iMini Kwakhona ingxenye MinIO yasungulwa ukunceda iinkqubo ezininzi zebhanki zebhanki, kuquka iinkqubo ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi ezininzi. Ngathi Izixhobo ze-fire Ukucinga Ngaba usebenzisa iimeko Izixhobo ze-fire Ukucinga Ngaba usebenzisa iimeko Njengoko ingxenye ye-AIStor, i-API ye-Prompt inikeza le nqaku ngokuvumela abasebenzisi ukuxhaswa kunye ne-object eyenziwe kwi-MinIO usebenzisa i-language prompts. Oku kubonakala ukuba unokufuneka i-object ukucacisa, ukwenza idatha eyenziwe njenge-JSON array evela kwi-object, okanye kwakhona ukuvelisa imisebenzi ezinxulumene njenge-summarization okanye i-translation. Kwi-healthcare, i-Prompt API ye-MinIO ibonise ukulawulwa kwedatha kunye ne-analysis. Ngokuphathelisa iinkqubo zokusebenza kunye nokukhuthaza iinkcukacha, ibonelela iinkonzo ukufumana i-intelligence esebenzayo, ukwandisa i-research, i-operational efficiency, kwaye ekugqibeleni, iziphumo zonyango. I-Max Planck I-Case Study I-MinIO ibonelela kwi-Healthcare ngexesha elikhulu. iingxaki ezininzi ekulawuleni iingxaki ezinkulu zeendatha, ikakhulukazi iingxaki ze-MRI, ezininzi iingxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeengxaki zeeng Ukusetyenziswa oku kuthatha ukunyusa izivumelwano zezifundo ze-Institut. I-Max Planck Institute for Human Development ML Workloads I-Max Planck Institute for Human Development ML Workloads Nge-introduction ye-AIStor, le nqakraza lithunyelwe ngakumbi ngokuvumela iziko efana ne-Max Planck Institute ukuba zibonise nge-AI ngokukhawuleza, ukulawula idatha ngempumelelo, kunye nokukhuthaza iimfuneko ezintsha zophando zempilo. Iimpawu eziphambili ze-Prompt API I-Unstructured Objects: Inokusetyenziswa iindidi ezininzi zeendaba ze-unstructured, kuquka i-text, iifoto, i-PDF, i-GIF, iividiyo kunye nokunye. Single okanye Multiple Objects: I-promptObject API ivumela ukuxhaswa nge-objects ngamnye okanye i-objects ezininzi ngokusebenzisa i-chaining. Oku ivumela abasebenzisi okanye i-applications ukucacisa i-similarities, i-differences, okanye ukwenza i-analysis ye-comparative. I-Function Calling: Iquka inkxaso yeengxaki ze-function, okuvumela ukongeza i-logic ye-custom kunye ne-adjustments ze-dynamic kwi-API yokusebenza. I-Chained Functions: I-Chained Functions inikezela ukusetyenziswa kwe-output ye-API ye-promptObject ingasetyenziswa njenge-input ye-interface elandelayo, evumela ukuvelisa iinkqubo zokusebenza ezininzi. Le nkqubo ye-modular inikezela iinkqubo ezininzi zokusetyenziswa kwi-data objects kwi-interaction eyodwa, eyahlanganisa i-simplicity kunye ne-versatility. Indlela Yenza I-MinIO isebenza i-multimodal LLM kwi-backend kunye nokufumana yonke into. Unemfuneko ukuba unemfundo ye-API ukuba usebenzise i-Prompt API. Ungasebenzisa i-GUI, i-API okanye i-SDK kwiilwimi eyodwa ukuba unayo okanye i-developer yakho. I-GPU kufuneka usebenzise i-Prompt API. Njengomdla, i-AIStor ingasetyenziswa kwi-cloud ye-public, kodwa ngenxa ye-privacy kunye ne-data security, i-AIStor kunye ne-Prompt API ingasetyenziswa kwi-on-prem. Ukusetyenziswa kwe-Healthcare Case for Prompt API Clinical Research and Data Analysis Iinkcukacha ezincinane ze-Medical Records: Zibonisa ngokukhawuleza iimveliso, iintlobo kunye ne-anomali ezininzi zonyango zonyango. Umzekelo, "Yenza zonke iintlobo kunye neengxaki phakathi kwezi zonyango zonyango kunye neempawu ezifanayo kunye nemiphumo zonyango." Ukubonisa kunye nokuthuthukiswa kwezidakamizwa: Ukuhlola iinkcukacha ezininzi ze-biomedical kunye nezifundo ze-trial ze-clinical ukuze ufunde izici ezintsha ze-drug kunye ne-strategies ze-treatment. Umzekelo, "Ukuhlola iimiphumo ezinxulumene ze-drug eyenza kwiinkcukacha ze-historical." Uhlalutyo lweDatha ye-Genome: Uhlalutyo i-sequence ye-genome ukucacisa iingxaki ze-genetic ezihambelana nezifo kunye nokubonisa iziphumo ze-patient. Umzekelo, "Iingxaki ze-genetic ziquka kwifayile le-sequence?" Medical Imaging I-Analysis ye-Image ye-Automatic: I-Analysis ye-images ye-medical (i-X-ray, i-MRI, i-CT scans) ukucacisa i-abnormalities kunye nokwenza iingcebiso ze-diagnostic. Umzekelo, "Izi scans ze-MRI ze-brain, sinikezela i-2 iimpawu eziqhelekileyo kunye ne-2 iingcebiso ezahlukileyo phakathi kwezithombe ezinikezwayo " Kwimeko, le nqakraza uya kukusebenza ngokufumana i-API ye-Prompt i-image ye-classification efana ne-example elandelayo. Yinto ikhowudi: import os
MINIO_URL = os.environ['ENDPOINT_URL']
MINIO_ENDPOINT = MINIO_URL.split("//")[1]
ACCESS_KEY_ID = os.environ['ACCESS_KEY_ID']
SECRET_ACCESS_KEY = os.environ['SECRET_ACCESS_KEY']

import sys
import json
import time
from minio import Minio
from minio.commonconfig import Tags

minio = Minio(
    MINIO_ENDPOINT,
    access_key=ACCESS_KEY_ID,
    secret_key=SECRET_ACCESS_KEY
)

ref_object = minio.presigned_get_object(
    bucket_name="ai-data",
    object_name="tumor_classification_reference.png")

# Prompt Object using Chaninig
response = minio.prompt_object(
    bucket_name="ai-data",
    object_name="brain-image-11.png",
    prompt="Based on the reference image, analyze the latest MRI scan and determine if there is no tumor, a benign tumor, or a malignant. If there is a tumor, provide a brief description of the tumor's location and size",
    supporting_objects=[ref_object]
)
print(response.data.decode())
 Yinto iimveliso ze-AIstor: Ngokusekelwe kwixesha lokugqibela le-MRI ibonelela, kukho umdla omnye. Umdla kubonisa ukuba ibekwe kwi-hemisphere elandelayo ye-brain, phantsi kwinqanaba. Umdla we-tumor ubukhulu obukhulu obukhulu, obungaphelela ingxenye emininzi we-hemisphere elandelayo. Umdla umdla umdla umdla umdla umdla we-heterogenic kunye neengxenye ye-high kunye ne-low signal intensity, ebonakalisa isakhiwo efanelekileyo. Patient Care and Management I-Patient Surveys: Ukubala ngokugqithisileyo i-patient satisfaction kunye neengcali zonyango. Umzekelo, "Ukuquka kwezi zonyango zonyango zihlanganisa iimpawu ze-non-clinical ze-time of waiting and office staff behavior." Healthcare Administration Ukulungiswa kweDatha ye-Streamlined: Ukulungiselela ngokuzenzekelayo kunye nokuhlanganisa iingcebiso zonyango, iingcebiso kunye nezinye iingcebiso zonyango zonyango. Umzekelo, "Yintoni i-diagnosis yeingcebiso zonyango?" Ukucaciswa kwe-Fraud: Ukucaciswa kwe-fraud kunye ne-abuse yebhanki ngokucacisa idatha ze-claims kunye nokucacisa i-anomali. Umzekelo, "Ukuba kukho i-inconsistency okanye i-difference phakathi kwe-address ye-claimant kunye ne-location ye-service?" Ukukhuthaza abasebenzi zonyango I-API ye-Prompt ye-MinIO ibonelela ngempumelelo elikhulu kwindlela yokusebenza kunye needatha ze-healthcare. Ngokuxhomekisa amandla lokucubungula kwilwimi kunye ne-scalability kunye ne-reliability ye-object storage ye-MinIO, i-API ye-Prompt ibonelela iinkqubo zokusebenza zeedatha ezincinane, i-accelerates insights, kunye nokuphucula ukhuseleko kwabasetyenziswa kwabasetyhini. Ukuba usebenzise iinkcukacha zonyango, ukuguqula iinkcukacha ze-imaging, okanye ukunceda ukutshintshiselana kwinkqubo ze-clinical, le API ezintsha ivumela abathengi be-healthcare ukuba zibonise iinkqubo ze-data. Njengoko izicelo ze-healthcare ezintsha, i-API ye-Prompt ibonelela njenge-instrument esiyingqiweyo yokubhalisa ingxaki phakathi kwegama zonyango kunye nezenzululululwazi ezisebenzayo, ukutshintshiselela imiphumela engcono kumadoda kunye nabathengisi. Uya kufuneka i-AIStor yokubhaliweyo ukuqala. Ukuba unamakhasimende efanayo kwaye ufuna ukusebenzisa le umsebenzi, nceda uqhagamshelane nathi kwi okanye kwi hello@min.io. Ukucinga Ukucinga

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Indlela I-AIStor's Prompt API Yenza Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi Abasebenzi

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