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Use the IBM Granite time series foundation models and forecast API to forecast future values
最終更新: 2025年2月07日
Use the IBM Granite time series foundation models and forecast API to forecast future values

時系列予測APIとwatsonx.aiから入手可能なIBM Granite時系列モデルを使用して、過去のデータに基づいて将来の値を予測します。

開発方法

時基盤モデルから予測値を生成するには、以下のプログラミング方法を使用します

概要

時系列予測APIを使用して、時系列 foundation model に過去のデータ観測値を渡し、ゼロショット推論で将来の値を予測します。 例えば、この方法を使用して、以下のタイプのデータの時間ベースの観測値から将来の値を予測することができます

  • 株価と取引量
  • 心電図(EKG)データまたは睡眠ポリグラフ(PSG)記録
  • 温度データと地震計データ
  • ネットワーク・パフォーマンス測定

対応基礎モデル

以下のモデル ID を持つIBM Granite時系列基盤モデルは、watsonx.ai:の予測に使用できます:

  • ibm/granite-ttm-512-96-r2: リクエストには、チャンネルごとに少なくとも512のデータポイントが必要です。
  • ibm/granite-ttm-1024-96-r2: リクエストには、チャンネルごとに少なくとも1,024個のデータポイントが必要です。
  • ibm/granite-ttm-1536-96-r2: リクエストには、チャンネルごとに少なくとも1,536のデータポイントが必要です。

Granite の時系列モデルは、 IBM Researchによる多変量時系列予測用のコンパクトな事前学習済みモデルであり、Tiny Time Mixers(TTM)としても知られています。

Granite の時系列モデルは、分単位または時間単位のデータポイントと最もよく機能し、デフォルトではチャンネルごとに96のデータポイントを持つ予測データセットを生成します。 最良の結果を得るためには、利用可能なデータに基づいて最も多くのデータポイントを取るモデルを使用する。

詳細は、 モデルカードをご覧ください。

使用可能な時系列モデルのリストをプログラムで取得するには、watsonx.aias a service API のList the available foundation modelsメソッドを使用します。 利用可能な時系列モデルのみを返すには、'filters=function_time_series_forecastパラメータを指定する。

例:

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

この例では、変数'{url}をインスタンスに適した値、例えば'us-south.ml.cloud.ibm.comに置き換える。

Python SDK

watsonx.ai Pythonライブラリを使えば、時系列モデルを使ってデータを予測するコードを書くことができる。 詳細は、以下を参照してください。

詳しくは、 エネルギー需要予測のための watsonx.ai 時系列予測APIの使用をご覧ください。

Python ノートブックのサンプル

時系列基礎モデルと時系列データを使ってエネルギー需要を予測する

REST API

watsonx.ai REST API の時系列予測メソッドを使用して、過去のデータに基づいて将来の値を予測します。

詳細はAPIリファレンス・ドキュメントを参照。

REST API データ要件

時系列とは、時間をかけて収集されたデータポイントの集まりである。

APIリクエストペイロードに含めるデータを記述するには、以下のスキーマを使用します

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

Granite時系列モデルを使用して将来の値を予測するには、分析のために提出するデータが以下の要件を満たしている必要があります:

  • 記録されるデータは、気温や株価などの数値でなければならない。

  • あなたのデータには、モデルが予測を行うのに十分な過去のデータポイントが含まれていなければなりません。 各時間系列 foundation model は、リクエスト内でチャンネルごとの必要最低限のデータポイント数を指定します。 必要数以上を指定した場合、モデルはモデル要件までの最新のデータポイントを使用し、残りは無視する。

  • リクエストボディに含まれる dateid_columnstarget_columns で指定された配列には、同数の項目が含まれていなければなりません。 データポイントをスキップしたり、データポイントに「null」を指定することはできない。 リクエストを提出する前にデータをチェックしてください。

  • このサービスでは、ほとんどの一般的な日付および時刻のフォーマットが受け入れられますが、ISO 8601 フォーマット( 2024-11-12T15:06:35 )でタイムスタンプ付きの日付を指定すると、日付のフォーマットに関する慣習の違いから生じる混乱を避けることができます。 例えば、11/12/2024は11月12日を意味するのか、それとも12月11日を意味するのか? ISO 8601 形式で協定世界時(UTC)オフセット付きの日付を指定することで( 2024-11-12T15:06:35+0000 )、生成された予測結果におけるタイムスタンプの重複や欠落を回避することができます。

  • 一定の頻度でデータをサンプリングする。 例えば、データは1分、1時間、1日単位で観測できる。 タイムスタンプが一様でなくてもエラーは発生しませんが、結果の質は悪くなるかもしれません。 生成された予測データは、「freqパラメータで指定した頻度でフォーマットされる。

    たとえば、頻度を1日("freq":"1D")に指定した場合、タイムスタンプはおそらく次のようになる:

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

    頻度が5分の場合("freq":"5min")、各日付のタイムスタンプは5分間隔になる。

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

    頻度パラメータにおける日付と時刻の省略形のサポート対象の値については、pandasライブラリのドキュメントの 「期間の別名」 を参照してください。

  • 分析のために複数のソースからデータポイントを含める場合、各データポイントは、それがどのシリーズ、または観測値の集合に属するかを表す固有の識別子を提供しなければなりません。

    例えば、ショッピングの傾向を分析する場合、ホリデーシーズン中の複数店舗の売上高に興味を持つかもしれない。 次の表は、AとBの2つのシリーズを示しています。 シリーズAはロケーションAの1日あたりの売上を示し、シリーズBはロケーションBの1日あたりの売上を示しています。

    表 1. サンプル販売データ
    日付 シリーズID 売上合計(米ドル)
    7 2023年12月 A $24,988
    7 2023年12月 B $63,788
    2023年12月8日 A $41,855
    2023年12月8日 B $105,678
    ... ... ...

    表は2日間のオブザベーションを示していますが、使用するモデルによって、リクエストには512から1,536のデータポイントを含める必要があります。 テーブルのデータがAPIに送信されると、以下のようにフォーマットされる:

    ...
    "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,
      ...
    ]
    }
    
  • 多変量データポイント、つまり同じ時間間隔の間に異なる要因を測定するデータポイントを使用することで予測することができます。

    例えば、ホリデーシーズン中のある店舗の売上と返品の両方に興味があるかもしれない。 次の表は、2つのチャンネル、または記録されたデータの異なる次元や側面からのいくつかのエントリーを示しています。 一方のチャンネルには1日あたりの売上高が表示され、もう一方のチャンネルには1日あたりの返品数が表示されます。

    表 2. 売上と返品データのサンプル
    日付 売上高(米ドル) リターン(米ドル)
    7 2023年12月 $63,788 $14,788
    2023年12月8日 $105,678 $25,678
    ... ... ...

    表は2日間のオブザベーションを示していますが、使用するモデルによって、リクエストには512から1,536のデータポイントを含める必要があります。 id_columnフィールドは省略されています。なぜなら、データは同じ系列、つまり単一の店舗からの観測値の集合から取得されているからです。 テーブルのデータがAPIに送信されると、以下のようにフォーマットされる:

    ...
    "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
      ...
    ]
    }
    
  • 複数の観測系列から得られる多変量データポイントを使用して予測することができます。 例えば、店舗Aと店舗Bの両方の売上と返品を予測するために、前の2つのシナリオを効果的に組み合わせることができます。

    リクエスト内のデータは、以下のようなものになるかもしれません

    "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,
      ...
    ]
    

請求先情報

foundation model の予測料金は、以下の式で計算されます

  • 入力計算: context length x number of series x number of channels
  • 出力計算: prediction length x number of series x number of channels

これらの方程式は、以下の値を使用します

  • 文脈の長さ foundation model が予測を行う際に使用する入力値として、時系列が参照する過去のデータポイントの数を指します。

    例えば、コンテキストの長さが 1536 の場合、モデルは過去1536日間の株価など、過去1536個のデータポイントを使用して予測を行います。 文脈の長さは、予測に使用される foundation model によって決定されます。

  • シリーズとは、時系列で順次行われた観測の集まりである。

    例えば、多くの企業の株価を比較する場合、各企業の観察された株価の履歴は別々の系列となります。 測定対象のシリーズのセットは、APIリクエスト本文の ID_column セグメントで指定されます。

  • チャンネルとは、時系列データセット内の特定の機能または変数です。 多変量時系列データでは、各チャンネルは記録されたデータの異なる次元または側面を表します。

    例えば、株価データセットでは、チャネルには始値、終値、出来高、移動平均などが含まれる可能性があります。 各測定変数は、個別のチャンネルを表します。 測定対象のチャンネルは、APIリクエスト本文の target_columns セグメントで指定されます。

  • 予測長とは、モデルが予測する将来のデータポイントの数を指します。 要求された予測長が 96 の場合、モデルは次の96個のデータポイントを予測します。

    例えば、このモデルは今後96日間の株価を予測します。 予測の長さは、APIリクエストに prediction_length パラメータを含めることで指定できます。

入力および出力データポイントの価格設定とコストの計算方法の詳細については、 ジェネレーティブAI 資産の請求詳細 をご覧ください。

REST API の例

この例では、 granite-ttm-1536-96-r2 モデルを使用して、2024年9月30日から2024年12月2日までのポルトガルにおける1時間ごとの総エネルギー需要を予測します。 この例で使用されているデータセットは、 欧州送電系統運用者ネットワーク(ENTSO-E) のウェブサイトから取得されています。 データをご覧になるには、ENTSO-Eサイトのこのページにアクセスし、国としてポルトガルを選択し、日付として2024年9月29日、デフォルトのタイムゾーン(CET)を選択してください。

APIリクエストには prediction_length パラメータが指定されていません。 したがって、 foundation model のデフォルトの長さが使用され、時系列モデルが今後96時間分のエネルギー需要の将来値を予測することを意味します。

リクエストボディは2つのセクションに分かれている:

  • スキーマ:どのデータセットを含み、どのフィールドを分析するかを指定する。
  • データ:分析するデータ。

schema のセクションは次のようになります

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

id_columns オブジェクトがスキーマに含まれていないことに気づくかもしれません。 この例では、観測データの1つの系列からのデータのみが送信されるため、 id_columns オブジェクトはスキーマから省略することができます。 ただし、リクエストに複数のソースからのデータが含まれる場合は、各データポイントのソースを識別するための id_columns オブジェクトを含める必要があります。

data のセクションには、ポルトガルという国における1時間ごとのエネルギー需要に関する情報が含まれています。次の表に示されているとおりです。

表 3. エネルギー消費量データサンプル
日時(日付) 総エネルギー需要(MW)
2024-09-30T00:00:00 4941
2024-09-30T01:00:00 4640
2024-09-30T02:00:00 4443

granite-ttm-1536-96-r2 モデルでは、モデルが将来の値を予測するのに十分なデータがあることを保証するために、リクエストにはチャンネルごとに少なくとも1,536のデータポイントが必要です。 表には3つのデータポイントが示されていますが、リクエスト本文には1,536のデータポイントが含まれています。

以下の例では、 {url} という変数を、お客様の環境に適した値( us-south.ml.cloud.ibm.com など)に置き換えてください。 独自の無記名トークンとプロジェクトIDを追加します。

REST API リクエストの例

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 '{
    ...
    }'

データペイロードには、以下のJSONスニペットが含まれる:

{
   "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",
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         "2024-09-30T19:00:00",
         "2024-09-30T20:00:00",
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         "2024-12-02T03:00:00",
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         "2024-12-02T06:00:00",
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         "2024-12-02T09:00:00",
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         "2024-12-02T20:00:00",
         "2024-12-02T21:00:00",
         "2024-12-02T22:00:00"
      ],
      "Actual Total Load [MW]": [
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         4640.0,
         4443.0,
         4259.0,
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         4132.0,
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         6188.0,
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}

REST API レスポンスの例

リクエスト例に対して、以下の応答が返される。

{
  "model_id": "ibm/granite-ttm-1536-96-r2",
  "created_at": "2025-02-05T14:00:53.597Z",
  "results": [
    {
      "Actual Total Load [MW]": [
        6465.83154296875,
        5847.07080078125,
        5351.2109375,
        5033.18212890625,
        4876.1064453125,
        4780.388671875,
        4784.177734375,
        4964.26171875,
        5416.59375,
        6017.84619140625,
        6571.35986328125,
        6776.26318359375,
        6817.2890625,
        6812.52001953125,
        6746.37744140625,
        6707.9755859375,
        6773.8466796875,
        6847.83154296875,
        6995.001953125,
        7263.904296875,
        7553.798828125,
        7598.19580078125,
        7379.0302734375,
        6916.89697265625,
        6339.57373046875,
        5786.80908203125,
        5321.87109375,
        5020.8017578125,
        4870.2451171875,
        4778.8359375,
        4778.078125,
        4953.40869140625,
        5410.39306640625,
        6020.509765625,
        6577.892578125,
        6781.26220703125,
        6819.33056640625,
        6812.33154296875,
        6745.134765625,
        6713.60888671875,
        6793.95068359375,
        6881.67236328125,
        7031.44482421875,
        7290.23681640625,
        7568.93115234375,
        7616.61572265625,
        7406.73779296875,
        6966.48828125,
        6415.345703125,
        5881.96533203125,
        5431.17919921875,
        5135.4541015625,
        4989.001953125,
        4898.27001953125,
        4896.9013671875,
        5056.8369140625,
        5490.11767578125,
        6091.61865234375,
        6649.93603515625,
        6870.30419921875,
        6938.3583984375,
        6951.720703125,
        6891.03173828125,
        6848.82275390625,
        6900.1689453125,
        6957.650390625,
        7084.47900390625,
        7316.27734375,
        7567.8828125,
        7598.6650390625,
        7385.21875,
        6948.34619140625,
        6407.689453125,
        5887.63427734375,
        5447.83349609375,
        5159.2392578125,
        5006.68359375,
        4896.49267578125,
        4857.845703125,
        4971.42236328125,
        5354.44921875,
        5898.3193359375,
        6420.6103515625,
        6639.318359375,
        6716.24462890625,
        6734.14306640625,
        6672.8359375,
        6624.00634765625,
        6670.64453125,
        6729.83056640625,
        6862.82861328125,
        7105.01708984375,
        7353.390625,
        7373.8955078125,
        7164.09912109375,
        6736.27734375
      ],
      "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 の例の結果

時系列モデルは、今後96時間におけるポルトガルのエネルギー需要の将来値を予測した。

次のスクリーンショットのグラフは、同じ期間における実際のエネルギー需要と予測されたエネルギー需要を比較したものです。

実際の時間ごとのエネルギー需要と予測値を比較します。

詳細情報

親トピック 生成的AIソリューションのコーディング