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Tune Code Generation Model
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Tune a pre-trained code generation model.
Code sample
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[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],[],[],[],null,["# Tune Code Generation Model\n\nTune a pre-trained code generation model.\n\nCode sample\n-----------\n\n### Python\n\n\nBefore trying this sample, follow the Python setup instructions in the\n[Vertex AI quickstart using\nclient libraries](/vertex-ai/docs/start/client-libraries).\n\n\nFor more information, see the\n[Vertex AI Python API\nreference documentation](/python/docs/reference/aiplatform/latest).\n\n\nTo authenticate to Vertex AI, set up Application Default Credentials.\nFor more information, see\n\n[Set up authentication for a local development environment](/docs/authentication/set-up-adc-local-dev-environment).\n\n from __future__ import annotations\n\n import os\n\n import https://cloud.google.com/python/docs/reference/vertexai/latest/\n from vertexai.language_models import CodeGenerationModel\n\n PROJECT_ID = os.getenv(\"GOOGLE_CLOUD_PROJECT\")\n\n\n def tune_code_generation_model() -\u003e CodeGenerationModel:\n # Initialize Vertex AI\n https://cloud.google.com/python/docs/reference/vertexai/latest/.init(project=PROJECT_ID, location=\"us-central1\")\n\n model = CodeGenerationModel.from_pretrained(\"code-bison@002\")\n\n # TODO(developer): Update the training data path\n tuning_job = model.tune_model(\n training_data=\"gs://cloud-samples-data/ai-platform/generative_ai/headline_classification.jsonl\",\n tuning_job_location=\"europe-west4\",\n tuned_model_location=\"us-central1\",\n )\n\n print(tuning_job._status)\n # Example response:\n # ...\n # pipeline_job = aiplatform.PipelineJob.get('projects/1234567890/locations/europe-west4/pipelineJobs/tune...\n # PipelineState.PIPELINE_STATE_PENDING\n return model\n\nWhat's next\n-----------\n\n\nTo search and filter code samples for other Google Cloud products, see the\n[Google Cloud sample browser](/docs/samples?product=generativeaionvertexai)."]]