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StarCoder2 15B on Fireworks AI

StarCoder 2 · ServiceNow Research

ProvisionedOpen Source

Last refreshed 2026-04-19. Next refresh: weekly.

Why use StarCoder2 15B on Fireworks AI?

Fireworks AI offers StarCoder2 15B with pay-as-you-go pricing at $0.20/1M input tokens. Fireworks AI offers a generative AI platform as a service, focusing on rapid product iteration and cost-efficient AI deployment.

Compare StarCoder2 15B across 3 providers to find the best fit for your use case
Input / 1M
$0.20
Output / 1M
$0.20
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
starcoder2-15b

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="starcoder2-15b",
    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.

Compare StarCoder2 15B Across Providers

ProviderInput (per 1M)Output (per 1M)
Fireworks AI$0.20$0.20
DeepInfra$0.20$0.60
NVIDIA NIM

Pricing

TypePrice (per 1M)
Input tokens$0.20
Output tokens$0.20

Capabilities

Structured Outputs

About StarCoder2 15B

StarCoder2-15B is a sophisticated large language model, expertly crafted for code generation and understanding. Developed by the BigCode project, it features 15 billion parameters and is trained on The Stack v2, a vast dataset of over 4 trillion tokens from more than 600 programming languages. Its advanced transformer decoder architecture, equipped with a grouped-query and sliding window attention mechanism and a Fill-in-the-Middle training objective, allows a context window of 16,384 tokens. In addition to generating and completing code, the model excels in tasks like code summarization and retrieving relevant snippets through natural language queries. The training leveraged NVIDIA's NeMo framework and the Eos Supercomputer, while usage is governed by the BigCode Open RAIL-M license, supporting royalty-free and commercial use.

FAQ

What does StarCoder2 15B cost on Fireworks AI?

On Fireworks AI, StarCoder2 15B costs $0.20 per 1M input tokens and $0.20 per 1M output tokens.

What is the context window for StarCoder2 15B on Fireworks AI?

StarCoder2 15B supports a 8,000 token context window on Fireworks AI.

How does Fireworks AI compare to other StarCoder2 15B providers?

StarCoder2 15B is available from 3 providers. The cheapest input pricing is $0.20/1M tokens from Fireworks AI.

Who created StarCoder2 15B?

StarCoder2 15B was created by ServiceNow Research as part of the StarCoder 2 model family.

Is StarCoder2 15B open source?

StarCoder2 15B is open source according to the seed data.

Get Started

Model Specs

Released2024-07-04
Parameters15B
Context8K
ArchitectureDecoder Only

GPU-Hour Providers(1)

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