{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d75247ed",
   "metadata": {},
   "source": [
    "# Retries\n",
    "\n",
    "Retries are disabled by default. Retries can be enabled with the following example.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "299065b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metrics for: azure/gpt-4o\n",
      "{\n",
      "  \"attempted_request_count\": 1,\n",
      "  \"successful_response_count\": 1,\n",
      "  \"failed_response_count\": 0,\n",
      "  \"failure_rate\": 0.0,\n",
      "  \"requests_with_retries\": 1,\n",
      "  \"retries\": 2,\n",
      "  \"retry_rate\": 0.6666666666666666,\n",
      "  \"compute_duration_seconds\": 2.6571085453033447,\n",
      "  \"compute_duration_per_response_seconds\": 2.6571085453033447,\n",
      "  \"cache_hit_rate\": 0.0,\n",
      "  \"streaming_responses\": 0,\n",
      "  \"responses_with_tokens\": 1,\n",
      "  \"prompt_tokens\": 14,\n",
      "  \"completion_tokens\": 8,\n",
      "  \"total_tokens\": 22,\n",
      "  \"tokens_per_response\": 22.0,\n",
      "  \"responses_with_cost\": 1,\n",
      "  \"input_cost\": 3.5000000000000004e-05,\n",
      "  \"output_cost\": 8e-05,\n",
      "  \"total_cost\": 0.000115,\n",
      "  \"cost_per_response\": 0.000115\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# Copyright (c) 2024 Microsoft Corporation.\n",
    "# Licensed under the MIT License\n",
    "\n",
    "import json\n",
    "import logging\n",
    "import os\n",
    "\n",
    "from dotenv import load_dotenv\n",
    "from graphrag_llm.completion import LLMCompletion, create_completion\n",
    "from graphrag_llm.config import AuthMethod, ModelConfig, RetryConfig, RetryType\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "logging.basicConfig(level=logging.CRITICAL)\n",
    "\n",
    "\n",
    "api_key = os.getenv(\"GRAPHRAG_API_KEY\")\n",
    "model_config = ModelConfig(\n",
    "    model_provider=\"azure\",\n",
    "    model=os.getenv(\"GRAPHRAG_MODEL\", \"gpt-4o\"),\n",
    "    azure_deployment_name=os.getenv(\"GRAPHRAG_MODEL\", \"gpt-4o\"),\n",
    "    api_base=os.getenv(\"GRAPHRAG_API_BASE\"),\n",
    "    api_version=os.getenv(\"GRAPHRAG_API_VERSION\", \"2025-04-01-preview\"),\n",
    "    api_key=api_key,\n",
    "    auth_method=AuthMethod.AzureManagedIdentity if not api_key else AuthMethod.ApiKey,\n",
    "    retry=RetryConfig(\n",
    "        type=RetryType.ExponentialBackoff, max_retries=7, base_delay=2.0, jitter=True\n",
    "    ),\n",
    "    # Internal option to test error handling and retries\n",
    "    failure_rate_for_testing=0.5,  # type: ignore\n",
    ")\n",
    "\n",
    "llm_completion: LLMCompletion = create_completion(model_config)\n",
    "\n",
    "response = llm_completion.completion(\n",
    "    messages=\"What is the capital of France?\",\n",
    ")\n",
    "\n",
    "print(f\"Metrics for: {llm_completion.metrics_store.id}\")\n",
    "print(json.dumps(llm_completion.metrics_store.get_metrics(), indent=2))"
   ]
  }
 ],
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