | ||
| runs_and_robots[run_id] = row | ||
| read_robot_logs.write_to_local_and_google_sheet( | ||
| runs_and_robots, | ||
| storage_directory, | ||
| google_sheet_name, | ||
| google_sheet, | ||
| headers, | ||
| ) | ||
| else: | ||
| continue |