{"id":99837,"date":"2025-03-03T04:07:50","date_gmt":"2025-03-03T00:37:50","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%aa%d9%88%d9%85%d8%a7%d8%b3%db%8c%d9%88%d9%86-ai-powered-gemma-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d9%85%d8%a7%d8%b3-%d8%a8%d8%a7-%d8%b9\/"},"modified":"2025-03-03T04:07:50","modified_gmt":"2025-03-03T00:37:50","slug":"%d8%a7%d8%aa%d9%88%d9%85%d8%a7%d8%b3%db%8c%d9%88%d9%86-ai-powered-gemma-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d9%85%d8%a7%d8%b3-%d8%a8%d8%a7-%d8%b9","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%aa%d9%88%d9%85%d8%a7%d8%b3%db%8c%d9%88%d9%86-ai-powered-gemma-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d9%85%d8%a7%d8%b3-%d8%a8%d8%a7-%d8%b9\/","title":{"rendered":"\u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 AI-Powered: Gemma \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0633 \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f"},"content":{"rendered":"<div data-article-id=\"2307132\" id=\"article-body\">\n<p>\u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u062c\u062f\u06cc\u062f \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0647\u06cc\u062c\u0627\u0646 \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062f\u06cc\u0631 \u0627\u0631\u0634\u062f Data &#038; AI \u0628\u0647 Accenture \u067e\u06cc\u0648\u0633\u062a\u0645 \u060c \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0631\u062f\u0645 &#8211; \u0641\u0631\u0645 \u0647\u0627\u06cc \u0628\u06cc \u0634\u0645\u0627\u0631 \u060c \u062a\u0646\u0638\u06cc\u0645 \u062d\u0633\u0627\u0628 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641. \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0634\u062f \u0645\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u0645:<\/p>\n<p>&#8220;\u0686\u06af\u0648\u0646\u0647 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0628\u0627 \u0642\u062f\u0631\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0627\u0631\u0645\u0646\u062f \u0631\u0627 \u062f\u0631 \u0633\u0648\u0627\u0631 \u0634\u062f\u0646 \u06a9\u0646\u062f \u0648 \u062a\u062c\u0631\u0628\u0647 \u0631\u0627 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u06a9\u0646\u062f \u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0648 \u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u062a\u06cc\u0645 \u0647\u0627\u06cc \u0645\u0646\u0627\u0628\u0639 \u0627\u0646\u0633\u0627\u0646\u06cc\u061f&#8221;<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0686\u06af\u0648\u0646\u06af\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 GEMMA \u062f\u0631 \u0631\u0627\u0633 AI \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f \u060c \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062f\u063a\u0627\u0645 API \u0628\u062f\u0648\u0646 \u062f\u0631\u0632 \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc Gemma \u062f\u0631 \u062a\u0641\u0633\u06cc\u0631 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u062e\u0627\u0631\u062c\u06cc \u0645\u0627\u0646\u0646\u062f \u0648\u0627\u06a9\u0634\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0634\u0631\u06a9\u062a \u0631\u0627 \u062a\u062d\u0631\u06cc\u06a9 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 Gemma \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f \u060c \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062f\u063a\u0627\u0645 API \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Vertex AI \u060c \u0645\u0627 GEMMA \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u062e\u0627\u0631\u062c\u06cc \u0645\u0627\u0646\u0646\u062f \u0648\u0627\u06a9\u0634\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0634\u0631\u06a9\u062a \u0631\u0627 \u062a\u062d\u0631\u06cc\u06a9 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p><strong>\u062a\u0645\u0627\u0633 \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0686\u06cc\u0633\u062a\u061f<\/strong><\/p>\n<p>\u062a\u0645\u0627\u0633 \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062a\u0648\u0627\u0628\u0639 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0648 \u0627\u062f\u063a\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0686\u062a \u0628\u0627\u0628\u0627\u062a \u060c \u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u0645\u062c\u0627\u0632\u06cc \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p><strong>\u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0633\u0648\u0627\u0631 \u0634\u062f\u0646 \u06a9\u0627\u0631\u0645\u0646\u062f \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong><\/p>\n<p>\u06cc\u06a9 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u060c \u062e\u0648\u062f\u06a9\u0627\u0631 \u0633\u0627\u0632\u06cc \u0633\u0648\u0627\u0631 \u0634\u062f\u0646 \u0628\u0647 \u06a9\u0627\u0631\u0645\u0646\u062f\u0627\u0646 \u062c\u062f\u06cc\u062f \u0627\u0633\u062a. \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0645\u062f\u0644 Gemma \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\u062b\u0628\u062a \u06a9\u0627\u0631\u0645\u0646\u062f \u062c\u062f\u06cc\u062f \u062f\u0631 CRM<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u062d\u0633\u0627\u0628 \u0648 \u0627\u0631\u0627\u0626\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc<\/li>\n<li>\u0627\u0631\u0633\u0627\u0644 \u0627\u06cc\u0645\u06cc\u0644 \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f<\/li>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u062c\u0644\u0633\u0627\u062a \u0622\u0645\u0648\u0632\u0634 \u0627\u0648\u0644\u06cc\u0647<\/li>\n<\/ol>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u062f\u0631 Vertex AI<\/strong><\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u060c \u0628\u0627\u06cc\u062f \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0631\u0627\u0633 AI \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 Google Cloud SDK \u0631\u0627 \u0646\u0635\u0628 \u0648 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f:<\/p>\n<p><code>pip install google-cloud-aiplatform<\/code><\/p>\n<p>\u0633\u067e\u0633 \u060c \u0645\u0634\u062a\u0631\u06cc vertex ai \u0631\u0627 \u0622\u063a\u0627\u0632 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from google.cloud import aiplatform\n\naiplatform.init(project=\"my-project\", location=\"us-central1\")\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642<\/strong><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u062f\u0631 \u0627\u062c\u0631\u0627\u06cc \u062a\u0648\u0627\u0628\u0639 \u0633\u0648\u0627\u0631\u06a9\u0627\u0631\u06cc \u060c \u0645\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 JSONL \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>{\"input\": \"Register new employee John Doe with email john@email.com and role Software Engineer\", \"function\": \"create_employee_record\", \"arguments\": {\"name\": \"John Doe\", \"email\": \"john@email.com\", \"role\": \"Software Engineer\"}}\n\n{\"input\": \"Provision access for Mary Johnson to the ERP system\", \"function\": \"provision_access\", \"arguments\": {\"employee_name\": \"Mary Johnson\", \"system\": \"ERP\"}}\n\n{\"input\": \"Send welcome email to Carla Smith\", \"function\": \"send_welcome_email\", \"arguments\": {\"recipient\": \"Carla Smith\"}}\n\n{\"input\": \"Schedule security training for Mark Lewis\", \"function\": \"schedule_training\", \"arguments\": {\"employee\": \"Mark Lewis\", \"training\": \"Security\"}}\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>bucket_name = \"my-bucket\"\ndataset_path = f\"gs:\/\/{bucket_name}\/dataset.jsonl\"\n\n# Upload the dataset\naiplatform.gcs_upload_file(\"dataset.jsonl\", dataset_path)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 GEMMA \u062f\u0631 Vertex AI<\/strong><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u060c \u0645\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 GEMMA \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API Vertex AI \u0622\u063a\u0627\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>tuning_job = aiplatform.CustomJob(\n    display_name=\"fine-tuning-gemma\",\n    script_path=\"train.py\",  # Training script\n    container_uri=\"us-docker.pkg.dev\/vertex-ai\/training\/tf-cpu.2-8:latest\",\n    args=[\"--dataset\", dataset_path]\n)\n\ntuning_job.run()\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a Train.Py \u0634\u0627\u0645\u0644 \u0645\u0646\u0637\u0642 \u062a\u0646\u0638\u06cc\u0645 \u0648\u0632\u0646 \u0645\u062f\u0644 \u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LORA (\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0631\u062a\u0628\u0647 \u067e\u0627\u06cc\u06cc\u0646) \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a.<\/p>\n<p><strong>\u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u062f\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647<\/strong><\/p>\n<p>\u0628\u0639\u062f \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>endpoint = aiplatform.Endpoint.create(\n    display_name=\"gemma-function-calling\",\n    model_name=tuning_job.model_name\n)\n\nresponse = endpoint.predict(instances=[{\"input\": \"Register new employee John Doe with email john@email.com and role Software Engineer\"}])\nprint(response)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0635\u062d\u06cc\u062d \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f \u060c \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p><strong>\u067e\u0627\u06cc\u0627\u0646<\/strong><\/p>\n<p>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 GEMMA \u062f\u0631 Vertex AI \u0631\u0648\u0634\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u062a\u0645\u0627\u0633 \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0633\u062a \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0648\u0638\u0627\u06cc\u0641 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u060c \u0645\u0627 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 AI \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u062f.<\/p>\n<p>\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f\u061f \u0633\u0648\u0627\u0644\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0631\u0647\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u06cc\u0627 \u0628\u0631\u06cc\u0645! \ud83d\ude80<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u062c\u062f\u06cc\u062f \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0647\u06cc\u062c\u0627\u0646 \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062f\u06cc\u0631 \u0627\u0631\u0634\u062f Data &#038; AI \u0628\u0647 Accenture \u067e\u06cc\u0648\u0633\u062a\u0645 \u060c \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0631\u062f\u0645 &#8211; \u0641\u0631\u0645 \u0647\u0627\u06cc \u0628\u06cc \u0634\u0645\u0627\u0631 \u060c \u062a\u0646\u0638\u06cc\u0645 \u062d\u0633\u0627\u0628 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641. \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0634\u062f \u0645\u0646 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":99838,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fgeso0uu569m49zp9subk.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-99837","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/99837","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=99837"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/99837\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/99838"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=99837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=99837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=99837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}