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Spiegare e correggere gli errori con l'aiuto di Gemini
Questo documento descrive come puoi utilizzare
Gemini in Colab Enterprise, un prodotto
del portafoglio Gemini for Google Cloud,
per spiegare e correggere gli errori in un notebook Colab Enterprise.
Questo documento è rivolto ad analisti di dati, data scientist e
sviluppatori di dati che lavorano con Colab Enterprise. Presuppone che tu sappia come scrivere codice in un ambiente notebook.
Panoramica
Quando esegui codice che genera un errore, Gemini in
Colab Enterprise può suggerire una correzione o spiegare l'errore per aiutarti a
risolvere il problema.
Sign in to your Google Cloud account. If you're new to
Google Cloud,
create an account to evaluate how our products perform in
real-world scenarios. New customers also get $300 in free credits to
run, test, and deploy workloads.
Enable the Vertex AI, Cloud AI Companion, Dataform, and Compute Engine APIs.
Per ottenere le autorizzazioni
necessarie per utilizzare Gemini in Colab Enterprise,
chiedi all'amministratore di concederti i
seguenti ruoli IAM sul progetto:
Nel menu Regione, seleziona la regione che contiene il notebook.
Fai clic sul notebook che vuoi aprire.
In una cella di codice del notebook, inserisci il codice che contiene un errore
e poi esegui la cella. Ad esempio, potresti inserire
print(a + random()) senza definire a.
Dopo l'esecuzione della cella di codice, Colab Enterprise stampa un
messaggio di errore sotto la cella di codice. Se
Gemini in Colab Enterprise ha una spiegazione
per questo errore, viene visualizzato un pulsante Spiega errore.
Fai clic sul pulsante Spiega l'errore.
Colab Enterprise apre una finestra di dialogo di chat che contiene una spiegazione dell'errore. La finestra di dialogo potrebbe anche includere consigli e modifiche suggerite per risolvere il problema.
Dopo aver valutato i contenuti, puoi eseguire una delle seguenti operazioni:
Se Gemini fornisce una modifica del codice suggerita nella sua
risposta, puoi fare clic su:
Accetta per aggiornare il codice nel notebook.
Accetta ed esegui per aggiornare ed eseguire il codice.
Annulla per rifiutare la modifica.
Utilizza la finestra di dialogo della chat per discutere dell'errore con
Gemini.
Per chiudere la finestra di dialogo della chat, fai clic su
closeChiudi.
Disattiva Gemini in Colab Enterprise
Per disattivare Gemini in Colab Enterprise per un
Google Cloud progetto, un amministratore deve disattivare l'API Gemini for Google Cloud. Vedi
Disabilitare i servizi.
[[["Facile da capire","easyToUnderstand","thumb-up"],["Il problema è stato risolto","solvedMyProblem","thumb-up"],["Altra","otherUp","thumb-up"]],[["Difficile da capire","hardToUnderstand","thumb-down"],["Informazioni o codice di esempio errati","incorrectInformationOrSampleCode","thumb-down"],["Mancano le informazioni o gli esempi di cui ho bisogno","missingTheInformationSamplesINeed","thumb-down"],["Problema di traduzione","translationIssue","thumb-down"],["Altra","otherDown","thumb-down"]],["Ultimo aggiornamento 2025-09-04 UTC."],[],[],null,["# Explain and fix errors with Gemini assistance\n=============================================\n\n|\n| **Preview**\n|\n|\n| This feature is subject to the \"Pre-GA Offerings Terms\" in the General Service Terms section\n| of the [Service Specific Terms](/terms/service-terms#1).\n|\n| Pre-GA features are available \"as is\" and might have limited support.\n|\n| For more information, see the\n| [launch stage descriptions](/products#product-launch-stages).\n\nThis document describes how you can use\nGemini in Colab Enterprise, which is a product\nin the [Gemini for Google Cloud](/gemini/docs/overview) portfolio,\nto help you explain and fix errors in a Colab Enterprise notebook.\n\nLearn [how and when Gemini\nfor Google Cloud uses your data](/gemini/docs/discover/data-governance).\n\nThis document is intended for data analysts, data scientists, and\ndata developers who work with Colab Enterprise. It assumes you have\nknowledge of how to write code in a notebook environment.\n\nOverview\n--------\n\nWhen you run code that generates an error, Gemini in\nColab Enterprise can suggest a fix or explain the error to help you\nresolve the issue.\n\nBefore you begin\n----------------\n\n| As an early-stage technology, Gemini for Google Cloud\n| products can generate output that seems plausible but is factually incorrect. We recommend that you\n| validate all output from Gemini for Google Cloud products before you use it.\n| For more information, see\n| [Gemini for Google Cloud and responsible AI](/gemini/docs/discover/responsible-ai).\n\n1. [Ensure that\n Gemini in Colab Enterprise is set up for your\n Google Cloud user account and project.](/gemini/docs/colab/set-up-gemini)\n- Sign in to your Google Cloud account. If you're new to Google Cloud, [create an account](https://console.cloud.google.com/freetrial) to evaluate how our products perform in real-world scenarios. New customers also get $300 in free credits to run, test, and deploy workloads.\n-\n\n\n Enable the Vertex AI, Cloud AI Companion, Dataform, and Compute Engine APIs.\n\n\n [Enable the APIs](https://console.cloud.google.com/flows/enableapi?apiid=aiplatform.googleapis.com, cloudaicompanion.googleapis.com, dataform.googleapis.com, compute.googleapis.com)\n\n-\n\n\n Enable the Vertex AI, Cloud AI Companion, Dataform, and Compute Engine APIs.\n\n\n [Enable the APIs](https://console.cloud.google.com/flows/enableapi?apiid=aiplatform.googleapis.com, cloudaicompanion.googleapis.com, dataform.googleapis.com, compute.googleapis.com)\n\n### Required roles\n\n\nTo get the permissions that\nyou need to use Gemini in Colab Enterprise,\n\nask your administrator to grant you the\nfollowing IAM roles on the project:\n\n- [Colab Enterprise User](/iam/docs/roles-permissions/aiplatform#aiplatform.colabEnterpriseUser) (`roles/aiplatform.colabEnterpriseUser`)\n- [Gemini for Google Cloud User](/iam/docs/roles-permissions/cloudaicompanion#cloudaicompanion.user) (`roles/cloudaicompanion.user`)\n\n\nFor more information about granting roles, see [Manage access to projects, folders, and organizations](/iam/docs/granting-changing-revoking-access).\n\n\nYou might also be able to get\nthe required permissions through [custom\nroles](/iam/docs/creating-custom-roles) or other [predefined\nroles](/iam/docs/roles-overview#predefined).\n| One or more of the required roles includes the `dataform.repositories.list` permission. Users who are granted the `dataform.repositories.list` permission or the [Code Creator\n| (`roles/dataform.codeCreator`)](/iam/docs/understanding-roles#dataform.codeCreator) role in a project can list the names of code assets in that project by using the Dataform API or the Dataform command-line interface (CLI). Non-administrators using BigQuery Studio can only see code assets that they created or that were shared with them.\n\nExplain and fix an error\n------------------------\n\nTo use Gemini for Google Cloud to explain and fix\nan error in your code, do the following:\n\n1. In the Google Cloud console, go to\n the Colab Enterprise **My notebooks** page.\n\n [Go to My notebooks](https://console.cloud.google.com/vertex-ai/colab/notebooks)\n2. In the **Region** menu, select the region that contains your notebook.\n\n3. Click the notebook that you want to open.\n\n4. In a code cell of your notebook, enter code that contains an error,\n and then run the cell. For example, you might enter\n `print(a + random())` without defining `a`.\n\n After your code cell runs, Colab Enterprise prints an\n error message below your code cell. If\n Gemini in Colab Enterprise has an explanation\n for this error, an **Explain error** button appears.\n5. Click the **Explain error** button.\n\n Colab Enterprise opens a chat dialog that contains an\n explanation of the error. The dialog might also include recommendations\n and suggested changes for how to resolve the problem.\n6. After evaluating the content, you can do any of the following:\n\n - If Gemini provides a suggested code edit in its response, you can click:\n - **Accept** to update the code in your notebook.\n - **Accept and run** to update and run the code.\n - **Cancel** to reject the edit.\n - Use the chat dialog to discuss the error with Gemini.\n7. To close the chat dialog, click\n close **Close**.\n\nTurn off Gemini in Colab Enterprise\n-----------------------------------\n\n\nTo turn off Gemini in Colab Enterprise for a\nGoogle Cloud project, an administrator must turn off the\nGemini for Google Cloud API. See\n[Disabling services](/service-usage/docs/enable-disable#disabling).\n\n\nTo turn off Gemini in Colab Enterprise for a specific user, an\nadministrator needs to revoke the\n[Gemini for\nGoogle Cloud User](/iam/docs/understanding-roles#cloudaicompanion.user) (`roles/cloudaicompanion.user`) role for that user. See\n[Revoke\na single IAM role](/iam/docs/granting-changing-revoking-access#revoke-single-role).\n\nWhat's next\n-----------\n\n- Read the [Gemini for Google Cloud\n overview](/gemini/docs/overview).\n\n- For more ways to write and edit code with Gemini\n assistance, see the following:\n\n - [Chat about your notebook with Gemini](/colab/docs/chat)\n - [Use code completion and code generation](/colab/docs/use-code-completion)\n - [Explain code cells](/colab/docs/explain-cells)\n - [Use the Data Science Agent](/colab/docs/use-data-science-agent)\n- Learn [how Gemini for Google Cloud uses\n your data](/gemini/docs/discover/data-governance)."]]