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StarCoder2 3B on Fireworks AI

StarCoder 2 · ServiceNow Research

ProvisionedOpen Source

Last refreshed 2026-04-15. Next refresh: weekly.

Why use StarCoder2 3B on Fireworks AI?

Fireworks AI offers StarCoder2 3B with pay-as-you-go pricing at $0.10/1M input tokens. Fireworks AI offers a generative AI platform as a service, focusing on rapid product iteration and cost-efficient AI deployment.

Input / 1M
$0.10
Output / 1M
$0.10
Cache
Not sourced
Batch
Not sourced

Setup recipe

Python + curl
Install
pip install openai
Auth
export FIREWORKS_API_KEY=...
Call
import os
from openai import OpenAI
client = OpenAI(
    api_key=os.environ["FIREWORKS_API_KEY"],
Model ID
starcoder2-3b

Request example

import os
from openai import OpenAI

client = OpenAI(
    api_key=os.environ["FIREWORKS_API_KEY"],
    base_url="https://api.fireworks.ai/inference/v1"
)
response = client.chat.completions.create(
    model="starcoder2-3b",
    messages=[{"role": "user", "content": "Hello"}]
)
print(response.choices[0].message.content)

Gotchas

  • Fireworks model IDs use "accounts/fireworks/models/{model-name}" format, e.g. "accounts/fireworks/models/llama4-scout-instruct-basic" or "accounts/fireworks/models/deepseek-r1".
  • The examples expect FIREWORKS_API_KEY; rename it only if your application config maps the new variable.

Pricing

TypePrice (per 1M)
Input tokens$0.10
Output tokens$0.10

Capabilities

No model capability flags are currently sourced.

About StarCoder2 3B

StarCoder2-3B is a 3-billion parameter large language model developed by the BigCode project, focusing on code generation tasks. Its architecture features a transformer decoder with grouped-query and sliding window attention, trained using the Fill-in-the-Middle objective. The model supports a context window of 16,384 tokens, allowing it to handle large contexts for tasks like code completion and translation across 17 programming languages. However, it is not designed for direct instruction-following. Its efficiency is enhanced by a Grouped Query Attention mechanism and availability in quantized versions for lower memory usage, though users should note that the generated code may not be error-free 25.

FAQ

What does StarCoder2 3B cost on Fireworks AI?

On Fireworks AI, StarCoder2 3B costs $0.10 per 1M input tokens and $0.10 per 1M output tokens.

What is the context window for StarCoder2 3B on Fireworks AI?

StarCoder2 3B supports a 8,000 token context window on Fireworks AI.

Who created StarCoder2 3B?

StarCoder2 3B was created by ServiceNow Research as part of the StarCoder 2 model family.

Is StarCoder2 3B open source?

StarCoder2 3B is open source according to the seed data.

Get Started

Model Specs

Released2024-07-04
Parameters3B
Context8K
ArchitectureDecoder Only

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