{ "engine": "vLLM", "measurement": "Client wall time between token-bearing SSE events, using exact token IDs; first event excluded from decode rate", "single_active_request": true, "cases": [ { "request": { "model": "Naive-N0.5-Flash-NVFP4", "messages": [ { "role": "user", "content": "Explain how a hash table works in Python, including collisions, resizing, and time complexity. Write a detailed tutorial of at least 800 words." } ], "temperature": 0, "max_tokens": 256, "chat_template_kwargs": { "enable_thinking": false }, "stream": true, "stream_options": { "include_usage": true }, "return_token_ids": true }, "usage": { "prompt_tokens": 76, "total_tokens": 332, "completion_tokens": 256, "completion_tokens_details": { "reasoning_tokens": 0 } }, "content": "\n\n# How a Hash Table Works in Python: A Detailed Tutorial\n\nHash tables are one of the most fundamental data structures in computer science, and Python's built-in `dict` and `set` types are prime examples of their power. In this tutorial, we'll explore how hash tables work under the hood, including collision resolution, dynamic resizing, and the time complexity that makes them so efficient.\n\n## What Is a Hash Table?\n\nA hash table (also called a hash map) is a data structure that stores key-value pairs and provides extremely fast lookups, insertions, and deletions. The core idea is simple: use a **hash function** to convert a key into an integer index, then store the value at that index in an array (called a \"bucket array\" or \"hash table array\").\n\nFor example, if we want to store the value `\"apple\"` under the key `\"fruit\"`, we:\n\n1. Hash the key `\"fruit\"` to get an integer, say `42`.\n2. Store `(\"fruit\", \"apple\")` at index `42` in the underlying array.\n\nWhen we later want to retrieve the value for `\"fruit\"`, we hash it again to get `42`, go directly to that index, and", "reasoning": "", "wall_seconds": 4.582143737003207, "time_to_first_token_seconds": 0.07384467700467212, "decode_tokens": 255, "decode_seconds": 4.508216861999244, "decode_tokens_per_second": 56.56338366271847, "end_to_end_tokens_per_second": 55.869046169954494, "first_event_token_count": 1, "token_events": [ { "elapsed_seconds": 0.07384467700467212, "token_ids": [ 271 ] }, { "elapsed_seconds": 0.09076511300372658, "token_ids": [ 2 ] }, { "elapsed_seconds": 0.10822273500525625, "token_ids": [ 2585 ] }, { "elapsed_seconds": 0.12650671300070826, "token_ids": [ 264 ] }, { "elapsed_seconds": 0.14404003300296608, "token_ids": [ 6531 ] }, { "elapsed_seconds": 0.16141001900541596, "token_ids": [ 6633 ] }, { "elapsed_seconds": 0.1789165869995486, "token_ids": [ 21104 ] }, { "elapsed_seconds": 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311 ] }, { "elapsed_seconds": 4.528776393002772, "token_ids": [ 429 ] }, { "elapsed_seconds": 4.54670954500034, "token_ids": [ 1922 ] }, { "elapsed_seconds": 4.564022802005638, "token_ids": [ 11 ] }, { "elapsed_seconds": 4.5820615390039166, "token_ids": [ 323 ] } ] }, { "request": { "model": "Naive-N0.5-Flash-NVFP4", "messages": [ { "role": "user", "content": "Write a complete Python implementation of an LRU cache with type annotations, a detailed explanation, and examples. Include at least 800 words of explanation after the code." } ], "temperature": 0, "max_tokens": 256, "chat_template_kwargs": { "enable_thinking": false }, "stream": true, "stream_options": { "include_usage": true }, "return_token_ids": true }, "usage": { "prompt_tokens": 79, "total_tokens": 335, "completion_tokens": 256, "completion_tokens_details": { "reasoning_tokens": 0 } }, "content": "\n\n```python\nfrom collections import OrderedDict\nfrom typing import Any, Optional, Generic, TypeVar, Iterator\n\nK = TypeVar('K')\nV = TypeVar('V')\n\n\nclass LRUCache(Generic[K, V]):\n \"\"\"\n A thread-unsafe LRU (Least Recently Used) cache implementation.\n\n The cache has a fixed maximum size. When the cache is full and a new\n item is inserted, the least recently used item is evicted.\n\n Internally, this uses an OrderedDict to maintain insertion order,\n which we manipulate to track recency. The most recently used item\n is always at the end of the OrderedDict.\n \"\"\"\n\n def __init__(self, capacity: int) -> None:\n \"\"\"\n Initialize the LRU cache.\n\n Args:\n capacity: Maximum number of items the cache can hold.\n Must be a positive integer.\n\n Raises:\n ValueError: If capacity is not a positive integer.\n \"\"\"\n if not isinstance(capacity, int) or capacity <= 0:\n raise ValueError(\"Capacity must be a positive integer\")\n self._capacity = capacity\n self._cache: OrderedDict[K, V] = OrderedDict()\n\n def get(self, key: K) -> Optional[V]:\n", "reasoning": "", "wall_seconds": 4.583985562996531, "time_to_first_token_seconds": 0.0756074999953853, "decode_tokens": 255, "decode_seconds": 4.508299410998006, "decode_tokens_per_second": 56.562347961612076, "end_to_end_tokens_per_second": 55.84659822371995, "first_event_token_count": 1, "token_events": [ { "elapsed_seconds": 0.0756074999953853, "token_ids": [ 271 ] }, { "elapsed_seconds": 0.09308336099638836, "token_ids": [ 73594 ] }, { "elapsed_seconds": 0.11114105699380161, "token_ids": [ 12669 ] }, { "elapsed_seconds": 0.12809161999757634, "token_ids": [ 198 ] }, { "elapsed_seconds": 0.14605320599366678, "token_ids": [ 1499 ] }, { "elapsed_seconds": 0.16343967799912207, "token_ids": [ 15302 ] }, { "elapsed_seconds": 0.18167792500025826, "token_ids": [ 1159 ] }, { "elapsed_seconds": 0.19890273399505531, "token_ids": [ 53213 ] }, { "elapsed_seconds": 0.21666638299939223, "token_ids": [ 198 ] }, { "elapsed_seconds": 0.23451485300029162, "token_ids": [ 1499 ] }, { "elapsed_seconds": 0.2519532549995347, "token_ids": [ 19496 ] }, { "elapsed_seconds": 0.2699263100003009, "token_ids": [ 1159 ] }, { "elapsed_seconds": 0.28742917199997464, "token_ids": [ 5765 ] }, { "elapsed_seconds": 0.30527103199710837, "token_ids": [ 11 ] }, { "elapsed_seconds": 0.3229418060000171, "token_ids": [ 12256 ] }, { "elapsed_seconds": 0.340757855999982, "token_ids": [ 11 ] }, { "elapsed_seconds": 0.3589585049994639, "token_ids": [ 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The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nNow write a detailed tutorial of at least 800 words explaining database indexes and their tradeoffs." } ], "temperature": 0, "max_tokens": 256, "chat_template_kwargs": { "enable_thinking": false }, "stream": true, "stream_options": { "include_usage": true }, "return_token_ids": true }, "usage": { "prompt_tokens": 1685, "total_tokens": 1941, "completion_tokens": 256, "completion_tokens_details": { "reasoning_tokens": 0 } }, "content": "\n\n# Database Indexes: A Comprehensive Tutorial\n\n## Introduction\n\nDatabase indexes are one of the most powerful tools available for improving query performance, yet they come with significant tradeoffs that every developer and database administrator must understand. This tutorial provides a detailed exploration of database indexes, how they work, the different types available, and the critical tradeoffs involved in their use.\n\n## What Is a Database Index?\n\nA database index is a data structure that improves the speed of data retrieval operations on a database table at the cost of additional writes and storage space. Think of it like the index at the back of a book: instead of reading every page to find a specific topic, you look up the topic in the index, which tells you exactly which pages to turn to.\n\nWithout an index, a database must perform a **full table scan**\u2014reading every row in the table to find matching records. For a table with millions of rows, this can be catastrophically slow. With an appropriate index, the database can locate matching rows in a fraction of the time.\n\n## How Indexes Work\n\nMost modern databases use a **B-Tree** (balanced tree) structure for their indexes. 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4.701596099002927, "token_ids": [ 425 ] }, { "elapsed_seconds": 4.719516912002291, "token_ids": [ 12 ] }, { "elapsed_seconds": 4.737007886003994, "token_ids": [ 6533 ] }, { "elapsed_seconds": 4.754598005005391, "token_ids": [ 374 ] }, { "elapsed_seconds": 4.772235917000216, "token_ids": [ 264 ] }, { "elapsed_seconds": 4.789957701003004, "token_ids": [ 656 ] }, { "elapsed_seconds": 4.807422484002018, "token_ids": [ 83125 ] }, { "elapsed_seconds": 4.825029118001112, "token_ids": [ 8974 ] }, { "elapsed_seconds": 4.842253407005046, "token_ids": [ 4916 ] }, { "elapsed_seconds": 4.860282178000489, "token_ids": [ 821 ] }, { "elapsed_seconds": 4.877538847002143, "token_ids": [ 5944 ] }, { "elapsed_seconds": 4.895489717004239, "token_ids": [ 429 ] }, { "elapsed_seconds": 4.913578881998546, "token_ids": [ 31995 ] }, { "elapsed_seconds": 4.93109480500425, "token_ids": [ 10615 ] }, { "elapsed_seconds": 4.949013064004248, "token_ids": [ 821 ] }, { "elapsed_seconds": 4.966447229999176, "token_ids": [ 323 ] }, { "elapsed_seconds": 4.98427053100022, "token_ids": [ 6147 ] }, { "elapsed_seconds": 5.001865276004537, "token_ids": [ 26475 ] } ] }, { "request": { "model": "Naive-N0.5-Flash-NVFP4", "messages": [ { "role": "user", "content": "This is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nNow write a detailed tutorial of at least 800 words explaining database indexes and their tradeoffs." } ], "temperature": 0, "max_tokens": 256, "chat_template_kwargs": { "enable_thinking": false }, "stream": true, "stream_options": { "include_usage": true }, "return_token_ids": true }, "usage": { "prompt_tokens": 3845, "total_tokens": 4101, "completion_tokens": 256, "completion_tokens_details": { "reasoning_tokens": 0 } }, "content": "\n\n# Database Indexes: A Comprehensive Tutorial\n\n## Introduction\n\nDatabase indexes are one of the most powerful tools available for optimizing query performance, yet they come with significant tradeoffs that every developer and database administrator must understand. This tutorial will explore what indexes are, how they work, the different types available, and the critical tradeoffs involved in their use.\n\n## What Is a Database Index?\n\nA database index is a data structure that improves the speed of data retrieval operations on a database table at the cost of additional writes and storage space. Think of it like the index at the back of a book: instead of reading every page to find a topic, you look up the topic in the index and jump directly to the relevant pages.\n\nWithout an index, a database must perform a **full table scan** \u2014 reading every row in the table to find matching records. For a table with millions of rows, this can be prohibitively slow. With an index, the database can locate matching rows in a fraction of the time.\n\n## How Indexes Work\n\nMost modern databases use a **B-Tree** (balanced tree) structure for their indexes. A B-Tree is a self-balancing tree data structure that maintains sorted data and allows searches, sequential access, insertions, and", "reasoning": "", "wall_seconds": 5.118845220997173, "time_to_first_token_seconds": 0.6112903199973516, "decode_tokens": 255, "decode_seconds": 4.507490942000004, "decode_tokens_per_second": 56.57249305238865, "end_to_end_tokens_per_second": 50.01127968275042, "first_event_token_count": 1, "token_events": [ { "elapsed_seconds": 0.6112903199973516, "token_ids": [ 271 ] }, { "elapsed_seconds": 0.627843212998414, "token_ids": [ 2 ] }, { "elapsed_seconds": 0.6450880639968091, "token_ids": [ 9994 ] }, { "elapsed_seconds": 0.6636113049971755, "token_ids": [ 8008 ] }, { "elapsed_seconds": 0.6806966380027006, "token_ids": [ 288 ] }, { "elapsed_seconds": 0.6987386789987795, "token_ids": [ 25 ] }, { "elapsed_seconds": 0.7165722869976889, "token_ids": [ 362 ] }, { "elapsed_seconds": 0.7339396280003712, "token_ids": [ 66863 ] }, { "elapsed_seconds": 0.7519920959966839, "token_ids": [ 48007 ] }, { "elapsed_seconds": 0.7693016280027223, "token_ids": [ 271 ] }, { "elapsed_seconds": 0.7875724959958461, "token_ids": [ 565 ] }, { "elapsed_seconds": 0.8050334329964244, "token_ids": [ 28338 ] }, { "elapsed_seconds": 0.8228408799986937, "token_ids": [ 271 ] }, { "elapsed_seconds": 0.8407874929980608, "token_ids": [ 5988 ] }, { "elapsed_seconds": 0.8582770150023862, "token_ids": [ 24953 ] }, { "elapsed_seconds": 0.8766617500004941, "token_ids": [ 525 ] }, { "elapsed_seconds": 0.8938315939958557, "token_ids": [ 825 ] }, { "elapsed_seconds": 0.9115418389992556, "token_ids": [ 315 ] }, { "elapsed_seconds": 0.9290311709992238, "token_ids": [ 279 ] }, { "elapsed_seconds": 0.9470662120002089, "token_ids": [ 1429 ] }, { "elapsed_seconds": 0.9654181160003645, "token_ids": [ 7988 ] }, { "elapsed_seconds": 0.9826480530027766, "token_ids": [ 7375 ] }, { "elapsed_seconds": 0.9997727869995288, "token_ids": [ 2500 ] }, { "elapsed_seconds": 1.0183140959998127, "token_ids": [ 369 ] }, { "elapsed_seconds": 1.0360839339991799, "token_ids": [ 73042 ] }, { "elapsed_seconds": 1.0535183399988455, "token_ids": [ 3239 ] }, { "elapsed_seconds": 1.0713300330025959, "token_ids": [ 5068 ] }, { "elapsed_seconds": 1.0886210259996005, "token_ids": [ 11 ] }, { "elapsed_seconds": 1.1067053130027489, "token_ids": [ 3602 ] }, { "elapsed_seconds": 1.123966669998481, "token_ids": [ 807 ] }, { "elapsed_seconds": 1.1421874799998477, "token_ids": [ 2525 ] }, { "elapsed_seconds": 1.1597211909975158, "token_ids": [ 448 ] }, { "elapsed_seconds": 1.177762942003028, "token_ids": [ 5089 ] }, { "elapsed_seconds": 1.1955468520027352, "token_ids": [ 6559 ] }, { "elapsed_seconds": 1.2128724180001882, "token_ids": [ 32483 ] }, { "elapsed_seconds": 1.2302221930003725, "token_ids": [ 429 ] }, { "elapsed_seconds": 1.2481057479963056, "token_ids": [ 1449 ] }, { "elapsed_seconds": 1.2659732079991954, "token_ids": [ 15754 ] }, { "elapsed_seconds": 1.2835338399963803, "token_ids": [ 323 ] }, { "elapsed_seconds": 1.3012350010030787, "token_ids": [ 4625 ] }, { "elapsed_seconds": 1.318570452996937, "token_ids": [ 28093 ] }, { "elapsed_seconds": 1.336701913998695, "token_ids": [ 1969 ] }, { "elapsed_seconds": 1.353992857002595, "token_ids": [ 3535 ] }, { "elapsed_seconds": 1.3720416489959462, "token_ids": [ 13 ] }, { "elapsed_seconds": 1.3899189540024963, "token_ids": [ 1096 ] }, { "elapsed_seconds": 1.4072849639997003, "token_ids": [ 21514 ] }, { "elapsed_seconds": 1.425296358000196, "token_ids": [ 686 ] }, { "elapsed_seconds": 1.442783876998874, "token_ids": [ 13186 ] }, { "elapsed_seconds": 1.4609088669967605, "token_ids": [ 1128 ] }, { "elapsed_seconds": 1.4782626579981297, "token_ids": [ 24953 ] }, { "elapsed_seconds": 1.4959817470007692, "token_ids": [ 525 ] }, { "elapsed_seconds": 1.5142571819960722, "token_ids": [ 11 ] }, { "elapsed_seconds": 1.5316793390011298, "token_ids": [ 1246 ] }, { "elapsed_seconds": 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3.173981116997311, "token_ids": [ 382 ] }, { "elapsed_seconds": 3.1911020949992235, "token_ids": [ 26040 ] }, { "elapsed_seconds": 3.208111640000425, "token_ids": [ 458 ] }, { "elapsed_seconds": 3.2262283180025406, "token_ids": [ 1922 ] }, { "elapsed_seconds": 3.2439958920003846, "token_ids": [ 11 ] }, { "elapsed_seconds": 3.261596776996157, "token_ids": [ 264 ] }, { "elapsed_seconds": 3.2797932289977325, "token_ids": [ 4625 ] }, { "elapsed_seconds": 3.297117264002736, "token_ids": [ 1969 ] }, { "elapsed_seconds": 3.315148978996149, "token_ids": [ 2736 ] }, { "elapsed_seconds": 3.3322690759960096, "token_ids": [ 264 ] }, { "elapsed_seconds": 3.3500202849972993, "token_ids": [ 3070 ] }, { "elapsed_seconds": 3.3675133419965277, "token_ids": [ 8878 ] }, { "elapsed_seconds": 3.38561012900027, "token_ids": [ 1965 ] }, { "elapsed_seconds": 3.403449976001866, "token_ids": [ 8569 ] }, { "elapsed_seconds": 3.4209208089960157, "token_ids": [ 334 ] }, { "elapsed_seconds": 3.438055357997655, 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3.9876345459997538, "token_ids": [ 279 ] }, { "elapsed_seconds": 4.004852765996475, "token_ids": [ 4625 ] }, { "elapsed_seconds": 4.0227589159985655, "token_ids": [ 646 ] }, { "elapsed_seconds": 4.040317635997781, "token_ids": [ 24523 ] }, { "elapsed_seconds": 4.058535782001854, "token_ids": [ 12579 ] }, { "elapsed_seconds": 4.076625617999525, "token_ids": [ 6978 ] }, { "elapsed_seconds": 4.0939917669966235, "token_ids": [ 304 ] }, { "elapsed_seconds": 4.111220102997322, "token_ids": [ 264 ] }, { "elapsed_seconds": 4.129468776001886, "token_ids": [ 19419 ] }, { "elapsed_seconds": 4.147269451998, "token_ids": [ 315 ] }, { "elapsed_seconds": 4.1646137880015885, "token_ids": [ 279 ] }, { "elapsed_seconds": 4.1825581369994325, "token_ids": [ 882 ] }, { "elapsed_seconds": 4.200242601997161, "token_ids": [ 382 ] }, { "elapsed_seconds": 4.218372691000695, "token_ids": [ 565 ] }, { "elapsed_seconds": 4.235589928997797, "token_ids": [ 2585 ] }, { "elapsed_seconds": 4.2533134050027, "token_ids": 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4.801070246998279, "token_ids": [ 8974 ] }, { "elapsed_seconds": 4.818244627997046, "token_ids": [ 4916 ] }, { "elapsed_seconds": 4.836161965999054, "token_ids": [ 821 ] }, { "elapsed_seconds": 4.8536251170007745, "token_ids": [ 5944 ] }, { "elapsed_seconds": 4.871534382000391, "token_ids": [ 429 ] }, { "elapsed_seconds": 4.889266220998252, "token_ids": [ 31995 ] }, { "elapsed_seconds": 4.9066370479995385, "token_ids": [ 10615 ] }, { "elapsed_seconds": 4.923758496996015, "token_ids": [ 821 ] }, { "elapsed_seconds": 4.941787818999728, "token_ids": [ 323 ] }, { "elapsed_seconds": 4.959478413002216, "token_ids": [ 6147 ] }, { "elapsed_seconds": 4.977271397001459, "token_ids": [ 26475 ] }, { "elapsed_seconds": 4.995203507998667, "token_ids": [ 11 ] }, { "elapsed_seconds": 5.012465836000047, "token_ids": [ 51000 ] }, { "elapsed_seconds": 5.030295817996375, "token_ids": [ 2615 ] }, { "elapsed_seconds": 5.046937049002736, "token_ids": [ 11 ] }, { "elapsed_seconds": 5.065475322997372, "token_ids": [ 5656 ] }, { "elapsed_seconds": 5.082816643996921, "token_ids": [ 908 ] }, { "elapsed_seconds": 5.10058623200166, "token_ids": [ 11 ] }, { "elapsed_seconds": 5.118781261997356, "token_ids": [ 323 ] } ] }, { "request": { "model": "Naive-N0.5-Flash-NVFP4", "messages": [ { "role": "user", "content": "This is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nThis is background information for a technical documentation exercise. The system stores records and processes requests.\nNow write a detailed tutorial of at least 800 words explaining database indexes and their tradeoffs." } ], "temperature": 0, "max_tokens": 256, "chat_template_kwargs": { "enable_thinking": false }, "stream": true, "stream_options": { "include_usage": true }, "return_token_ids": true }, "usage": { "prompt_tokens": 7445, "total_tokens": 7701, "completion_tokens": 256, "completion_tokens_details": { "reasoning_tokens": 0 } }, "content": "\n\n# Database Indexes: A Comprehensive Tutorial\n\n## Introduction\n\nDatabase indexes are one of the most powerful tools available for optimizing query performance, yet they come with significant tradeoffs that every developer and database administrator must understand. This tutorial provides a detailed exploration of database indexes, how they work, their types, and the critical tradeoffs involved in their use.\n\n## What Is a Database Index?\n\nA database index is a data structure that improves the speed of data retrieval operations on a database table at the cost of additional writes and storage space. Think of it like the index at the back of a book: instead of reading every page to find a topic, you look up the topic in the index and jump directly to the relevant pages.\n\nWithout an index, a database must perform a **full table scan** \u2014 reading every row in the table to find matching records. For a table with millions of rows, this can be catastrophically slow. With an appropriate index, the database can locate the desired rows in a fraction of the time.\n\n## How Indexes Work\n\nMost modern databases use a **B-tree (balanced tree)** structure for their primary index type. A B-tree is a self-balancing tree data structure that maintains sorted data and allows searches, sequential access, insertions", "reasoning": "", "wall_seconds": 5.6314504710026085, "time_to_first_token_seconds": 1.1134077750029974, "decode_tokens": 255, "decode_seconds": 4.5179748500013375, "decode_tokens_per_second": 56.4412172413763, "end_to_end_tokens_per_second": 45.458981006437305, "first_event_token_count": 1, "token_events": [ { "elapsed_seconds": 1.1134077750029974, "token_ids": [ 271 ] }, { "elapsed_seconds": 1.1277985740016447, "token_ids": [ 2 ] }, { "elapsed_seconds": 1.1464411499982816, "token_ids": [ 9994 ] }, { "elapsed_seconds": 1.1637160680038505, "token_ids": [ 8008 ] }, { "elapsed_seconds": 1.1815965780042461, "token_ids": [ 288 ] }, { "elapsed_seconds": 1.1988583050042507, "token_ids": [ 25 ] }, { "elapsed_seconds": 1.2170242200008943, "token_ids": [ 362 ] }, { "elapsed_seconds": 1.2348674220047542, "token_ids": [ 66863 ] }, { "elapsed_seconds": 1.2523388160043396, "token_ids": [ 48007 ] }, { "elapsed_seconds": 1.270382029004395, "token_ids": [ 271 ] }, { "elapsed_seconds": 1.2877708340020035, "token_ids": [ 565 ] }, { "elapsed_seconds": 1.3055238160013687, "token_ids": [ 28338 ] }, { "elapsed_seconds": 1.3234041160030756, "token_ids": [ 271 ] }, { "elapsed_seconds": 1.3414980779998587, "token_ids": [ 5988 ] }, { "elapsed_seconds": 1.3595142100020894, "token_ids": [ 24953 ] }, { "elapsed_seconds": 1.3768037100016954, "token_ids": [ 525 ] }, { "elapsed_seconds": 1.393888873004471, "token_ids": [ 825 ] }, { "elapsed_seconds": 1.412170708004851, "token_ids": [ 315 ] }, { "elapsed_seconds": 1.4300352030040813, "token_ids": [ 279 ] }, { "elapsed_seconds": 1.4480355300038354, "token_ids": [ 1429 ] }, { "elapsed_seconds": 1.4653964509998332, "token_ids": [ 7988 ] }, { "elapsed_seconds": 1.4828091340023093, "token_ids": [ 7375 ] }, { "elapsed_seconds": 1.5011429590012995, "token_ids": [ 2500 ] }, { "elapsed_seconds": 1.5182542320035282, "token_ids": [ 369 ] }, { "elapsed_seconds": 1.536289012998168, "token_ids": [ 73042 ] }, { "elapsed_seconds": 1.5540619460007292, "token_ids": [ 3239 ] }, { "elapsed_seconds": 1.571631292004895, "token_ids": [ 5068 ] }, { "elapsed_seconds": 1.589533456004574, "token_ids": [ 11 ] }, { "elapsed_seconds": 1.6070554079997237, "token_ids": [ 3602 ] }, { "elapsed_seconds": 1.625425019999966, "token_ids": [ 807 ] }, { "elapsed_seconds": 1.6425461580001866, "token_ids": [ 2525 ] }, { "elapsed_seconds": 1.6602431630017236, "token_ids": [ 448 ] }, { "elapsed_seconds": 1.6782719240000006, "token_ids": [ 5089 ] }, { "elapsed_seconds": 1.6961455130003742, "token_ids": [ 6559 ] }, { "elapsed_seconds": 1.714062881001155, "token_ids": [ 32483 ] }, { "elapsed_seconds": 1.73140577400045, "token_ids": [ 429 ] }, { "elapsed_seconds": 1.7485247389995493, "token_ids": [ 1449 ] }, { "elapsed_seconds": 1.7668272369992337, "token_ids": [ 15754 ] }, { "elapsed_seconds": 1.7846548550005537, "token_ids": [ 323 ] }, { "elapsed_seconds": 1.8020650629987358, "token_ids": [ 4625 ] }, { "elapsed_seconds": 1.8202267910019145, "token_ids": [ 28093 ] }, { "elapsed_seconds": 1.8373249240030418, "token_ids": [ 1969 ] }, { "elapsed_seconds": 1.8553856240032474, "token_ids": [ 3535 ] }, { "elapsed_seconds": 1.8727947610022966, "token_ids": [ 13 ] }, { "elapsed_seconds": 1.8903330890025245, "token_ids": [ 1096 ] }, { "elapsed_seconds": 1.9084547140009818, "token_ids": [ 21514 ] }, { "elapsed_seconds": 1.92616749300214, "token_ids": [ 5707 ] }, { "elapsed_seconds": 1.9438756349991309, "token_ids": [ 264 ] }, { "elapsed_seconds": 1.9612851530037005, "token_ids": [ 11682 ] }, { "elapsed_seconds": 1.9788064739987021, "token_ids": [ 26403 ] }, { "elapsed_seconds": 1.9960808309988352, "token_ids": [ 315 ] }, { "elapsed_seconds": 2.0140863260021433, "token_ids": [ 4625 ] }, { "elapsed_seconds": 2.0319419570005266, "token_ids": [ 24953 ] }, { "elapsed_seconds": 2.0496239390049595, "token_ids": [ 11 ] }, { 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