Gemini 2.5 Flash Lite

Text Generation • Google

google/gemini-2.5-flash-lite

  • Third-party
  • Zero data retention

Google's lightest and most cost-efficient Gemini 2.5 model for high-throughput tasks.

Model Info
Context Window ↗ 1,000,000 tokens
Terms and License link ↗
More information link ↗
Zero data retention Yes
Request formats Chat Completions
Pricing <ul><li>Input (per 1M tokens)$0.10</li><li>Output (per 1M tokens)$0.40</li><li>Cached input (per 1M tokens)$0.01</li></ul>

Usage

const response = await env.AI.run(
  'google/gemini-2.5-flash-lite',
  { contents: [{ parts: [{ text: 'What are the three laws of thermodynamics?' }], role: 'user' }] },
)
console.log(response)
curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \
  --header "Authorization: Bearer $CLOUDFLARE_API_TOKEN" \
  --header "Content-Type: application/json" \
  --data '{
  "model": "google/gemini-2.5-flash-lite",
  "input": {
    "contents": [
      {
        "parts": [
          {
            "text": "What are the three laws of thermodynamics?"
          }
        ],
        "role": "user"
      }
    ]
  }
}'
The three laws of thermodynamics are fundamental principles that describe the behavior of energy and matter. Here they are:

1.  **The Zeroth Law of Thermodynamics:**
    *   **Statement:** If two systems are each in thermal equilibrium with a third system, then they are in thermal equilibrium with each other.
    *   **In simpler terms:** This law essentially defines the concept of temperature. If object A is the same temperature as object B, and object B is the same temperature as object C, then object A must also be the same temperature as object C. It allows us to use thermometers to measure temperature, as they achieve thermal equilibrium with the object being measured.

2.  **The First Law of Thermodynamics (Conservation of Energy):**
    *   **Statement:** Energy cannot be created or destroyed, only transferred or changed from one form to another. In a closed system, the total energy remains constant.
    *   **In simpler terms:** This is the law of conservation of energy. It means that the amount of energy in the universe is fixed. You can't get energy out of nowhere, and you can't make energy disappear. It can be converted, for example, from chemical energy in fuel to heat and kinetic energy in a car engine, but the total amount of energy stays the same.
    *   **Mathematical representation:** $\Delta U = Q - W$
        *   $\Delta U$ is the change in internal energy of the system.
        *   $Q$ is the heat added to the system.
        *   $W$ is the work done by the system.

3.  **The Second Law of Thermodynamics (Entropy):**
    *   **Statement:** In any isolated system, the total entropy (a measure of disorder or randomness) can only increase over time, or remain constant in ideal cases where the system is in a steady state or undergoing a reversible process. It never decreases.
    *   **In simpler terms:** This law explains why certain processes happen spontaneously and others don't. It's often described as "things tend to get messier." Heat naturally flows from hotter objects to colder objects, never the other way around spontaneously. Engines are never 100% efficient because some energy is always lost as unusable heat, increasing the overall entropy of the universe.
    *   **Implications:**
        *   It dictates the direction of spontaneous processes.
        *   It explains why perpetual motion machines of the second kind (which would convert all heat into work without any losses) are impossible.
        *   It suggests that the universe is heading towards a state of maximum entropy, often referred to as "heat death."

These three laws are fundamental to understanding how energy works in everything from chemical reactions and engines to living organisms and the universe as a whole.
{
  "candidates": [
    {
      "avgLogprobs": -0.2047232930570739,
      "content": {
        "parts": [
          {
            "text": "The three laws of thermodynamics are fundamental principles that describe the behavior of energy and matter. Here they are:\n\n1.  **The Zeroth Law of Thermodynamics:**\n    *   **Statement:** If two systems are each in thermal equilibrium with a third system, then they are in thermal equilibrium with each other.\n    *   **In simpler terms:** This law essentially defines the concept of temperature. If object A is the same temperature as object B, and object B is the same temperature as object C, then object A must also be the same temperature as object C. It allows us to use thermometers to measure temperature, as they achieve thermal equilibrium with the object being measured.\n\n2.  **The First Law of Thermodynamics (Conservation of Energy):**\n    *   **Statement:** Energy cannot be created or destroyed, only transferred or changed from one form to another. In a closed system, the total energy remains constant.\n    *   **In simpler terms:** This is the law of conservation of energy. It means that the amount of energy in the universe is fixed. You can't get energy out of nowhere, and you can't make energy disappear. It can be converted, for example, from chemical energy in fuel to heat and kinetic energy in a car engine, but the total amount of energy stays the same.\n    *   **Mathematical representation:** $\\Delta U = Q - W$\n        *   $\\Delta U$ is the change in internal energy of the system.\n        *   $Q$ is the heat added to the system.\n        *   $W$ is the work done by the system.\n\n3.  **The Second Law of Thermodynamics (Entropy):**\n    *   **Statement:** In any isolated system, the total entropy (a measure of disorder or randomness) can only increase over time, or remain constant in ideal cases where the system is in a steady state or undergoing a reversible process. It never decreases.\n    *   **In simpler terms:** This law explains why certain processes happen spontaneously and others don't. It's often described as \"things tend to get messier.\" Heat naturally flows from hotter objects to colder objects, never the other way around spontaneously. Engines are never 100% efficient because some energy is always lost as unusable heat, increasing the overall entropy of the universe.\n    *   **Implications:**\n        *   It dictates the direction of spontaneous processes.\n        *   It explains why perpetual motion machines of the second kind (which would convert all heat into work without any losses) are impossible.\n        *   It suggests that the universe is heading towards a state of maximum entropy, often referred to as \"heat death.\"\n\nThese three laws are fundamental to understanding how energy works in everything from chemical reactions and engines to living organisms and the universe as a whole."
          }
        ],
        "role": "model"
      },
      "finishReason": "STOP"
    }
  ],
  "createTime": "2026-04-28T19:34:41.622271Z",
  "gatewayMetadata": {
    "keySource": "BYOK"
  },
  "modelVersion": "gemini-2.5-flash-lite",
  "responseId": "0Qvxab_9Jc-R9LsPkdy1uAo",
  "usageMetadata": {
    "candidatesTokenCount": 586,
    "candidatesTokensDetails": [
      {
        "modality": "TEXT",
        "tokenCount": 586
      }
    ],
    "promptTokenCount": 8,
    "promptTokensDetails": [
      {
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    ],
    "totalTokenCount": 594,
    "trafficType": "ON_DEMAND"
  }
}

Examples

<details>

<summary>With System Instruction — Using a system instruction to set context</summary>

const response = await env.AI.run(
  'google/gemini-2.5-flash-lite',
  {
    contents: [{ parts: [{ text: 'How do I read a JSON file in Python?' }], role: 'user' }],
    generationConfig: { temperature: 0.3 },
    systemInstruction: {
      parts: [{ text: 'You are a helpful coding assistant specializing in Python.' }],
    },
  },
)
console.log(response)
curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run \
  --header "Authorization: Bearer $CLOUDFLARE_API_TOKEN" \
  --header "Content-Type: application/json" \
  --data '{
  "model": "google/gemini-2.5-flash-lite",
  "input": {
    "contents": [
      {
        "parts": [
          {
            "text": "How do I read a JSON file in Python?"
          }
        ],
        "role": "user"
      }
    ],
    "generationConfig": {
      "temperature": 0.3
    },
    "systemInstruction": {
      "parts": [
        {
          "text": "You are a helpful coding assistant specializing in Python."
        }
      ]
    }
  }
}'

``` Reading a JSON file in Python is a straightforward process thanks to the built-injson` module. Here's a breakdown of how to do it, along with explanations and examples:

The Core Concept

JSON (JavaScript Object Notation) is a lightweight data-interchange format. Python's json module provides functions to:

  • json.load(): Reads a JSON document from a file-like object and parses it into a Python object (dictionaries, lists, strings, numbers, booleans, and None).
  • json.loads(): Reads a JSON document from a string and parses it into a Python object.

Since you're asking about reading from a file, json.load() is the function you'll primarily use.

Steps to Read a JSON File

  1. Import the json module: python import json

  2. Open the JSON file: You need to open the file in read mode ('r'). It's best practice to use a with statement, which ensures the file is automatically closed even if errors occur. python with open('your_file.json', 'r') as f: # File operations will go here Replace 'your_file.json' with the actual path to your JSON file.

  3. Load the JSON data: Use json.load() to read the content from the opened file object and convert it into a Python data structure. python with open('your_file.json', 'r') as f: data = json.load(f)

Example

Let's assume you have a JSON file named data.json with the following content:

{
  "name": "Alice",
  "age": 30,
  "isStudent": false,
  "courses": [
    {"title": "Math", "credits": 3},
    {"title": "Science", "credits": 4}
  ],
  "address": {
    "street": "123 Main St",
    "city": "Anytown"
  }
}

Here's the Python code to read this file:

import json

try:
    with open('data.json', 'r') as f:
        data = json.load(f)

# Now 'data' is a Python dictionary
    print(f"Name: {data['name']}")
    print(f"Age: {data['age']}")
    print(f"Is Student: {data['isStudent']}")
    print("Courses:")
    for course in data['courses']:
        print(f"  - {course['title']} ({course['credits']} credits)")
    print(f"City: {data['address']['city']}")

except FileNotFoundError:
    print("Error: The file 'data.json' was not found.")
except json.JSONDecodeError:
    print("Error: Could not decode JSON from the file. Please check its format.")
except Exception as e:
    print(f"An unexpected error occurred: {e}")

Explanation of the Example:

  • import json: Imports the necessary module.
  • with open('data.json', 'r') as f:: Opens data.json in read mode. The file object is assigned to the variable f.
  • data = json.load(f): Reads the entire content of the file f and parses it. The resulting Python object (in this case, a dictionary) is stored in the data variable.
  • Accessing Data: You can then access the data using standard Python dictionary and list indexing:
    • data['name'] accesses the value associated with the "name" key.
    • data['courses'] accesses the list of courses.
    • data['courses'][0] accesses the first course dictionary.
    • data['courses'][0]['title'] accesses the title of the first course.
  • Error Handling: The try...except block is crucial for robust code.
    • FileNotFoundError: Catches the case where data.json doesn't exist.
    • json.JSONDecodeError: Catches errors if the file's content is not valid JSON.
    • Exception: A general catch-all for any other unexpected errors.