Vertex AI에서 Google 지도로 그라운딩

컬렉션을 사용해 정리하기 내 환경설정을 기준으로 콘텐츠를 저장하고 분류하세요.

  curl -i -X POST -H "Authorization: Bearer $(gcloud auth print-access-token)" -H "Content-Type: application/json" https://LOCATION-aiplatform.googleapis.com/v1/projects/maps-grounding/locations/LOCATION/publishers/google/models/MODEL_ID:generateContent -d '{
    "contents": [
      {
        "role": "USER",
        "parts": [
          {
            "text": PROMPT_TEXT
          }
        ]
      }
    ],
    "system_instruction": {
      "parts": [
        {
          "text": SYSTEM_INSTRUCTION
        }
      ]
    },
    "generation_config": {
      "temperature": 0.0,
      "top_p": 0.95,
      "top_k": 40
    },
    "tools": [
      {
        "googleMaps": {
          "authConfig": {
            "apiKeyConfig": {
              "apiKeyString": API_KEY
            }
          }
        }
      }
    ],
    "toolConfig": {
      "retrievalConfig": {
        "latLng": {
          "latitude": 40.730610,
          "longitude": -73.935242
        }
      }
    }
  }'

  #!/bin/bash

  # Set required variables
  PROJECT_ID=PROJECT_ID
  LOCATION=LOCATION
  API_KEY=API_KEY
  MODEL_ID=MODEL_ID
  PROMPT_TEXT=PROMPT_TEXT
  SYSTEM_INSTRUCTION=SYSTEM_INSTRUCTION

  # Construct the JSON payload
  # The location of New York City, NY, USA is lat: 40.730610, lon: -73.935242
  # additional documentation on this payload can be found at:
  # https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.publishers.models/generateContent
  JSON_PAYLOAD='{
    "contents": [
      {
        "role": "USER",
        "parts": [
          {
            "text": "'"$PROMPT_TEXT"'"
          }
        ]
      }
    ],
    "system_instruction": {
      "parts": [
        {
          "text": "'"$SYSTEM_INSTRUCTION"'"
        }
      ]
    },
    "generation_config": {
      "temperature": 0.0,
      "top_p": 0.95,
      "top_k": 40
    },
    "tools": [
      {
        "googleMaps": {
          "authConfig": {
            "apiKeyConfig": {
              "apiKeyString": "'"$API_KEY"'"
            }
          }
        }
      }
    ],
    "toolConfig": {
      "retrievalConfig": {
        "latLng": {
          "latitude": 40.730610,
          "longitude": -73.935242
        }
      }
    }
  }'

  BASE_URL="https://$LOCATION-aiplatform.googleapis.com/v1"

  # Execute the curl command
  curl -X POST \
    -H "Authorization: Bearer $(gcloud auth print-access-token)" \
    -H "Content-Type: application/json" \
    "$BASE_URL/projects/$PROJECT_ID/locations/$LOCATION/publishers/google/models/$MODEL_ID:generateContent" \
    -d "$JSON_PAYLOAD"

  {
    "candidates": [
      {
        "content": {
          "role": "model",
          "parts": [
            {
              "text": "Here are some restaurants near you:\n\n*   **Bella Blue:** This restaurant is 1.5 kilometers away (about 5.9 minutes). It has a 4.7-star rating and offers takeout, delivery, and dine-in options.\n*   **Bantry Bay Publick House:** This American restaurant is 878 meters away (approximately 2.8 minutes). It has a 4.6-star rating. Note that it is currently closed and will open at 11:00 AM.\n*   **Sunnyside Eats:** This food court is 3.0 kilometers away (about 11.1 minutes). It has a 4.4-star rating and is open now.\n*   **Court Square Diner:** This diner is 2.7 kilometers away (about 9.3 minutes). It has a 4.4-star rating and is open 24/7.\n*   **Bubby's:** This restaurant is 13.6 kilometers away (about 25.6 minutes) and has a 4.4-star rating."
            }
          ]
        },
        "finishReason": "STOP",
        "groundingMetadata": {
          "groundingChunks": [
            {
              "maps": {
                "uri": "https://maps.google.com/?cid=6527654009738952016",
                "title": "Sunnyside Eats",
                "text": "**About:**\n\n* **Type:** Food Court\n* **Address:** 40-05 Skillman Ave, Long Island City, NY 11104, USA\n* **Open Now:** Yes\n* **Rating:** 4.4 (305 reviews)\n* **Price Level:** Moderate\n* **Offers Takeout:** Yes\n* **Offers Delivery:** Yes\n* **Offers Dine-in:** Yes\n* **Good for Children:** Yes\n* **Live Music:** No\n* **Serves Dessert:** Yes\n* **Serves Lunch:** Yes\n* **Serves Dinner:** Yes\n* **Serves Vegetarian Food:** Yes\n\n**Opening Hours (local time):**\n\n* Monday: 6:00 AM – 12:00 AM\n* Tuesday: 6:00 AM – 12:00 AM\n* Wednesday: 6:00 AM – 12:00 AM\n* Thursday: 6:00 AM – 12:00 AM\n* Friday: 6:00 AM – 12:00 AM\n* Saturday: 6:00 AM – 12:00 AM\n* Sunday: 6:00 AM – 12:00 AM\n\n**Parking options:**\n\n* **Free parking lot:** Yes\n\n**Accessibility:**\n\n* **Wheelchair accessible parking:** No\n* **Wheelchair accessible entrance:** Yes\n\n**Payment options:**\n\n* **Credit Card:** Yes\n* **Debit Card:** Yes\n* **Cash Only:** No\n* **NFC:** Yes\n\n**Distance & Travel Time:**\n\n* 3.0 kilometers\n* 11.1 minutes"
              }
            },
            {
              "maps": {
                "uri": "https://maps.google.com/?cid=17852728553155586875",
                "title": "Bella Blue",
                "text": "**About:**\n\n* **Type:** Restaurant\n* **Address:** 3235 48th Ave, Long Island City, NY 11101, USA\n* **Open Now:** Yes\n* **Rating:** 4.7 (28 reviews)\n* **Price Level:** Moderate\n* **Takes Reservations:** Yes\n* **Offers Takeout:** Yes\n* **Offers Delivery:** Yes\n* **Offers Dine-in:** Yes\n* **Good for Children:** Yes\n* **Live Music:** No\n* **Serves Dessert:** Yes\n* **Serves Coffee:** Yes\n* **Serves Lunch:** Yes\n* **Serves Brunch:** Yes\n\n**Opening Hours (local time):**\n\n* Monday: 5:00 AM – 5:00 PM\n* Tuesday: 5:00 AM – 5:00 PM\n* Wednesday: 5:00 AM – 5:00 PM\n* Thursday: 5:00 AM – 5:00 PM\n* Friday: 5:00 AM – 5:00 PM\n* Saturday: Closed\n* Sunday: Closed\n\n**Parking options:**\n\n* **Valet parking:** No\n\n**Accessibility:**\n\n* **Wheelchair accessible entrance:** Yes\n\n**Payment options:**\n\n* **Credit Card:** Yes\n* **Debit Card:** Yes\n* **Cash Only:** No\n* **NFC:** Yes\n\n**Distance & Travel Time:**\n\n* 1.5 kilometers\n* 5.9 minutes"
              }
            },
            {
              "maps": {
                "uri": "https://maps.google.com/?cid=17506796222486207538",
                "title": "Court Square Diner",
                "text": "**About:**\n\n* **Type:** Diner\n* **Address:** 45-30 23rd St, Long Island City, NY 11101, USA\n* **Open Now:** Yes\n* **Rating:** 4.4 (3646 reviews)\n* **Price Level:** Inexpensive\n* **Phone:** (718) 392-1222\n* **Summary:** Diner open 24/7 with shiny retro look & massive menu serving American standards since 1946.\n* **Additional Summary:** Open 24/7, this diner serves comfort food including omelets, burgers, and challah French toast.\n* **Offers Takeout:** Yes\n* **Offers Delivery:** Yes\n* **Offers Dine-in:** Yes\n* **Good for Children:** Yes\n* **Allows Dogs:** No\n* **Has Restroom:** Yes\n* **Good for Groups:** Yes\n* **Outdoor Seating:** No\n* **Live Music:** No\n* **Menu for Children:** Yes\n* **Serves Cocktails:** Yes\n* **Serves Dessert:** Yes\n* **Serves Coffee:** Yes\n* **Good for Watching Sports:** No\n* **Serves Lunch:** Yes\n* **Serves Dinner:** Yes\n* **Serves Beer:** Yes\n* **Serves Wine:** Yes\n* **Serves Brunch:** Yes\n\n**Opening Hours (local time):**\n\n* Monday: Open 24 hours\n* Tuesday: Open 24 hours\n* Wednesday: Open 24 hours\n* Thursday: Open 24 hours\n* Friday: Open 24 hours\n* Saturday: Open 24 hours\n* Sunday: Open 24 hours\n\n**Parking options:**\n\n* **Paid parking lot:** No\n* **Free street parking:** Yes\n* **Paid street parking:** Yes\n* **Valet parking:** No\n\n**Accessibility:**\n\n* **Wheelchair accessible parking:** No\n* **Wheelchair accessible seating:** Yes\n\n**Payment options:**\n\n* **Credit Card:** Yes\n* **Debit Card:** Yes\n* **Cash Only:** No\n* **NFC:** Yes\n\n**Distance & Travel Time:**\n\n* 2.7 kilometers\n* 9.3 minutes"
              }
            },
            {
              "maps": {
                "uri": "https://maps.google.com/?cid=5611732157661087317",
                "title": "Bubby's",
                "text": "**About:**\n\n* **Type:** Restaurant\n* **Address:** 120 Hudson St, New York, NY 10013, USA\n* **Open Now:** Yes\n* **Rating:** 4.4 (7278 reviews)\n* **Price Level:** Moderate\n* **Phone:** (212) 219-0666\n* **Summary:** Weekend brunch hot spot serving homestyle American eats with many locally sourced ingredients.\n* **Additional Summary:** Classic, made-from-scratch American cooking is served at this beloved restaurant and pie shop with a diner vibe.\n* **Takes Reservations:** Yes\n* **Offers Takeout:** Yes\n* **Offers Delivery:** Yes\n* **Offers Dine-in:** Yes\n* **Good for Children:** Yes\n* **Has Restroom:** Yes\n* **Good for Groups:** Yes\n* **Outdoor Seating:** Yes\n* **Live Music:** No\n* **Menu for Children:** Yes\n* **Serves Cocktails:** Yes\n* **Serves Dessert:** Yes\n* **Serves Coffee:** Yes\n* **Good for Watching Sports:** No\n* **Serves Lunch:** Yes\n* **Serves Dinner:** Yes\n* **Serves Beer:** Yes\n* **Serves Wine:** Yes\n* **Serves Brunch:** Yes\n\n**Opening Hours (local time):**\n\n* Monday: 8:00 AM – 10:00 PM\n* Tuesday: 8:00 AM – 10:00 PM\n* Wednesday: 8:00 AM – 10:00 PM\n* Thursday: 8:00 AM – 10:00 PM\n* Friday: 8:00 AM – 10:00 PM\n* Saturday: 8:00 AM – 10:00 PM\n* Sunday: 8:00 AM – 10:00 PM\n\n**Parking options:**\n\n* **Paid parking lot:** No\n* **Free street parking:** Yes\n* **Paid street parking:** Yes\n* **Valet parking:** No\n\n**Accessibility:**\n\n* **Wheelchair accessible parking:** No\n* **Wheelchair accessible entrance:** Yes\n* **Wheelchair accessible restroom:** Yes\n* **Wheelchair accessible seating:** Yes\n\n**Payment options:**\n\n* **Credit Card:** Yes\n* **Debit Card:** Yes\n* **Cash Only:** No\n* **NFC:** Yes\n\n**Distance & Travel Time:**\n\n* 13.6 kilometers\n* 25.6 minutes"
              }
            },
            {
              "maps": {
                "uri": "https://maps.google.com/?cid=6091491943686568358",
                "title": "Bantry Bay Publick House",
                "text": "**About:**\n\n* **Type:** American Restaurant\n* **Address:** 33-01 Greenpoint Ave, Long Island City, NY 11101, USA\n* **Open Now:** No\n* **Rating:** 4.6 (582 reviews)\n* **Price Level:** Moderate\n* **Phone:** (718) 784-9500\n* **Summary:** Unfussy watering hole offering hearty, internationally inspired pub grub & draft beers.\n* **Additional Summary:** Casual American restaurant offering comfort food and a selection of beers, as well as sports on TV.\n* **Takes Reservations:** Yes\n* **Offers Takeout:** Yes\n* **Offers Delivery:** Yes\n* **Offers Dine-in:** Yes\n* **Allows Dogs:** No\n* **Has Restroom:** Yes\n* **Good for Groups:** Yes\n* **Outdoor Seating:** No\n* **Live Music:** No\n* **Menu for Children:** Yes\n* **Serves Cocktails:** Yes\n* **Serves Dessert:** Yes\n* **Serves Coffee:** Yes\n* **Good for Watching Sports:** Yes\n* **Serves Lunch:** Yes\n* **Serves Dinner:** Yes\n* **Serves Beer:** Yes\n* **Serves Wine:** Yes\n* **Serves Brunch:** Yes\n\n**Opening Hours (local time):**\n\n* Monday: 11:00 AM – 2:00 AM\n* Tuesday: 11:00 AM – 2:00 AM\n* Wednesday: 11:00 AM – 2:00 AM\n* Thursday: 11:00 AM – 2:00 AM\n* Friday: 11:00 AM – 2:00 AM\n* Saturday: 12:00 PM – 1:00 AM\n* Sunday: 12:00 PM – 1:00 AM\n\n**Parking options:**\n\n* **Free parking lot:** Yes\n* **Free street parking:** Yes\n* **Valet parking:** No\n\n**Accessibility:**\n\n* **Wheelchair accessible entrance:** Yes\n* **Wheelchair accessible restroom:** Yes\n* **Wheelchair accessible seating:** Yes\n\n**Payment options:**\n\n* **Credit Card:** Yes\n* **Debit Card:** Yes\n* **Cash Only:** No\n* **NFC:** Yes\n\n**Distance & Travel Time:**\n\n* 878 meters\n* 2.8 minutes"
              }
            }
          ],
          "groundingSupports": [
            {
              "segment": {
                "startIndex": 37,
                "endIndex": 116,
                "text": "*   **Bella Blue:** This restaurant is 1.5 kilometers away (about 5.9 minutes)."
              },
              "groundingChunkIndices": [
                1
              ],
              "confidenceScores": [
                0.95786446
              ]
            },
            {
              "segment": {
                "startIndex": 117,
                "endIndex": 192,
                "text": "It has a 4.7-star rating and offers takeout, delivery, and dine-in options."
              },
              "groundingChunkIndices": [
                1
              ],
              "confidenceScores": [
                0.97011536
              ]
            },
            {
              "segment": {
                "startIndex": 193,
                "endIndex": 299,
                "text": "*   **Bantry Bay Publick House:** This American restaurant is 878 meters away (approximately 2.8 minutes)."
              },
              "groundingChunkIndices": [
                4
              ],
              "confidenceScores": [
                0.6947031
              ]
            },
            {
              "segment": {
                "startIndex": 300,
                "endIndex": 325,
                "text": "It has a 4.6-star rating."
              },
              "groundingChunkIndices": [
                4
              ],
              "confidenceScores": [
                0.94997823
              ]
            },
            {
              "segment": {
                "startIndex": 326,
                "endIndex": 385,
                "text": "Note that it is currently closed and will open at 11:00 AM."
              },
              "groundingChunkIndices": [
                4
              ],
              "confidenceScores": [
                0.6143993
              ]
            },
            {
              "segment": {
                "startIndex": 386,
                "endIndex": 470,
                "text": "*   **Sunnyside Eats:** This food court is 3.0 kilometers away (about 11.1 minutes)."
              },
              "groundingChunkIndices": [
                0
              ],
              "confidenceScores": [
                0.9326993
              ]
            },
            {
              "segment": {
                "startIndex": 471,
                "endIndex": 512,
                "text": "It has a 4.4-star rating and is open now."
              },
              "groundingChunkIndices": [
                3,
                2,
                0
              ],
              "confidenceScores": [
                0.9840884,
                0.8849733,
                0.9861043
              ]
            },
            {
              "segment": {
                "startIndex": 513,
                "endIndex": 595,
                "text": "*   **Court Square Diner:** This diner is 2.7 kilometers away (about 9.3 minutes)."
              },
              "groundingChunkIndices": [
                2
              ],
              "confidenceScores": [
                0.82310444
              ]
            },
            {
              "segment": {
                "startIndex": 596,
                "endIndex": 638,
                "text": "It has a 4.4-star rating and is open 24/7."
              },
              "groundingChunkIndices": [
                2
              ],
              "confidenceScores": [
                0.8532716
              ]
            }
          ],
          "googleMapsWidgetContextToken": 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