Mendapatkan hasil penelusuran dari StreamAssist

Di aplikasi web, Anda bisa mendapatkan jawaban atas pertanyaan Anda dalam bentuk respons streaming. Dokumen ini menunjukkan cara menggunakan REST API untuk mendapatkan jawaban. Jika Anda ingin menggunakan aplikasi web Gemini Enterprise, lihat Berinteraksi dengan asisten.

Ringkasan StreamAssist

StreamAssist menyediakan cara yang canggih dan interaktif untuk menangani kueri pengguna. Fitur ini beroperasi dalam mode streaming, sehingga memungkinkan interaksi dua arah secara real-time.

Kemampuan utama API mencakup hal berikut:

• Mempertahankan konteks percakapan: menggunakan sesi untuk mempertahankan konteks percakapan, sehingga memahami kueri lanjutan dalam cakupan interaksi sebelumnya.

• Menggabungkan file yang disediakan: menyertakan file terlampir sebagai konteks untuk respons yang lebih tepat dan relevan.

• Integrasi yang lancar: terintegrasi dengan berbagai agen dan alat untuk memenuhi berbagai permintaan pengguna.

Sebelum memulai

Pastikan Anda memiliki hal berikut:

• Discovery Engine API diaktifkan untuk Google Cloud. Anda dapat mengaktifkannya di halaman Discovery Engine API di Google Cloud konsol.

  Buka Discovery Engine API

• Peran Discovery Engine yang memiliki izin discoveryengine.assistants.assist yang ditetapkan untuknya.

• Aplikasi Gemini Enterprise yang ada. Untuk membuat aplikasi, lihat Membuat aplikasi.

Mendapatkan hasil penelusuran

Anda dapat menggunakan metode streamAssist untuk membuat kueri dan mendapatkan jawaban dari Gemini Enterprise. Perintah curl berikut mencantumkan kolom wajib.

REST

curl -X POST \
-H "Authorization: Bearer $(gcloud auth print-access-token)" \
-H "Content-Type: application/json" \
"https://ENDPOINT_LOCATION-discoveryengine.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/collections/default_collection/engines/APP_ID/assistants/default_assistant:streamAssist" \
  -d '
{
  "query": {
    "text": "QUERY_TEXT_1"
  }
}'

Ganti kode berikut:

• ENDPOINT_LOCATION: multi-region untuk permintaan API Anda. Tentukan salah satu nilai berikut:
  • us untuk multi-region Amerika Serikat
  • eu untuk multi-region Uni Eropa
  • global untuk lokasi Global
  Untuk mengetahui informasi selengkapnya, lihat Menentukan multi-region untuk penyimpanan data Anda.
• PROJECT_ID: ID project Google Cloud Anda.
• APP_ID: ID unik untuk aplikasi Gemini Enterprise.
• LOCATION: multi-region penyimpanan data Anda: global, us, atau eu
• QUERY_TEXT_1: teks kueri penelusuran.

Contoh perintah dan hasil

curl -X POST \
-H "Authorization: Bearer $(gcloud auth print-access-token)" \
-H "Content-Type: application/json" \
"https://global-discoveryengine.googleapis.com/v1alpha/projects/my-project-123/locations/global/collections/default_collection/engines/my-app/assistants/default_assistant:streamAssist" \
  -d '
{
  "query": {
    "text": "By when do corporations need to file taxes?"
  }
}'

{
  "answer": {
    "name": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013/assistAnswers/123456789019",
    "state": "SUCCEEDED",
    "replies": [
      {
        "groundedContent": {},
        "replyId": "123456789050"
      },
      {
        "groundedContent": {},
        "replyId": "123456789050"
      }
    ],
    "diagnosticInfo": {
      "plannerSteps": [
        {
          "createTime": "2025-11-24T22:21:13.958569117Z",
          "queryStep": {
            "parts": [
              {
                "text": "By when do corporations need to file taxes?"
              }
            ]
          }
        },
        {
          "createTime": "2025-11-24T22:21:17.218914056Z",
          "planStep": {
            "parts": [
              {
                "text": "**Formulating the Query**\n"
              }
            ],
            "planStepId": "123456789050",
            "role": "MODEL"
          }
        },
        {
          "planStep": {
            "parts": [
              {
                "text": "**Refining the Response**\n"
              }
            ],
            "role": "MODEL",
            "planStepId": "123456789050"
          },
          "createTime": "2025-11-24T22:21:19.734447578Z"
        },
        {
          "createTime": "2025-11-24T22:21:21.940682307Z",
          "planStep": {
            "planStepId": "123456789050",
            "role": "MODEL",
            "parts": [
              {
                "text": "**Processing the Results**\n"
              }
            ]
          }
        },
        {
          "planStep": {
            "role": "MODEL",
            "parts": [
              {
                "text": "**Querying and Analyzing**\n**Structuring the Answer**\n"
              }
            ],
            "planStepId": "123456789050"
          },
          "createTime": "2025-11-24T22:21:25.058155923Z"
        },
        {
          "createTime": "2025-11-24T22:21:25.955761161Z",
          "planStep": {
            "planStepId": "123456789050",
            "role": "MODEL",
            "parts": [
              {
                "text": "**Refining the Details**\n"
              }
            ]
          }
        },
        {
          "createTime": "2025-11-24T22:21:25.967576803Z",
          "planStep": {
            "role": "MODEL",
            "parts": [
              {
                "text": "Of course, I can help with that. The deadline for corporations to file their federal income tax returns depends on the type of corporation.\n\n### **Corporate Tax Filing Deadlines**\n\n| Corporation Type | Deadline | For Calendar Year-End (Dec. 31) |\n| :--- | :--- | :--- |"
              }
            ],
            "planStepId": "123456789050"
          }
        },
        {
          "createTime": "2025-11-24T22:21:25.988820408Z",
          "planStep": {
            "planStepId": "123456789050",
            "role": "MODEL",
            "parts": [
              {
                "text": "\n| **C Corporations** | 15th day of the fourth month after the end of their fiscal year. | April 15 |\n| **S Corporations** | 15th day of the third month after the end of their fiscal year. | March 15 |\n\n---\n\n###"
              }
            ]
          }
        },
        {
          "createTime": "2025-11-24T22:21:26.016095651Z",
          "planStep": {
            "planStepId": "123456789050",
            "role": "MODEL",
            "parts": [
              {
                "text": " **Extensions**\n\nIf a corporation needs more time to file, it can request a six-month extension by filing the appropriate form with the IRS. It's important to note that an extension to file is not an extension to pay. Taxes are still due by the original deadline.\n\nWould you like to know about"
              }
            ]
          }
        },
        {
          "planStep": {
            "parts": [
              {
                "text": " the deadlines for any other types of business entities?"
              }
            ],
            "planStepId": "123456789050",
            "role": "MODEL"
          },
          "createTime": "2025-11-24T22:21:26.070810455Z"
        }
      ]
    }
  },
  "sessionInfo": {
    "session": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013",
    "queryId": "123456789078",
    "turnId": "123456789013_123456789029"
  },
  "assistToken": "1234567890123456789012345678901234567890"
}

Untuk mengetahui informasi selengkapnya tentang kolom dan apa yang ditampilkan, lihat Isi respons.

Catatan: Untuk melanjutkan percakapan dalam sesi yang sama, simpan nilai session dari respons dan sertakan dalam kueri berikutnya.

Python

Sebelum mencoba contoh ini, ikuti petunjuk penyiapan Python di panduan memulai Gemini Enterprise menggunakan library klien. Untuk mengetahui informasi selengkapnya, lihat Gemini Enterprise Python API dokumentasi referensi.

Untuk melakukan autentikasi ke Gemini Enterprise, siapkan Kredensial Default Aplikasi. Untuk mengetahui informasi selengkapnya, lihat Menyiapkan autentikasi untuk lingkungan pengembangan lokal.

from google.api_core.client_options import ClientOptions
from google.cloud import discoveryengine_v1 as discoveryengine

# TODO(developer): Update these variables before running the sample.
project_id = "YOUR_PROJECT_ID"
location = "YOUR_LOCATION"
engine_id = "YOUR_APP_ID"
query = "What is Gemini Enterprise?"


def stream_assist_sample(
    project_id: str,
    location: str,
    engine_id: str,
    query: str,
):
    # For more information, refer to:
    # https://docs.cloud.google.com/gemini/enterprise/docs/locations#specify_a_multi-region_for_your_data_store
    client_options = (
        ClientOptions(api_endpoint=f"{location}-discoveryengine.googleapis.com")
        if location != "global"
        else None
    )

    client = discoveryengine.AssistantServiceClient(client_options=client_options)

    request = discoveryengine.StreamAssistRequest(
        name=client.assistant_path(
            project=project_id,
            location=location,
            collection="default_collection",
            engine=engine_id,
            assistant="default_assistant",
        ),
        query=discoveryengine.Query(text=query),
    )

    # Make the request
    stream = client.stream_assist(request=request)

    # Handle the response
    for response in stream:
        print(response)

Mendapatkan hasil penelusuran menggunakan sesi yang sama

Untuk melanjutkan percakapan dan mendapatkan jawaban dari Gemini Enterprise dalam sesi yang ada, gunakan metode streamAssist. Contoh kode berikut menunjukkan kolom wajib:

REST

curl -X POST \
-H "Authorization: Bearer $(gcloud auth print-access-token)" \
-H "Content-Type: application/json" \
"https://ENDPOINT_LOCATION-discoveryengine.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/collections/default_collection/engines/APP_ID/assistants/default_assistant:streamAssist" \
  -d '
{
  "session": "projects/PROJECT_ID/locations/global/collections/default_collection/engines/APP_ID/sessions/SESSION_ID",
  "query": {
    "text": "QUERY_TEXT_2"
  }
}'

Ganti kode berikut:

• ENDPOINT_LOCATION: multi-region untuk permintaan API Anda. Tentukan salah satu nilai berikut:
  • us untuk multi-region Amerika Serikat
  • eu untuk multi-region Uni Eropa
  • global untuk lokasi Global
  Untuk mengetahui informasi selengkapnya, lihat Menentukan multi-region untuk penyimpanan data Anda.
• PROJECT_ID: ID project Google Cloud Anda.
• APP_ID: ID unik untuk aplikasi Gemini Enterprise.
• LOCATION: multi-region penyimpanan data Anda: global, us, atau eu
• QUERY_TEXT_2: teks kueri penelusuran.
• SESSION_ID: ID sesi dari percakapan atau kueri sebelumnya.

Contoh perintah dan hasil

curl -X POST \
-H "Authorization: Bearer $(gcloud auth print-access-token)" \
-H "Content-Type: application/json" \
"https://global-discoveryengine.googleapis.com/v1alpha/projects/my-project-123/locations/global/collections/default_collection/engines/my-app/assistants/default_assistant:streamAssist" \
  -d '
{
  "session": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013",
  "query": {
    "text": "what are the documents you need to file taxes?"
  }
}'

{
  "answer": {
    "name": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013/assistAnswers/15195007515750046778",
    "state": "SUCCEEDED",
    "replies": [
      {
        "groundedContent": {},
        "replyId": "123456789051"
      },
      {
        "groundedContent": {},
        "replyId": "123456789051"
      }
    ],
    "diagnosticInfo": {
      "plannerSteps": [
        {
          "queryStep": {
            "parts": [
              {
                "text": "what are the documents you need to file taxes?"
              }
            ]
          },
          "createTime": "2025-11-24T23:06:45.101296577Z"
        },
        {
          "planStep": {
            "role": "MODEL",
            "parts": [
              {
                "text": "**Identifying Tax Documents**\n"
              }
            ],
            "planStepId": "123456789051"
          },
          "createTime": "2025-11-24T23:06:48.201642404Z"
        },
        {
          "planStep": {
            "parts": [
              {
                "text": "**Formulating the Search Strategy**\n"
              }
            ],
            "role": "MODEL",
            "planStepId": "123456789051"
          },
          "createTime": "2025-11-24T23:06:51.081693248Z"
        },
        {
          "createTime": "2025-11-24T23:06:53.884827627Z",
          "planStep": {
            "parts": [
              {
                "text": "**Searching for Information**\n"
              }
            ],
            "role": "MODEL",
            "planStepId": "123456789051"
          }
        },
        {
          "createTime": "2025-11-24T23:06:55.663545003Z",
          "planStep": {
            "role": "MODEL",
            "parts": [
              {
                "text": "**Planning the Response Structure**\n"
              }
            ],
            "planStepId": "123456789051"
          }
        },
        {
          "planStep": {
            "planStepId": "123456789051",
            "parts": [
              {
                "text": "Of course, I can provide a list of the common documents and information you'll need to file your personal income taxes. Having these ready can make the process much smoother.\n\n### **Documents for Filing Personal Taxes**\n\n| Category | Document/Information | Purpose |\n| :--- | :--- | :--- |"
              }
            ],
            "role": "MODEL"
          },
          "createTime": "2025-11-24T23:06:55.687661122Z"
        },
        {
          "planStep": {
            "planStepId": "123456789051",
            "parts": [
              {
                "text": "\n| **Personal Information** | \u003cul\u003e\u003cli\u003eYour Social Security Number (SSN) or Individual Taxpayer Identification Number (ITIN)\u003c/li\u003e\u003cli\u003eSSNs or ITINs for your spouse and any dependents\u003c/li\u003e\u003c/ul\u003e | To identify you and your family members to the IRS. |\n| **Income Information** | \u003cul\u003e\u003cli\u003e**"
              }
            ],
            "role": "MODEL"
          },
          "createTime": "2025-11-24T23:06:55.713426005Z"
        },
        {
          "planStep": {
            "role": "MODEL",
            "parts": [
              {
                "text": "W-2 forms** from all employers.\u003c/li\u003e\u003cli\u003e**1099 forms** such as 1099-NEC, 1099-DIV, 1099-INT, 1099-G.\u003c/li\u003e\u003cli\u003eRecords of any other income (business, rental, etc.).\u003c/li\u003e\u003c/ul\u003e | To"
              }
            ],
            "planStepId": "123456789051"
          },
          "createTime": "2025-11-24T23:06:56.158732383Z"
        },
        {
          "createTime": "2025-11-24T23:06:56.700143436Z",
          "planStep": {
            "role": "MODEL",
            "parts": [
              {
                "text": " report all of your income from various sources. |\n| **Deductions & Credits** | \u003cul\u003e\u003cli\u003eReceipts for charitable donations.\u003c/li\u003e\u003cli\u003eMedical expense records.\u003c/li\u003e\u003cli\u003e**Form 1098** (mortgage interest) & **1098-T** (tuition).\u003c/li\u003e\u003cli\u003eChild"
              }
            ],
            "planStepId": "123456789051"
          }
        },
        {
          "planStep": {
            "planStepId": "123456789051",
            "role": "MODEL",
            "parts": [
              {
                "text": "care expense records.\u003c/li\u003e\u003c/ul\u003e | To reduce your taxable income and take advantage of tax credits. |\n| **Other Documents** | \u003cul\u003e\u003cli\u003eLast year's tax return.\u003c/li\u003e\u003cli\u003eBank account and routing numbers.\u003c/li\u003e\u003c/ul\u003e | For reference and to receive a direct deposit refund or make a payment. |\n\n---\n\nThis"
              }
            ]
          },
          "createTime": "2025-11-24T23:06:57.410549380Z"
        },
        {
          "planStep": {
            "planStepId": "123456789051",
            "parts": [
              {
                "text": " list covers the most common items, but your specific needs may vary depending on your financial situation. It's always a good idea to keep your tax-related documents organized throughout the year.\n\nIs there a specific type of income or deduction you would like to know more about?"
              }
            ],
            "role": "MODEL"
          },
          "createTime": "2025-11-24T23:06:57.960883085Z"
        }
      ]
    }
  },
  "sessionInfo": {
    "session": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013",
    "queryId": "123456789057",
    "turnId": "123456789013_123456789072"
  },
  "assistToken": "1234567890123456789012345678901234567890"
}

Untuk mengetahui informasi selengkapnya tentang kolom dan apa yang ditampilkan, lihat Isi respons.

Catatan: Untuk melanjutkan percakapan dalam sesi yang sama, simpan nilai session dari respons dan sertakan dalam kueri berikutnya.

Python

Sebelum mencoba contoh ini, ikuti petunjuk penyiapan Python di panduan memulai Gemini Enterprise menggunakan library klien. Untuk mengetahui informasi selengkapnya, lihat Gemini Enterprise Python API dokumentasi referensi.

Untuk melakukan autentikasi ke Gemini Enterprise, siapkan Kredensial Default Aplikasi. Untuk mengetahui informasi selengkapnya, lihat Menyiapkan autentikasi untuk lingkungan pengembangan lokal.

from google.api_core.client_options import ClientOptions
from google.cloud import discoveryengine_v1 as discoveryengine

# TODO(developer): Update these variables before running the sample.
project_id = "YOUR_PROJECT_ID"
location = "YOUR_LOCATION"
engine_id = "YOUR_APP_ID"
session = "projects/PROJECT_ID/locations/global/collections/default_collection/engines/APP_ID/sessions/SESSION_ID" # From previous session
query = "What is Gemini Enterprise?"


def stream_assist_session_sample(
    project_id: str,
    location: str,
    engine_id: str,
    session: str,
    query: str,
):
    # For more information, refer to:
    # https://docs.cloud.google.com/gemini/enterprise/docs/locations#specify_a_multi-region_for_your_data_store
    client_options = (
        ClientOptions(api_endpoint=f"{location}-discoveryengine.googleapis.com")
        if location != "global"
        else None
    )

    client = discoveryengine.AssistantServiceClient(client_options=client_options)

    request = discoveryengine.StreamAssistRequest(
        name=client.assistant_path(
            project=project_id,
            location=location,
            collection="default_collection",
            engine=engine_id,
            assistant="default_assistant",
        ),
        session=session,
        query=discoveryengine.Query(text=query),
    )

    # Make the request
    stream = client.stream_assist(request=request)

    # Handle the response
    for response in stream:
        print(response.answer)
        # Get Session ID
        print(response.session_info.session)

Mengupload file dan mendapatkan hasil penelusuran (Pratinjau)

Pratinjau

Fitur ini tunduk pada "Persyaratan Penawaran Pra-GA" di bagian Persyaratan Layanan Umum dari Persyaratan Khusus Layanan. Fitur pra-GA tersedia "sebagaimana adanya" dan mungkin memiliki dukungan terbatas. Untuk mengetahui informasi selengkapnya, lihat deskripsi tahap peluncuran.

Untuk memberikan lebih banyak konteks kepada asisten, upload file ke sesi, lalu kueri kontennya. Ikuti langkah-langkah berikut:

1. Upload file ke sesi menggunakan metode addContextFile.

   REST

   curl -X POST \
   -H "Authorization: Bearer $(gcloud auth print-access-token)" \
   -H "Content-Type: application/json" \
   "https://ENDPOINT_LOCATION-discoveryengine.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/collections/default_collection/engines/APP_ID/sessions/SESSION_ID:addContextFile" \
     -d '
   {
     "fileName": "FILE_NAME",
     "mimeType": "MIME_TYPE",
     "fileContents": "BASE64_ENCODED_FILE"
   }'
   

   Ganti kode berikut:

   • ENDPOINT_LOCATION: multi-region untuk permintaan API Anda. Tentukan salah satu nilai berikut:
     • us untuk multi-region Amerika Serikat
     • eu untuk multi-region Uni Eropa
     • global untuk lokasi Global
     Untuk mengetahui informasi selengkapnya, lihat Menentukan multi-region untuk penyimpanan data Anda.
   • PROJECT_ID: ID project Google Cloud Anda.
   • LOCATION: multi-region penyimpanan data Anda: global, us, atau eu
   • APP_ID: ID unik untuk aplikasi Gemini Enterprise.
   • SESSION_ID: ID sesi dari percakapan atau kueri sebelumnya.
   • FILE_NAME: nama file.
   • MIME_TYPE: jenis MIME file, misalnya, text/plain atau application/pdf. Untuk mengetahui informasi selengkapnya tentang berbagai jenis media, lihat Jenis Media.
   • BASE64_ENCODED_FILE: representasi file yang dienkode base64.

   Contoh perintah dan hasil

   # Create a sample file to upload
   export FILE_NAME="my_test_file.txt"
   export FILE_PATH="/tmp/${FILE_NAME}"
   echo "This is a sample text file to upload for the Gemini Enterprise assistant." > "${FILE_PATH}"
   echo "It contains a few lines of text." >> "${FILE_PATH}"
   
   # Base64 encode the file content
   export BASE64_ENCODED_FILE=$(base64 -w 0 "${FILE_PATH}")
   
   
   #Upload the file to the session using the curl command
   
   curl -X POST \
   -H "Authorization: Bearer $(gcloud auth print-access-token)" \
   -H "Content-Type: application/json" \
   "https://global-discoveryengine.googleapis.com/v1alpha/projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013:addContextFile" \
     -d '
   {
     "fileName": "my_test_file.txt",
     "mimeType": "text/plain",
     "fileContents": "'"$BASE64_ENCODED_FILE"'"
   }'
   
   # Response
   
   {
     "session": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013",
     "fileId": "123456789012345",
     "tokenCount": "24"
   }
   
   
   

   Untuk mengetahui informasi selengkapnya tentang kolom dan apa yang ditampilkan, lihat Isi respons.

   Catatan: Untuk melanjutkan percakapan dalam sesi yang sama, simpan nilai session dan fileId dari respons dan sertakan dalam kueri berikutnya.

2. Gunakan sesi yang sama untuk mengajukan pertanyaan tentang file yang Anda upload menggunakan the streamAssist method.

   REST

   curl -X POST \
   -H "Authorization: Bearer $(gcloud auth print-access-token)" \
   -H "Content-Type: application/json" \
   "https://ENDPOINT_LOCATION-discoveryengine.googleapis.com/v1alpha/projects/PROJECT_ID/locations/LOCATION/collections/default_collection/engines/APP_ID/assistants/default_assistant:streamAssist" \
     -d '
   {
     "session": "projects/PROJECT_ID/locations/global/collections/default_collection/engines/APP_ID/sessions/SESSION_ID",
     "fileIds": ["FILE_ID"],
     "query": {
       "text": "QUERY_TEXT_3"
     }
   }'
   
   

   Ganti kode berikut:

   • ENDPOINT_LOCATION: multi-region untuk permintaan API Anda. Tentukan salah satu nilai berikut:
     • us untuk multi-region Amerika Serikat
     • eu untuk multi-region Uni Eropa
     • global untuk lokasi Global
     Untuk mengetahui informasi selengkapnya, lihat Menentukan multi-region untuk penyimpanan data Anda.
   • PROJECT_ID: ID project Google Cloud Anda.
   • APP_ID: ID unik untuk aplikasi Gemini Enterprise.
   • LOCATION: multi-region penyimpanan data Anda: global, us, atau eu
   • QUERY_TEXT_3: teks kueri penelusuran.
   • SESSION_ID: ID sesi dari percakapan atau kueri sebelumnya.
   • FILE_ID: ID file yang Anda upload ke asisten.

   Contoh perintah dan hasil

   curl -X POST \
   -H "Authorization: Bearer $(gcloud auth print-access-token)" \
   -H "Content-Type: application/json" \
   "https://global-discoveryengine.googleapis.com/v1alpha/projects/my-project-123/locations/global/collections/default_collection/engines/my-app/assistants/default_assistant:streamAssist" \
     -d '
   {
     "session": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013",
     "fileIds": ["123456789012345"],
     "query": {
       "text": "Repeat the text in the file"
     }
   }'
   
   {
     "answer": {
       "name": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/123456789013/assistAnswers/123456789065",
       "state": "SUCCEEDED",
       "replies": [
         {
           "groundedContent": {},
           "replyId": "123456789009"
         },
         {
           "groundedContent": {},
           "replyId": "717422098702389109"
         }
       ],
       "diagnosticInfo": {
         "plannerSteps": [
           {
             "createTime": "2025-11-26T03:56:30.270018719Z",
             "queryStep": {
               "parts": [
                 {
                   "text": "repeat the text in the file"
                 },
                 {}
               ]
             }
           },
           {
             "createTime": "2025-11-26T03:56:32.976071976Z",
             "planStep": {
               "role": "MODEL",
               "planStepId": "717422098702389109",
               "parts": [
                 {
                   "text": "**Addressing the Repetition**\n"
                 }
               ]
             }
           },
           {
             "createTime": "2025-11-26T03:56:35.390573666Z",
             "planStep": {
               "planStepId": "717422098702389109",
               "parts": [
                 {
                   "text": "**Identifying User Intent**\n"
                 }
               ],
               "role": "MODEL"
             }
           },
           {
             "createTime": "2025-11-26T03:56:37.586889807Z",
             "planStep": {
               "planStepId": "717422098702389109",
               "parts": [
                 {
                   "text": "**Analyzing the Repetition**\n"
                 }
               ],
               "role": "MODEL"
             }
           },
           {
             "createTime": "2025-11-26T03:56:37.611172643Z",
             "planStep": {
               "parts": [
                 {
                   "text": "Of course. The text in the file `my_test_file.txt` is:\n\nThis is a sample text file to upload for the Gemini Enterprise assistant.\nIt contains a few lines of text.\n\nIs there anything else I can assist you with?"
                 }
               ],
               "role": "MODEL",
               "planStepId": "717422098702389109"
             }
           }
         ]
       }
     },
     "sessionInfo": {
       "session": "projects/my-project-123/locations/global/collections/default_collection/engines/my-app/sessions/8715627784376195363",
       "queryId": "2129985467851228910",
       "turnId": "8715627784376195363_2129985467851230549"
     },
     "assistToken": "NMwKDAjt9JnJBhCGypGkARIkNjkyMWQzZjktMDAwMC0yM2UyLWJlMjAtNTgyNDI5YTdhOTYw"
   }
   

   Untuk mengetahui informasi selengkapnya tentang kolom dan apa yang ditampilkan, lihat Isi respons.