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IBM Granite 시계열 기초 모델과 예측 API를 사용하여 미래의 값을 예측합니다
마지막 업데이트 날짜: 2025년 2월 07일
IBM Granite 시계열 기초 모델과 예측 API를 사용하여 미래의 값을 예측합니다

watsonx.ai 제공되는 시계열 예측 API와 IBM Granite 시계열 모델을 사용하여 과거 데이터를 기반으로 미래 값을 예측할 수 있습니다.

발전하는 방법

다음과 같은 프로그래밍 방법을 사용하여 시계열 기초 모델로부터 예측을 생성할 수 있습니다

개요

시계열 예측 API를 사용하여 과거 데이터 관측치를 제로샷 추론으로 미래 값을 예측할 수 있는 시계열 예측( foundation model )에 전달합니다. 예를 들어, 이 방법을 사용하면 다음과 같은 유형의 데이터를 시간 기준으로 관찰하여 미래의 값을 예측할 수 있습니다

  • 주식 가격 및 거래량
  • 심전도(EKG) 데이터 또는 수면다원검사(PSG) 기록
  • 온도 또는 지진계 데이터
  • 네트워크 성능 측정

지원되는 파운데이션 모델

다음 모델 ID를 가진 IBM Granite 시계열 기초 모델을 watsonx.ai: 예측에 사용할 수 있습니다:

  • ibm/granite-ttm-512-96-r2: 요청에 채널당 최소 512개의 데이터 포인트가 필요합니다.
  • ibm/granite-ttm-1024-96-r2: 요청에 채널당 최소 1,024개의 데이터 포인트가 필요합니다.
  • ibm/granite-ttm-1536-96-r2: 요청에 채널당 최소 1,536개의 데이터 포인트가 필요합니다.

Granite 의 시계열 모델은 IBM Research의 다변량 시계열 예측을 위한 사전 훈련된 컴팩트 모델로, Tiny Time Mixers(TTM)라고도 합니다.

Granite 의 시계열 모델은 분 또는 시간 간격의 데이터 포인트에 가장 적합하며, 기본적으로 채널당 96개의 데이터 포인트로 구성된 예측 데이터 세트를 생성합니다. 최상의 결과를 얻으려면 사용 가능한 데이터를 기반으로 가장 많은 데이터 포인트를 사용하는 모델을 사용하세요.

더 자세한 정보는 모델 카드를 참고하세요.

프로그래밍 방식으로 사용 가능한 시계열 모델 목록을 가져오려면 watsonx.ai as a service API에서 사용 가능한 기초 모델 나열 메서드를 사용할 수 있습니다. 사용 가능한 시계열 모델만 반환하려면 ' filters=function_time_series_forecast 매개변수를 지정합니다.

예를 들어,

curl -X GET \
  '{url}/ml/v1/foundation_model_specs?version=2024-11-14&filters=function_time_series_forecast'

예제에서는 ' {url} 변수를 ' us-south.ml.cloud.ibm.com 와 같이 인스턴스에 적합한 값으로 바꿉니다.

Python SDK

시계열 모델을 사용하여 데이터를 예측하는 코드를 작성하려면 watsonx.ai Python 라이브러리를 사용하면 됩니다. 자세한 정보는 다음 항목을 참조하십시오.

자세한 내용은 에너지 수요 예측을 위한 에너지 수요 예측 API( watsonx.ai ) 사용하기를 참고하세요.

Python 노트북 샘플

시계열 기초 모델 및 시계열 데이터를 사용하여 에너지 수요 예측

휴식 (REST API)

watsonx.ai 의 REST API의 시계열 예측 방법을 사용하여 과거 데이터를 기반으로 미래의 값을 예측합니다.

자세한 내용은 API 참조 문서를 참조하세요.

REST API 데이터 요구 사항

시계열은 시간이 지남에 따라 수집되는 데이터 포인트의 모음입니다.

다음 스키마를 사용하여 API 요청 페이로드에 포함된 데이터를 설명합니다

"schema": {
    "timestamp_column": "{date-column-name}",
    "id_columns": [
      "{series-name}",
      "{series-name}"
    ]
    "freq":"{time-interval}",
    "target_columns": [
      "{channel-name}",
      "{channel-name}",
      "{channel-name}"
    ]
  },

Granite 시계열 모델을 사용하여 미래 값을 예측하려면 분석을 위해 제출하는 데이터가 다음 요구 사항을 충족해야 합니다:

  • 기록된 데이터는 기온이나 주식 주가 등 수치여야 합니다.

  • 데이터에는 모델이 예측을 수행할 수 있도록 과거 컨텍스트에 대한 충분한 데이터 포인트가 포함되어 있어야 합니다. 각 시계열 foundation model 는 요청에 채널당 필요한 최소 데이터 포인트 수를 지정합니다. 필요한 개수 이상을 지정하면 모델은 모델 요구 사항까지 가장 최근의 데이터 포인트를 사용하고 나머지는 무시합니다.

  • date, id_columns, target_columns 에 지정된 배열의 항목 수가 요청 본문에 포함된 항목 수와 같아야 합니다. 데이터 요소를 건너뛰거나 데이터 요소로 ' null '을 지정할 수 없습니다. 요청을 제출하기 전에 데이터를 확인하세요.

  • 이 서비스는 대부분의 일반적인 날짜 및 시간 형식을 지원하지만, ISO 8601 형식( 2024-11-12T15:06:35 )으로 날짜와 시간 스탬프를 지정하면 날짜 형식 규칙의 차이로 인해 발생할 수 있는 혼란을 피할 수 있습니다. 예를 들어 11/12/2024는 11월 12일을 의미하나요, 아니면 12월 11일을 의미하나요? 생성된 예측 결과에서 중복되거나 누락된 타임스탬프를 피하기 위해 협정 세계시(UTC) 오프셋( 2024-11-12T15:06:35+0000 )을 사용하여 ISO 8601 형식으로 날짜를 지정하십시오.

  • 균일한 빈도로 데이터를 샘플링합니다. 예를 들어 데이터를 1분, 1시간 또는 1일 단위로 관찰할 수 있습니다. 타임스탬프가 균일하지 않은 경우 오류가 발생하지는 않지만 결과물의 품질이 떨어질 수 있습니다. 생성된 예측 데이터는 ' freq 매개변수로 지정한 빈도로 형식이 지정됩니다.

    예를 들어 하루("freq":"1D")의 빈도를 지정하면 타임스탬프는 다음과 같은 모양이 됩니다:

    "date": [
          "2024-11-15T15:06:35",
          "2024-11-16T15:06:35",
    ...
    ]
    

    빈도가 5분("freq":"5min"')인 경우 각 날짜 타임스탬프는 5분 간격일 가능성이 높습니다.

    "date": [
          "2024-11-15T15:06:35",
          "2024-11-15T15:11:35",
    ...
    ]
    

    빈도 매개변수에서 날짜와 시간 약어에 대한 지원되는 값은 팬더스 라이브러리 설명서의 기간 별칭을 참조하십시오.

  • 분석을 위해 둘 이상의 소스에서 데이터 포인트를 포함하는 경우, 각 데이터 포인트는 고유 식별자를 제공하여 그것이 어느 시리즈 또는 관찰의 모음에 속하는지를 표시해야 합니다.

    예를 들어 쇼핑 트렌드를 분석하는 경우 연말연시 기간 동안 여러 스토어의 판매 수치가 궁금할 수 있습니다. 다음 표는 두 개의 시리즈, A와 B를 보여줍니다. A 시리즈는 A 지점의 일일 매출을, B 시리즈는 B 지점의 일일 매출을 보여줍니다.

    테이블 1. 샘플 판매 데이터
    날짜 시리즈 ID 매출 총액(USD)
    2023년 12월 7일 A $24,988
    2023년 12월 7일 B $63,788
    2023년 12월 8일 A $41,855
    2023년 12월 8일 B $105,678
    ... ... ...

    표에는 이틀 동안의 관측값이 표시되어 있지만, 요청에는 사용하는 모델에 따라 512~1,536개의 데이터 요소가 포함되어야 합니다. 테이블의 데이터가 API에 제출되면 다음과 같이 형식이 지정됩니다:

    ...
    "data": {
    "date": [
      "2024-12-07T00:00:00",
      "2024-12-07T00:00:00",
      "2024-12-08T00:00:00",
      "2024-12-08T00:00:00",
      ...
    ],
    "ids": [
      "A",
      "B",
      "A",
      "B",
      ...
    ],
    "sales-usd": [
      24988,
      63788,
      41855,
      105678,
      ...
    ]
    }
    
  • 다변량 데이터 포인트, 즉 동일한 시간 간격 동안 서로 다른 요소를 측정하는 데이터 포인트를 사용하여 예측할 수 있습니다.

    예를 들어 연말연시 기간 동안 한 스토어의 판매와 반품에 관심이 있을 수 있습니다. 다음 표는 두 개의 채널 또는 기록된 데이터의 다른 차원이나 측면에 대한 몇 가지 항목을 보여줍니다. 한 채널은 하루 매출을, 다른 채널은 하루 수익을 보여줍니다.

    테이블 2. 샘플 판매 및 반품 데이터
    날짜 매출(USD) 반품(USD)
    2023년 12월 7일 $63,788 $14,788
    2023년 12월 8일 $105,678 $25,678
    ... ... ...

    표에는 이틀 동안의 관측값이 표시되어 있지만, 요청에는 사용하는 모델에 따라 512~1,536개의 데이터 요소가 포함되어야 합니다. Id_column 필드는 생략되었습니다. 데이터가 동일한 시리즈, 즉 단일 상점의 관찰 결과 모음에서 나오기 때문입니다. 테이블의 데이터가 API에 제출되면 다음과 같이 형식이 지정됩니다:

    ...
    "data": {
    "date": [
      "2024-12-07T00:00:00",
      "2024-12-07T00:00:00",
      "2024-12-08T00:00:00",
      "2024-12-08T00:00:00",
      ...
    ],
    "sales": [
      63788,
      105678,
      ...
    ],
    "returns": [
      14788,
      25678
      ...
    ]
    }
    
  • 여러 관찰 시리즈의 다변량 데이터 포인트를 사용하여 예측할 수 있습니다. 예를 들어, 이전의 두 가지 시나리오를 효과적으로 결합하여 A점과 B점의 매출과 수익을 예측할 수 있습니다.

    요청의 데이터는 다음과 같이 표시될 수 있습니다

    "data": {
    "date": [
      "2024-12-07T00:00:00",
      "2024-12-07T00:00:00",
      "2024-12-08T00:00:00",
      "2024-12-08T00:00:00",
      ...
    ],
    "ids": [
      "A",
      "B",
      "A",
      "B",
      ...
    ],
    "sales-usd": [
      24988, // sales for store A on 7 December 2024
      63788, // sales for store B on 7 December 2024
      41855,
      105678,
      ...
    ],
    "returns": [
      3997, // returns for store A on 7 December 2024
      14788, // returns for store B on 7 December 2024
      5768,
      25678,
      ...
    ]
    

대금 청구 정보

foundation model 예측 비용은 다음의 방정식을 사용하여 계산됩니다

  • 입력 계산: context length x number of series x number of channels
  • 산출량 계산: prediction length x number of series x number of channels

이 방정식들은 다음의 값을 사용합니다:

  • 컨텍스트 길이는 시계열 foundation model 이 예측을 위해 입력으로 사용하는 과거 데이터 포인트의 수를 의미합니다.

    예를 들어, 컨텍스트 길이가 1536 인 경우, 모델은 지난 1536일 동안의 주가 등 지난 1536개의 데이터 포인트를 사용하여 예측을 합니다. 컨텍스트 길이는 예측에 사용되는 예측 모델( foundation model )에 의해 결정됩니다.

  • 시리즈는 시간이 지남에 따라 순차적으로 이루어진 관찰의 모음입니다.

    예를 들어, 여러 회사의 주가를 비교할 때, 각 회사의 관찰된 주가 이력은 별도의 시리즈입니다. 측정할 일련의 시리즈는 API 요청 본문의 " ID_column " 세그먼트에 명시되어 있습니다.

  • 채널은 시계열 데이터 집합 내의 특정 특징 또는 변수입니다. 다변량 시계열 데이터에서 각 채널은 기록된 데이터의 다른 차원 또는 측면을 나타냅니다.

    예를 들어, 주가 데이터 집합에서 채널에는 시가, 종가, 거래량, 이동 평균 등이 포함될 수 있습니다. 측정된 각 변수는 별도의 채널을 나타냅니다. 측정할 채널은 API 요청 본문의 " target_columns " 부분에 명시되어 있습니다.

  • 예측 길이는 모델이 예측할 미래 데이터 포인트의 수입니다. 요청된 예측 길이가 96 인 경우, 모델은 다음 96개의 데이터 포인트를 예측합니다.

    예를 들어, 이 모델은 향후 96일 동안의 주가를 예측합니다. API 요청에 prediction_length 파라미터를 포함시켜 예측 길이를 지정할 수 있습니다.

입력 및 출력 데이터 포인트의 가격 책정 및 비용 계산 방법에 대한 자세한 내용은 생성형 AI 자산의 청구 세부 정보를 참조하십시오.

REST API 예

이 예는 2024년 9월 30일부터 2024년 12월 2일까지의 시간당 포르투갈의 총 에너지 수요를 예측하기 위해 " granite-ttm-1536-96-r2 " 모델을 사용합니다. 이 예제에 사용된 데이터 세트는 유럽 송전 시스템 운영자 네트워크(ENTSO-E) 웹사이트에서 가져온 것입니다. 데이터를 보려면 ENTSO-E 사이트의 이 페이지로 이동하여 국가로 포르투갈을 선택한 다음, 기본 시간대(CET)를 사용하여 2024년 9월 29일을 날짜로 선택합니다.

API 요청은 prediction_length 매개 변수를 지정하지 않습니다. 따라서 기본적으로 에너지 수요 예측 모델( foundation model )의 기본 길이가 사용됩니다. 즉, 시계열 모델이 향후 96시간 동안의 에너지 수요에 대한 미래 값을 예측한다는 의미입니다.

요청 본문은 두 섹션으로 나뉩니다:

  • 스키마: 스키마: 포함할 데이터 집합과 분석할 필드를 지정합니다.
  • 데이터: 데이터: 분석할 데이터입니다.

schema (사용자 정의 언어) 섹션은 다음과 같이 표시됩니다

"schema": {
      "freq": "1h",
      "timestamp_column": "Time (CET/CEST)",
      "target_columns": [
         "Actual Total Load [MW]"
      ]
   },

id_columns 객체가 스키마에 포함되어 있지 않다는 것을 알 수 있습니다. 이 예제에서는 관찰된 데이터의 한 시리즈의 데이터만 제출되고 있으므로, 스키마에서 ' id_columns ' 객체를 생략할 수 있습니다. 그러나 요청에 둘 이상의 소스에서 가져온 데이터가 포함된 경우, 각 데이터 포인트의 소스를 식별하기 위해 id_columns 객체를 포함해야 합니다.

data (에너지 수요) 섹션에는 다음 표에 나와 있는 것처럼 포르투갈의 시간당 에너지 수요에 대한 정보가 포함되어 있습니다.

테이블 3. 에너지 소비 데이터 샘플
날짜 및 시간(날짜) 총 에너지 수요(MW)
2024-09-30T00:00:00 4941
2024-09-30T01:00:00 4640
2024-09-30T02:00:00 4443

granite-ttm-1536-96-r2 (선형 회귀 분석) 모델은 모델이 미래의 값을 예측할 수 있는 충분한 데이터를 확보하기 위해 요청의 채널당 최소 1,536개의 데이터 포인트를 필요로 합니다. 표에는 3개의 데이터 포인트가 표시되어 있지만, 요청 본문에는 1,536개의 데이터 포인트가 포함되어 있습니다.

다음 예에서, {url} 변수를 여러분의 상황에 맞는 올바른 값으로 바꾸십시오(예: us-south.ml.cloud.ibm.com ). 자신의 소유자 토큰과 프로젝트 ID를 추가하세요.

REST API 요청 예

curl -X POST \
  'https://{url}/ml/v1/time_series/forecast?version=2025-01-10' \
  --header 'Accept: application/json' \
  --header 'Content-Type: application/json' \
  --header 'Authorization: Bearer eyJraWQiOi...' \
  --data '{
    ...
    }'

데이터 페이로드에는 다음 JSON 스니펫이 포함되어 있습니다:

{
   "model_id": "ibm/granite-ttm-1536-96-r2",
   "project_id": "51f3a990-4372-4ac3-9ddb-ed99d9b50840",
   "schema": {
      "freq": "1h",
      "timestamp_column": "Time (CET/CEST)",
      "target_columns": [
         "Actual Total Load [MW]"
      ]
   },
   "data": {
      "Time (CET/CEST)": [
         "2024-09-30T00:00:00",
         "2024-09-30T01:00:00",
         "2024-09-30T02:00:00",
         "2024-09-30T03:00:00",
         "2024-09-30T04:00:00",
         "2024-09-30T05:00:00",
         "2024-09-30T06:00:00",
         "2024-09-30T07:00:00",
         "2024-09-30T08:00:00",
         "2024-09-30T09:00:00",
         "2024-09-30T10:00:00",
         "2024-09-30T11:00:00",
         "2024-09-30T12:00:00",
         "2024-09-30T13:00:00",
         "2024-09-30T14:00:00",
         "2024-09-30T15:00:00",
         "2024-09-30T16:00:00",
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         "2024-09-30T21:00:00",
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         "2024-09-30T23:00:00",
         "2024-10-01T00:00:00",
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}

REST API 응답 예

예제 요청에 대해 다음과 같은 응답이 반환됩니다.

{
  "model_id": "ibm/granite-ttm-1536-96-r2",
  "created_at": "2025-02-05T14:00:53.597Z",
  "results": [
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      "Time (CET/CEST)": [
        "2024-12-02T23:00:00",
        "2024-12-03T00:00:00",
        "2024-12-03T01:00:00",
        "2024-12-03T02:00:00",
        "2024-12-03T03:00:00",
        "2024-12-03T04:00:00",
        "2024-12-03T05:00:00",
        "2024-12-03T06:00:00",
        "2024-12-03T07:00:00",
        "2024-12-03T08:00:00",
        "2024-12-03T09:00:00",
        "2024-12-03T10:00:00",
        "2024-12-03T11:00:00",
        "2024-12-03T12:00:00",
        "2024-12-03T13:00:00",
        "2024-12-03T14:00:00",
        "2024-12-03T15:00:00",
        "2024-12-03T16:00:00",
        "2024-12-03T17:00:00",
        "2024-12-03T18:00:00",
        "2024-12-03T19:00:00",
        "2024-12-03T20:00:00",
        "2024-12-03T21:00:00",
        "2024-12-03T22:00:00",
        "2024-12-03T23:00:00",
        "2024-12-04T00:00:00",
        "2024-12-04T01:00:00",
        "2024-12-04T02:00:00",
        "2024-12-04T03:00:00",
        "2024-12-04T04:00:00",
        "2024-12-04T05:00:00",
        "2024-12-04T06:00:00",
        "2024-12-04T07:00:00",
        "2024-12-04T08:00:00",
        "2024-12-04T09:00:00",
        "2024-12-04T10:00:00",
        "2024-12-04T11:00:00",
        "2024-12-04T12:00:00",
        "2024-12-04T13:00:00",
        "2024-12-04T14:00:00",
        "2024-12-04T15:00:00",
        "2024-12-04T16:00:00",
        "2024-12-04T17:00:00",
        "2024-12-04T18:00:00",
        "2024-12-04T19:00:00",
        "2024-12-04T20:00:00",
        "2024-12-04T21:00:00",
        "2024-12-04T22:00:00",
        "2024-12-04T23:00:00",
        "2024-12-05T00:00:00",
        "2024-12-05T01:00:00",
        "2024-12-05T02:00:00",
        "2024-12-05T03:00:00",
        "2024-12-05T04:00:00",
        "2024-12-05T05:00:00",
        "2024-12-05T06:00:00",
        "2024-12-05T07:00:00",
        "2024-12-05T08:00:00",
        "2024-12-05T09:00:00",
        "2024-12-05T10:00:00",
        "2024-12-05T11:00:00",
        "2024-12-05T12:00:00",
        "2024-12-05T13:00:00",
        "2024-12-05T14:00:00",
        "2024-12-05T15:00:00",
        "2024-12-05T16:00:00",
        "2024-12-05T17:00:00",
        "2024-12-05T18:00:00",
        "2024-12-05T19:00:00",
        "2024-12-05T20:00:00",
        "2024-12-05T21:00:00",
        "2024-12-05T22:00:00",
        "2024-12-05T23:00:00",
        "2024-12-06T00:00:00",
        "2024-12-06T01:00:00",
        "2024-12-06T02:00:00",
        "2024-12-06T03:00:00",
        "2024-12-06T04:00:00",
        "2024-12-06T05:00:00",
        "2024-12-06T06:00:00",
        "2024-12-06T07:00:00",
        "2024-12-06T08:00:00",
        "2024-12-06T09:00:00",
        "2024-12-06T10:00:00",
        "2024-12-06T11:00:00",
        "2024-12-06T12:00:00",
        "2024-12-06T13:00:00",
        "2024-12-06T14:00:00",
        "2024-12-06T15:00:00",
        "2024-12-06T16:00:00",
        "2024-12-06T17:00:00",
        "2024-12-06T18:00:00",
        "2024-12-06T19:00:00",
        "2024-12-06T20:00:00",
        "2024-12-06T21:00:00",
        "2024-12-06T22:00:00"
      ]
    }
  ],
  "input_data_points": 1536,
  "output_data_points": 96
}

REST API 예제 결과

시계열 모델은 향후 96시간 동안 포르투갈의 에너지 수요에 대한 미래 값을 예측했습니다.

다음 스크린샷의 그래프는 같은 기간 동안의 실제 에너지 수요와 비교한 예측 에너지 수요를 보여줍니다.

실제 에너지 수요와 예측 에너지 수요를 비교하여 보여줍니다.

자세히 알아보기

상위 주제: 코딩 제너레이티브 AI 솔루션