Vertex AI IAM ๊ถŒํ•œ

๋‹ค์Œ ํ‘œ์—๋Š” ์ผ๋ฐ˜์ ์ธ Vertex AI ์ž‘์—… ๋ฐ ํ•„์š”ํ•œ ๊ถŒํ•œ์ด ๋‚˜์™€ ์žˆ์Šต๋‹ˆ๋‹ค.

ํ•˜๋‚˜ ์ด์ƒ์˜ ๊ถŒํ•œ์ด Vertex AI IAM ์—ญํ• ์— ํฌํ•จ๋˜์—ˆ๋Š”์ง€ ํ™•์ธํ•˜๋ ค๋ฉด ๋‹ค์Œ ๋ฐฉ๋ฒ• ์ค‘ ํ•˜๋‚˜๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.


๋ฆฌ์†Œ์Šค ์ž‘์—… ๊ถŒํ•œ ํ•„์š”
batchPredictionJobs batchPredictionJob ์ทจ์†Œ
  • aiplatform.batchPredictionJobs.cancel(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
batchPredictionJobs batchPredictionJob ๋งŒ๋“ค๊ธฐ
  • aiplatform.batchPredictionJobs.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
batchPredictionJobs batchPredictionJob ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.batchPredictionJobs.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.batchPredictionJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.batchPredictionJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.batchPredictionJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.batchPredictionJobs.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
batchPredictionJobs batchPredictionJob ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.batchPredictionJobs.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
batchPredictionJobs batchPredictionJob ๋‚˜์—ด
  • aiplatform.batchPredictionJobs.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
customJobs customJob ์ทจ์†Œ
  • aiplatform.customJobs.cancel(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
customJobs customJob ๋งŒ๋“ค๊ธฐ
  • aiplatform.customJobs.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
customJobs customJob ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.customJobs.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.customJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.customJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.customJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.customJobs.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
customJobs customJob ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.customJobs.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
customJobs customJob ๋‚˜์—ด
  • aiplatform.customJobs.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
datasets ๋ฐ์ดํ„ฐ ์„ธํŠธ ๋งŒ๋“ค๊ธฐ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.datasets.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ๋ฐ์ดํ„ฐ ์„ธํŠธ ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.datasets.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ๋ฐ์ดํ„ฐ ์„ธํŠธ ๋‚ด๋ณด๋‚ด๊ธฐ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.datasets.export(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.export(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ๋ฐ์ดํ„ฐ ์„ธํŠธ ๊ฐ€์ ธ์˜ค๊ธฐ
  • AI Platform.datasets.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
datasets ๋ฐ์ดํ„ฐ ์„ธํŠธ ๊ฐ€์ ธ์˜ค๊ธฐ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.datasets.import(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.import(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ๋ฐ์ดํ„ฐ ์„ธํŠธ ๋‚˜์—ด
  • AI Platform.datasets.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
datasets ๋ฐ์ดํ„ฐ ์„ธํŠธ ์—…๋ฐ์ดํŠธ
  • aiplatform.datasets.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
datasets.annotationSpecs ๋ฐ์ดํ„ฐ ์„ธํŠธ์˜ annotationSpecs ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.annotationSpecs.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
datasets.dataItems ๋ฐ์ดํ„ฐ ์„ธํŠธ์˜ dataItems ๋‚˜์—ด
  • aiplatform.dataItems.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
datasets.dataItems.annotations dataset.dataItems.annotations ๋‚˜์—ด
  • aiplatform.annotations.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
datasets.savedQueries ๋ฐ์ดํ„ฐ ์„ธํŠธ์˜ SavedQueries๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • AI Platform.datasets.get(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
endpoints ์—”๋“œํฌ์ธํŠธ ๋งŒ๋“ค๊ธฐ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.endpoints.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.endpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.endpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
endpoints ์—”๋“œํฌ์ธํŠธ ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.endpoints.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.endpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.endpoints.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
endpoints ์—”๋“œํฌ์ธํŠธ์— ๋ชจ๋ธ ๋ฐฐํฌ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.endpoints.deploy(endpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.endpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.endpoints.deploy(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
endpoints ์—”๋“œํฌ์ธํŠธ ์„ค๋ช…
  • aiplatform.endpoints.describe(endpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
endpoints ์—”๋“œํฌ์ธํŠธ ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.endpoints.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
endpoints ์—”๋“œํฌ์ธํŠธ ๋‚˜์—ด
  • aiplatform.endpoints.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
endpoints ์—”๋“œํฌ์ธํŠธ ์—…๋ฐ์ดํŠธ
  • aiplatform.endpoints.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
endpoints ์—”๋“œํฌ์ธํŠธ ์˜ˆ์ธก
  • aiplatform.endpoints.predict(endpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
endpoints ์ž„์˜์˜ HTTP ํŽ˜์ด๋กœ๋“œ๋กœ ์˜จ๋ผ์ธ ์˜ˆ์ธก์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.endpoints.predict(endpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
endpoints ์—”๋“œํฌ์ธํŠธ์— ๋ชจ๋ธ ๋ฐฐํฌ ์ทจ์†Œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.endpoints.undeploy(endpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.endpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.endpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.endpoints.undeploy(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores Batch๊ฐ€ ํ”ผ์ฒ˜์Šคํ† ์–ด์—์„œ ํŠน์„ฑ ๊ฐ’์„ ์ฝ์Šต๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.featurestores.batchReadFeatureValues(featurestore ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.batchReadFeatureValues(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores ํŠน์ • ํ”„๋กœ์ ํŠธ ๋ฐ ์œ„์น˜์— ์ƒˆ ํ”ผ์ฒ˜์Šคํ† ์–ด๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.featurestores.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores ๋‹จ์ผ ํ”ผ์ฒ˜์Šคํ† ์–ด๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.featurestores.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
featurestores ๋‹จ์ผ ํ”ผ์ฒ˜์Šคํ† ์–ด์˜ ์„ธ๋ถ€์ •๋ณด๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.featurestores.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores ํŠน์ • ํ”„๋กœ์ ํŠธ ๋ฐ ์œ„์น˜์˜ ํ”ผ์ฒ˜์Šคํ† ์–ด๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.featurestores.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores ๋‹จ์ผ ํ”ผ์ฒ˜์Šคํ† ์–ด์˜ ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.featurestores.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
featurestores ํŠน์ • ํ”„๋กœ์ ํŠธ์˜ ์ฟผ๋ฆฌ์™€ ์ผ์น˜ํ•˜๋Š” ํŠน์„ฑ์„ ๊ฒ€์ƒ‰ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.features.list(location ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes ์ง€์ •๋œ ํ”ผ์ฒ˜์Šคํ† ์–ด์— ์ƒˆ EntityType์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.entityTypes.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores.entityTypes ๋‹จ์ผ EntityType์„ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.entityTypes.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores.entityTypes ๋Œ€์ƒ EntityType์˜ ๋ชจ๋“  ํ•ญ๋ชฉ์—์„œ ํŠน์„ฑ ๊ฐ’์„ ๋‚ด๋ณด๋ƒ…๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.entityTypes.exportFeatureValues(entityType ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.entityTypes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.entityTypes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.entityTypes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.entityTypes.exportFeatureValues(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores.entityTypes ๋‹จ์ผ EntityType์˜ ์„ธ๋ถ€์ •๋ณด๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.entityTypes.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes ์†Œ์Šค ์Šคํ† ๋ฆฌ์ง€์—์„œ ํŠน์„ฑ ๊ฐ’์„ ํ”ผ์ฒ˜์Šคํ† ์–ด๋กœ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.entityTypes.importFeatureValues(entityType ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.entityTypes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.entityTypes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.entityTypes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.entityTypes.importFeatureValues(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores.entityTypes ์ง€์ •๋œ ํ”ผ์ฒ˜์Šคํ† ์–ด์˜ EntityType์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.entityTypes.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes ๋‹จ์ผ EntityType์˜ ๋งค๊ฐœ๋ณ€์ˆ˜๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.entityTypes.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes EntityType์˜ ํŠน์ • ํ•ญ๋ชฉ ํŠน์„ฑ ๊ฐ’์˜ ํŠน์„ฑ ๊ฐ’์„ ์ฝ์Šต๋‹ˆ๋‹ค.
  • aiplatform.entityTypes.readFeatureValues(entityType ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes ์—ฌ๋Ÿฌ ํ•ญ๋ชฉ์˜ ํŠน์„ฑ ๊ฐ’์„ ์ฝ์Šต๋‹ˆ๋‹ค.
  • aiplatform.entityTypes.streamingReadFeatureValues(entityType ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes.features ํŠน์ • EntityType์˜ ํŠน์„ฑ ๋ฐฐ์น˜๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.features.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores.entityTypes.features ์ง€์ •๋œ EntityType์— ์ƒˆ Feature๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.features.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores.entityTypes.features ๋‹จ์ผ ํŠน์„ฑ์„ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.features.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores.entityTypes.features ๋‹จ์ผ ํŠน์„ฑ์˜ ์„ธ๋ถ€์ •๋ณด๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.features.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes.features ์ง€์ •๋œ EntityType์˜ ํŠน์„ฑ์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.features.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
featurestores.entityTypes.features ๋‹จ์ผ ํŠน์„ฑ์˜ ๋งค๊ฐœ๋ณ€์ˆ˜ ์—…๋ฐ์ดํŠธ
  • aiplatform.features.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
hyperparameterTuningJobs hyperparameterTuningJob ์ทจ์†Œ
  • aiplatform.hyperparameterTuningJobs.cancel(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
hyperparameterTuningJobs hyperparameterTuningJob ๋งŒ๋“ค๊ธฐ
  • aiplatform.hyperparameterTuningJobs.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
hyperparameterTuningJobs hyperparameterTuningJob ์‚ญ์ œ
  • aiplatform.hyperparameterTuningJobs.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
hyperparameterTuningJobs hyperparameterTuningJob ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.hyperparameterTuningJobs.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
hyperparameterTuningJobs hyperparameterTuningJob ๋‚˜์—ด
  • aiplatform.hyperparameterTuningJobs.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
indexEndpoints IndexEndpoint๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexEndpoints.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
indexEndpoints IndexEndpoint๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexEndpoints.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
indexEndpoints ์ด IndexEndpoint์— ์ƒ‰์ธ์„ ๋ฐฐํฌํ•˜์—ฌ ๋‚ด๋ถ€์— DeployedIndex๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexEndpoints.deploy(indexEndpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
indexEndpoints IndexEndpoint๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.indexEndpoints.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
indexEndpoints ํ•œ ์œ„์น˜์˜ IndexEndpoint๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.indexEndpoints.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
indexEndpoints IndexEndpoint ์•„๋ž˜์˜ ๊ธฐ์กด DeployedIndex๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexEndpoints.deploy(indexEndpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
indexEndpoints IndexEndpoint๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.indexEndpoints.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
indexEndpoints IndexEndpoint์—์„œ ์ƒ‰์ธ์„ ๋ฐฐํฌ ์ทจ์†Œํ•˜์—ฌ DeployedIndex๋ฅผ ์‚ญ์ œํ•˜๊ณ  ์‚ฌ์šฉ ์ค‘์ธ ๋ชจ๋“  ๋ฆฌ์†Œ์Šค๋ฅผ ํ•ด์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexEndpoints.undeploy(indexEndpoint ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexEndpoints.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
์ƒ‰์ธ ์ƒ‰์ธ์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexes.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
์ƒ‰์ธ ์ƒ‰์ธ์„ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexes.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
์ƒ‰์ธ ์ƒ‰์ธ์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.indexes.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
indexes ํ•œ ์œ„์น˜์˜ ์ƒ‰์ธ์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.indexes.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
indexes ์ƒ‰์ธ์„ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.indexes.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
metadataStores ๋ฆฌ์†Œ์Šค ํ• ๋‹น์„ ํฌํ•จํ•˜์—ฌ MetadataStore๋ฅผ ์ดˆ๊ธฐํ™”ํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.metadataStores.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
metadataStores ๋‹จ์ผ MetadataStore ๋ฐ ๋ชจ๋“  ํ•˜์œ„ ๋ฆฌ์†Œ์Šค(์•„ํ‹ฐํŒฉํŠธ, ์‹คํ–‰, ์ปจํ…์ŠคํŠธ)๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.metadataStores.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
metadataStores ํŠน์ • MetadataStore๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.metadataStores.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores ํ•œ ์œ„์น˜์˜ MetadataStore๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.metadataStores.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.artifacts MetadataStore์™€ ์—ฐ๊ฒฐ๋œ ์•„ํ‹ฐํŒฉํŠธ๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.artifacts.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.artifacts ์•„ํ‹ฐํŒฉํŠธ๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.artifacts.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.artifacts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.artifacts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.artifacts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.artifacts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL์„ ํ˜ธ์ถœํ•˜๋ ค๋Š” ๊ฒฝ์šฐ)
metadataStores.artifacts ํŠน์ • ์•„ํ‹ฐํŒฉํŠธ๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.artifacts.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.artifacts MetadataStore์˜ ์•„ํ‹ฐํŒฉํŠธ๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.artifacts.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.artifacts ์ €์žฅ๋œ ์•„ํ‹ฐํŒฉํŠธ๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.artifacts.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.artifacts ์•„ํ‹ฐํŒฉํŠธ๋ฅผ ์˜๊ตฌ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.artifacts.delete(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.artifacts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.artifacts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.artifacts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.artifacts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL์„ ํ˜ธ์ถœํ•˜๋ ค๋Š” ๊ฒฝ์šฐ)
metadataStores.artifacts ์ด๋ฒคํŠธ ์—์ง€์— ์˜ํ•ด ์—ฐ๊ฒฐ๋˜๊ณ  LineageSubgraph๋กœ ๋ฐ˜ํ™˜๋˜๋Š” ์•„ํ‹ฐํŒฉํŠธ์™€ ์‹คํ–‰์„ ํ†ตํ•ด ํ‘œํ˜„๋œ ์•„ํ‹ฐํŒฉํŠธ์˜ ๊ณ„๋ณด๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.artifacts.get(artifact ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.contexts ์ปจํ…์ŠคํŠธ์— ์•„ํ‹ฐํŒฉํŠธ ๋ฐ ์‹คํ–‰ ์ง‘ํ•ฉ์„ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.contexts.addContextArtifactsAndExecutions(context ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.contexts ์ปจํ…์ŠคํŠธ ์ง‘ํ•ฉ์„ ์ƒ์œ„ ์ปจํ…์ŠคํŠธ์— ํ•˜์œ„ ์š”์†Œ๋กœ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.contexts.addContextChildren(context ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.contexts MetadataStore์™€ ์—ฐ๊ฒฐ๋œ ์ปจํ…์ŠคํŠธ๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.contexts.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.contexts ์ €์žฅ๋œ ์ปจํ…์ŠคํŠธ๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.contexts.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.contexts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.contexts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.contexts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.contexts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
metadataStores.contexts ํŠน์ • ์ปจํ…์ŠคํŠธ๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.contexts.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.contexts MetadataStore์˜ ์ปจํ…์ŠคํŠธ๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.contexts.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.contexts ์ €์žฅ๋œ ์ปจํ…์ŠคํŠธ๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.contexts.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.contexts ์ปจํ…์ŠคํŠธ๋ฅผ ์˜๊ตฌ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.contexts.delete(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.contexts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.contexts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.contexts.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.contexts.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
metadataStores.contexts ์ด๋ฒคํŠธ ์—์ง€์— ์˜ํ•ด ์—ฐ๊ฒฐ๋˜๊ณ  LineageSubgraph๋กœ ๋ฐ˜ํ™˜๋˜๋Š” ์ง€์ •๋œ ์ปจํ…์ŠคํŠธ ๋‚ด์˜ ์•„ํ‹ฐํŒฉํŠธ ๋ฐ ์‹คํ–‰์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.contexts.queryContextLineageSubgraph(context ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.executions ์ง€์ •๋œ ์‹คํ–‰์— ์ด๋ฒคํŠธ๋ฅผ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.executions.addExecutionEvents(execution ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.executions MetadataStore์™€ ์—ฐ๊ฒฐ๋œ ์‹คํ–‰์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.executions.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.executions ์‹คํ–‰์„ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.executions.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.executions.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.Executions.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.executions.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.executions.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
metadataStores.executions ํŠน์ • ์‹คํ–‰์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.executions.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.executions MetadataStore์˜ ์‹คํ–‰์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.executions.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.executions ์ €์žฅ๋œ ์‹คํ–‰์„ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.executions.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.executions ์‹คํ–‰์„ ์˜๊ตฌ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.executions.delete(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.executions.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.Executions.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.executions.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.executions.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
metadataStores.executions ์‹คํ–‰ ๋ฐ ์—ฐ๊ฒฐ ์ด๋ฒคํŠธ๋„ ํฌํ•จ๋œ LineageSubgraph์˜ ํ˜•์‹์œผ๋กœ ์ด ์‹คํ–‰์˜ ์ž…๋ ฅ ๋ฐ ์ถœ๋ ฅ ์•„ํ‹ฐํŒฉํŠธ ์ง‘ํ•ฉ์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.executions.queryExecutionInputsAndOutputs(execution ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.metadataSchemas MetadataSchema๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.metadataSchemas.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.metadataSchemas ํŠน์ • MetadataSchema๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.metadataSchemas.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
metadataStores.metadataSchemas MetadataSchema๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.metadataSchemas.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
migratableResources migratableResource ์ผ๊ด„ ๋งˆ์ด๊ทธ๋ ˆ์ด์…˜
  • aiplatform.migratableResources.migrate(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
migratableResources migratableResource ๊ฒ€์ƒ‰
  • aiplatform.migratableResources.search(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
modelDeploymentMonitoringJobs ModelDeploymentMonitoringJob์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.modelDeploymentMonitoringJobs.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
modelDeploymentMonitoringJobs ModelDeploymentMonitoringJob์„ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.modelDeploymentMonitoringJobs.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.indexes.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.indexes.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
modelDeploymentMonitoringJobs ModelDeploymentMonitoringJob์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.modelDeploymentMonitoringJobs.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
modelDeploymentMonitoringJobs ์œ„์น˜์˜ ModelDeploymentMonitoringJob์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.modelDeploymentMonitoringJobs.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
modelDeploymentMonitoringJobs ModelDeploymentMonitoringJob์„ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.modelDeploymentMonitoringJobs.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.modelDeploymentMonitoringJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.modelDeploymentMonitoringJobs.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
modelDeploymentMonitoringJobs ModelDeploymentMonitoringJob์„ ์ผ์‹œ์ค‘์ง€ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.modelDeploymentMonitoringJobs.pause(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
modelDeploymentMonitoringJobs ์ผ์‹œ์ค‘์ง€๋œ ModelDeploymentMonitoringJob์„ ๋‹ค์‹œ ์‹œ์ž‘ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.modelDeploymentMonitoringJobs.resume(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
modelDeploymentMonitoringJobs ํŠน์ • ๊ธฐ๊ฐ„ ๋‚ด์— ์ƒ์„ฑ๋œ ๋ชจ๋ธ ๋ชจ๋‹ˆํ„ฐ๋ง ํ†ต๊ณ„๋ฅผ ๊ฒ€์ƒ‰ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.modelDeploymentMonitoringJobs.searchStatsAnomalies(modelDeploymentMonitoringJob ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
๋ชจ๋ธ ๋ชจ๋ธ ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.models.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.models.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
๋ชจ๋ธ ๋ชจ๋ธ ๋‚ด๋ณด๋‚ด๊ธฐ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.models.export(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.models.export(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
models ๋ชจ๋ธ ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.models.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
๋ชจ๋ธ ๋ชจ๋ธ ๋‚˜์—ด
  • aiplatform.models.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
๋ชจ๋ธ ๋ชจ๋ธ ์—…๋ฐ์ดํŠธ
  • aiplatform.models.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
๋ชจ๋ธ ๋ชจ๋ธ ์—…๋กœ๋“œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.models.upload(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.models.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.models.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
models.evaluations ๋ชจ๋ธ ํ‰๊ฐ€ ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.modelEvaluations.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
models.evaluations ๋ชจ๋ธ ํ‰๊ฐ€ ๋‚˜์—ด
  • aiplatform.modelEvaluations.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
models.evaluations.slices ๋ชจ๋ธ ํ‰๊ฐ€ ์Šฌ๋ผ์ด์Šค ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.modelEvaluationSlices.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
models.evaluations.slices ๋ชจ๋ธ ํ‰๊ฐ€ ์Šฌ๋ผ์ด์Šค ๋‚˜์—ด
  • aiplatform.modelEvaluationSlices.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
pipelineJobs pipelineJob ์ทจ์†Œ
  • aiplatform.pipelineJobs.cancel(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
pipelineJobs pipelineJob ๋งŒ๋“ค๊ธฐ
  • aiplatform.pipelineJobs.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
pipelineJobs pipelineJob ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.pipelineJobs.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.pipelinejobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.pipelinejobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
pipelineJobs pipelineJob ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.pipelineJobs.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
pipelineJobs pipelineJob ๋‚˜์—ด
  • aiplatform.pipelineJobs.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
specialistPools specialistPool ๋งŒ๋“ค๊ธฐ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.specialistPools.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.specialistPools.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.specialistPools.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.specialistPools.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.specialistPools.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•œ CANCEL ํ˜ธ์ถœ)
specialistPools specialistPool ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.specialistPools.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.specialistPools.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.specialistPools.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.specialistPools.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.specialistPools.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
specialistPools specialistPool ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.specialistPools.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
specialistPools specialistPool ๋‚˜์—ด
  • aiplatform.specialistPools.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
specialistPools specialistPool ์—…๋ฐ์ดํŠธ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.specialistPools.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.specialistPools.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.specialistPools.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.specialistPools.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.specialistPools.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•œ CANCEL ํ˜ธ์ถœ)
์‚ฌ๋ก€ ํ•™์Šต์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.studies.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
์‚ฌ๋ก€ ํ•™์Šต์„ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.studies.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
์‚ฌ๋ก€ ํ•™์Šต์„ ์ด๋ฆ„๋ณ„๋กœ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.studies.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
์‚ฌ๋ก€ ์—ฐ๊ฒฐ๋œ ํ”„๋กœ์ ํŠธ์˜ ๋ฆฌ์ „์— ์žˆ๋Š” ๋ชจ๋“  ํ•™์Šต์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.studies.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
์‚ฌ๋ก€ ์ •๊ทœํ™”๋œ ๋ฆฌ์†Œ์Šค ์ด๋ฆ„ ๋Œ€์‹  ์‚ฌ์šฉ์ž ์ •์˜ displayName ํ•„๋“œ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ•™์Šต์„ ์ฐพ์Šต๋‹ˆ๋‹ค.
  • aiplatform.studies.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ์‹œ๋„์— ๋ชฉํ‘œ ์ธก์ •ํ•ญ๋ชฉ์˜ ์ธก์ •๊ฐ’์„ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.trials.update(trialName ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ์‹œ๋„์˜ ์ค‘์ง€ ์—ฌ๋ถ€๋ฅผ ํ™•์ธํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.trials.get(trialName ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.trials.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.trials.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.trials.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.trials.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
studies.trials ์‹œ๋„๋ฅผ ์™„๋ฃŒ๋กœ ํ‘œ์‹œํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.trials.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ์‚ฌ์šฉ์ž๊ฐ€ ์ œ๊ณตํ•œ ์‹œ๋„๋ฅผ ํ•™์Šต์— ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.trials.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ์‹œ๋„๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.trials.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ์‹œ๋„๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.trials.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ํ•™์Šต๊ณผ ๊ด€๋ จ๋œ ์‹œ๋„๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.trials.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ์—ฌ๋Ÿฌ ๋ชฉํ‘œ ํ•™์Šต์— ๋Œ€ํ•œ ํŒŒ๋ ˆํ†  ์ตœ์ ํ™” ์‹œ๋„๋ฅผ ๋‚˜์—ดํ•˜๊ฑฐ๋‚˜ ๋‹จ์ผ ๋ชฉํ‘œ ํ•™์Šต์— ๋Œ€ํ•œ ์ตœ์  ์‹œ๋„๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.trials.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials ์‹œ๋„๋ฅผ ์ค‘์ง€ํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.trials.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
studies.trials Vertex AI Vizier์—์„œ ์ œ์•ˆํ•˜๋Š” ๋งค๊ฐœ๋ณ€์ˆ˜ ๊ฐ’์„ ์‚ฌ์šฉํ•˜์—ฌ ํ•˜๋‚˜ ์ด์ƒ์˜ ์‹œ๋„๋ฅผ ํ•™์Šต์— ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.trials.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.studies.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.studies.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.studies.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.studies.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
tensorboards Tensorboard๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.tensorboards.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
tensorboards Tensorboard๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.tensorboards.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.tensorboardRuns.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.tensorboardRuns.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.tensorboardRuns.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.tensorboardRuns.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
tensorboards ํ…์„œ๋ณด๋“œ๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.tensorboards.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards ์œ„์น˜์˜ ํ…์„œ๋ณด๋“œ๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboards.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards Tensorboard๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.tensorboards.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.tensorboards.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.tensorboards.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.tensorboards.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.tensorboards.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
tensorboards.experiments TensorboardExperiment๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardExperiments.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments TensorboardExperiment๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.tensorboardExperiments.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.tensorboardExperiments.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.tensorboardExperiments.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.tensorboardExperiments.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.tensorboardExperiments.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
tensorboards.experiments TensorboardExperiment๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.tensorboardExperiments.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments ์œ„์น˜์˜ TensorboardExperiment๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardExperiments.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments TensorboardExperiment๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardExperiments.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments ์—ฌ๋Ÿฌ TensorboardRun์—์„œ ์—ฌ๋Ÿฌ TensorboardTimeSeries์˜ ์‹œ๊ณ„์—ด ๋ฐ์ดํ„ฐ ํฌ์ธํŠธ๋ฅผ ์ž‘์„ฑํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardExperiments.write(tensorboardExperiment ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs TensorboardRun์„ ์ผ๊ด„ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardRuns.batchCreate(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs TensorboardRun์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardRuns.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs TensorboardRun์„ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.tensorboardRuns.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.tensorboardRuns.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.tensorboardRuns.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.tensorboardRuns.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.tensorboardRuns.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
tensorboards.experiments.runs TensorboardRun์„ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.tensorboardRuns.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs ์œ„์น˜์˜ TensorboardRun์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardRuns.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs TensorboardRun์„ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardRuns.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs TensorboardRun ์•„๋ž˜์—์„œ ์—ฌ๋Ÿฌ TensorboardTimeSeries์— ์‹œ๊ณ„์—ด ๋ฐ์ดํ„ฐ ํฌ์ธํŠธ๋ฅผ ์ž‘์„ฑํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardRuns.write(tensorboardRun ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries TensorboardExperiment์— ์†ํ•˜๋Š” TensorboardTimeSeries๋ฅผ ์ผ๊ด„ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.batchCreate(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries ์—ฌ๋Ÿฌ TensorboardTimeSeries ๋ฐ์ดํ„ฐ๋ฅผ ์ฝ์Šต๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.batchRead(tensorboard ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries TensorboardTimeSeries๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries TensorboardTimeSeries๋ฅผ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค. โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.tensorboardTimeSeries.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.tensorboardRuns.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.tensorboardRuns.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
tensorboards.experiments.runs.timeSeries TensorboardTimeSeries ๋ฐ์ดํ„ฐ๋ฅผ ๋‚ด๋ณด๋ƒ…๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.read(tensorboardTimeSeries ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries TensorboardTimeSeries๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries ์œ„์น˜์˜ TensorboardTimeSeries๋ฅผ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries TensorboardTimeSeries๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.update(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries TensorboardTimeSeries ๋ฐ์ดํ„ฐ๋ฅผ ์ฝ์Šต๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.read(tensorboardTimeSeries ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
tensorboards.experiments.runs.timeSeries TensorboardBlobs์˜ ๋ฐ”์ดํŠธ๋ฅผ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  • aiplatform.tensorboardTimeSeries.read(timeSeries ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
trainingPipelines trainingPipeline ์ทจ์†Œ
  • aiplatform.trainingPipelines.cancel(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
trainingPipelines trainingPipeline ๋งŒ๋“ค๊ธฐ
  • aiplatform.trainingPipelines.create(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
trainingPipelines trainingPipeline ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

  • aiplatform.trainingPipelines.delete(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)

๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.trainingPipelines.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.trainingPipelines.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.trainingPipelines.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.trainingPipelines.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
trainingPipelines trainingPipeline ๊ฐ€์ ธ์˜ค๊ธฐ
  • aiplatform.trainingPipelines.get(name ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
trainingPipelines trainingPipeline ๋‚˜์—ด
  • aiplatform.trainingPipelines.list(parent ๋ฆฌ์†Œ์Šค์— ํ•„์š”ํ•œ ๊ถŒํ•œ)
ํ•ด๋‹น ์‚ฌํ•ญ ์—†์Œ ์ผ๋ฐ˜ ์‚ญ์ œ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ๋ฐ์ดํ„ฐ ํ•ญ๋ชฉ ์ž‘์—… ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores ํŠน์„ฑ ๊ฐ€์ ธ์˜ค๊ธฐ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.featurestores.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.featurestores.importFeatures(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ์ฃผ์„ ์‚ญ์ œ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets DataItems ์ผ๊ด„ ์‚ญ์ œ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ํ†ต๊ณ„ ์ƒ์„ฑ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets AnnotationSpec ์‚ญ์ œ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
hyperparameterTuningJobs HP ์กฐ์ • ์ž‘์—… ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.hyperparameterTuningJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.hyperparameterTuningJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.hyperparameterTuningJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.hyperparameterTuningJobs.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
nasJobs NAS ์ž‘์—… ์‚ญ์ œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.nasJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.nasJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.nasJobs.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.nasJobs.delete(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
ํ•ด๋‹น ์‚ฌํ•ญ ์—†์Œ HumanInTheLoop ๋งŒ๋“ค๊ธฐ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
featurestores ํŠน์„ฑ ๋‚ด๋ณด๋‚ด๊ธฐ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.featurestores.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
ํ•ด๋‹น ์‚ฌํ•ญ ์—†์Œ HumanInTheLoop ์‚ญ์ œ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
ํ•ด๋‹น ์‚ฌํ•ญ ์—†์Œ HumanInTheLoop ํ•ญ๋ชฉ ์ „์†ก ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.humanInTheLoops.send(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
datasets ๋ฐ์ดํ„ฐ ํ•ญ๋ชฉ ๋ผ๋ฒจ ํ†ต๊ณ„ ๊ณ„์‚ฐ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
ํ•ด๋‹น ์‚ฌํ•ญ ์—†์Œ ๋ฆฌ์†Œ์Šค ๋งˆ์ด๊ทธ๋ ˆ์ด์…˜ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.locations.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
datasets DataItem ๋งŒ๋“ค๊ธฐ ์ž‘์—… โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘


๊ธฐํƒ€ ๊ถŒํ•œ:
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด GET ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด DELETE ํ˜ธ์ถœ)
  • aiplatform.datasets.get(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด WAIT ํ˜ธ์ถœ)
  • aiplatform.datasets.update(๋ฐ˜ํ™˜๋œ ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—…์— ๋Œ€ํ•ด CANCEL ํ˜ธ์ถœ)
ํ•ด๋‹น ์‚ฌํ•ญ ์—†์Œ โ€ 


โ€  ์žฅ๊ธฐ ์‹คํ–‰ ์ž‘์—… ์‹œ์ž‘

๋‹ค์Œ ๋‹จ๊ณ„