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https://github.com/GoogleCloudPlatform/vertex-ai-samples.git
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16ccf889d3 |
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{
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@@ -27,7 +26,6 @@
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@@ -55,19 +53,19 @@
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},
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{
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"cell_type": "markdown",
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"id": "9ef820fb-1203-4cab-965f-17093a4ba25e",
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"metadata": {
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"id": "9ef820fb-1203-4cab-965f-17093a4ba25e"
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},
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"source": [
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"## Overview\n",
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"\n",
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"This tutorial demonstrates how to use Vertex AI to tune a PEFT large-language model (LLM) and make a prediction. This workflow improves a model's accuracy by fine-tuning a base model with a training dataset."
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"This tutorial demonstrates how to use Vertex AI to tune a PEFT large-language model (LLM) and make a prediction. This workflow improves a model's accuracy by fine-tuning a base model with a training dataset.\n",
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"\n",
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"Learn more about [Tune text models by using supervised tuning](https://cloud.google.com/vertex-ai/docs/generative-ai/models/tune-text-models-supervised)."
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]
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},
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{
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"id": "74b00940-376c-4056-90fb-d22c1ce6eedf",
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"metadata": {
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"id": "c6b43693-b20a-41bd-b5b8-5ad414517162",
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"metadata": {
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"id": "c6b43693-b20a-41bd-b5b8-5ad414517162"
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"id": "6d7b5435-e947-49bb-9ce3-aa8a42c30118",
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"metadata": {
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"id": "6d7b5435-e947-49bb-9ce3-aa8a42c30118"
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{
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"cell_type": "markdown",
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"id": "0cbf01f0-5f6e-4bcd-903f-84ccaad5332c",
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"metadata": {
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"id": "0cbf01f0-5f6e-4bcd-903f-84ccaad5332c"
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@@ -141,7 +136,6 @@
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{
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"cell_type": "code",
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"id": "d1f49723-9cbc-4fac-8e6d-48f33db68255",
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"metadata": {
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"id": "d1f49723-9cbc-4fac-8e6d-48f33db68255"
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@@ -152,7 +146,6 @@
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{
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"cell_type": "markdown",
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"id": "ff7f7e74-60d7-4032-b335-216564f43e35",
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"metadata": {
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"id": "ff7f7e74-60d7-4032-b335-216564f43e35"
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{
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"execution_count": null,
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"id": "5c10aa63-17a3-4162-a397-fe570a962cb3",
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"metadata": {
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"id": "5c10aa63-17a3-4162-a397-fe570a962cb3"
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{
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"id": "b37d4259-7e39-417b-8879-24f7575732c8",
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"metadata": {
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"id": "b37d4259-7e39-417b-8879-24f7575732c8"
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "caaf0d7e-c6cb-4e56-af5c-553db5180e00",
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"metadata": {
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"id": "caaf0d7e-c6cb-4e56-af5c-553db5180e00"
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{
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"cell_type": "markdown",
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"id": "054d794d-cd2e-4280-95ac-859b264ea2d6",
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"metadata": {
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"id": "054d794d-cd2e-4280-95ac-859b264ea2d6"
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "0121bf60-1acd-4272-afaf-aa54b4ded263",
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"metadata": {
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"id": "0121bf60-1acd-4272-afaf-aa54b4ded263"
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@@ -234,7 +222,6 @@
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},
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{
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"cell_type": "markdown",
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"id": "eac9e842-d225-4876-836f-afdb1937d800",
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"metadata": {
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"id": "eac9e842-d225-4876-836f-afdb1937d800"
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "23082eec-b1bd-4594-b5b5-56fe2b74db6f",
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"metadata": {
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"id": "23082eec-b1bd-4594-b5b5-56fe2b74db6f"
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},
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},
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{
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"cell_type": "markdown",
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"id": "3c20f923-3c46-4d6d-80d2-d7cb22b1a8da",
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"metadata": {
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"id": "3c20f923-3c46-4d6d-80d2-d7cb22b1a8da"
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@@ -274,7 +259,6 @@
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "60302a3f-fad9-452c-8998-a9c9822d2732",
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"metadata": {
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"id": "60302a3f-fad9-452c-8998-a9c9822d2732"
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},
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{
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"cell_type": "markdown",
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"id": "ac33116d-b079-46cb-9614-86326c211e00",
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"metadata": {
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"id": "ac33116d-b079-46cb-9614-86326c211e00"
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},
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{
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"cell_type": "markdown",
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"id": "52c100d7-172f-4578-a3bf-f6e6d193ee6b",
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"metadata": {
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"id": "52c100d7-172f-4578-a3bf-f6e6d193ee6b"
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "638142db-edea-47c2-a4be-f43e6ff4c6f0",
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"metadata": {
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"id": "638142db-edea-47c2-a4be-f43e6ff4c6f0"
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{
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"cell_type": "markdown",
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"id": "bf01f385-3c69-45ca-b72b-84fb45b15f25",
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"metadata": {
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"id": "bf01f385-3c69-45ca-b72b-84fb45b15f25"
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "a0eabc6a-c7cd-4964-8d27-a020a526b0d9",
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"metadata": {
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"id": "42eb59a2-a959-4cf2-b312-77c726baa361",
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"id": "42eb59a2-a959-4cf2-b312-77c726baa361"
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "b357b4b6-eb6b-404e-b5a8-2771519ce569",
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"metadata": {
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"id": "b357b4b6-eb6b-404e-b5a8-2771519ce569"
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{
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"execution_count": null,
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"id": "0f85a0f2-4ffe-4679-9a23-bc3c755e896a",
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"metadata": {
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"id": "0f85a0f2-4ffe-4679-9a23-bc3c755e896a"
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{
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"id": "f64a1440-c23c-4b7b-9b8a-e8a4ce600265",
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"id": "072a6ea1-c58a-4f9b-9569-6d68631dfed5",
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"id": "e6a924d0-a034-4e53-b240-03d356c7b7a6",
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{
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"execution_count": null,
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"id": "463729ba-ec3c-4302-95bf-80207b0f9e2d",
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