by BigCode· 1 years ago
Mid-size code model matching CodeLlama 13B quality at half the parameters.
Context Window
16K
Input Price
$0.07/M tokens
Output Price
$0.14/M tokens
Performance Profile
Strong mid-tier performance balancing capability and cost
Supports text + code — true multimodal capability
Fully open source — self-host, fine-tune, and customize without restrictions
7B parameter architecture for deep reasoning
vs similar-tier models
| Model | Input | Output | Context | Avg Score |
|---|---|---|---|---|
StarCoder2 7BCurrent BigCode | $0.07 | $0.14 | 16K | 48.5 |
o3-mini OpenAI | $1.10 | $4.40 | 200K | 86.3 |
DeepSeek-R1 DeepSeek | $0.55 | $2.19 | 128K | 87.0 |
Generate a function
<$0.001Spec → implementation with tests
500 in · 300 out
Review a 2,000-line PR
<$0.001Full pull request code review
10,000 in · 2,000 out
Refactor a 5,000-line module
$0.0025Major refactoring with explanations
25,000 in · 5,000 out
Analyze a full codebase
$0.0084Architecture analysis + recommendations
100,000 in · 10,000 out
Code generation
$2/mo
$0.08/day
PR reviews
$29/mo
$0.98/day
Codebase analysis
$139/mo
$5/day
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OpenAI
OpenAI's efficient reasoning model, optimized for speed while maintaining strong analytical capabilities.
Input
$1.10/M
Output
$4.40/M
Context
200K
DeepSeek
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Input
$0.55/M
Output
$2.19/M
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Input
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Output
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