Coder‑Large is a 32 B‑parameter offspring of Qwen 2.5‑Instruct that has been further trained on permissively‑licensed GitHub, CodeSearchNet and synthetic bug‑fix corpora. It supports a 32k context window, enabling multi‑file refactoring or …
Model details →Arcee AI: Coder Large vs Morph: Morph V3 Fast
Arcee AI: Coder Large wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
Morph's fastest apply model for code edits. ~10,500 tokens/sec with 96% accuracy for rapid code transformations. The model requires the prompt to be in the following format: <instruction>{instruction}</instruction> <code>{initial_code}</c…
Model details →Side-by-side comparison
| Capability | Arcee AI: Coder Large | Morph: Morph V3 Fast | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 33K | 82K | 🏆 Morph: Morph V3 Fast |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.50 | $0.80 | 🏆 Arcee AI: Coder Large |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.80 | $1.20 | 🏆 Arcee AI: Coder Large |
| Tool / function calling First-class support for emitting structured tool calls. | — | — | Tie |
| Vision input Accepts image inputs alongside text. | — | — | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | — | — | Tie |
Frequently asked questions
Is Arcee AI: Coder Large better than Morph: Morph V3 Fast?
Arcee AI: Coder Large wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Arcee AI: Coder Large and Morph: Morph V3 Fast?
Input: $0.50 vs $0.80 per 1M tokens. Output: $0.80 vs $1.20 per 1M tokens.
What context windows do Arcee AI: Coder Large and Morph: Morph V3 Fast support?
Arcee AI: Coder Large supports up to 33K tokens. Morph: Morph V3 Fast supports up to 82K tokens.
Do both Arcee AI: Coder Large and Morph: Morph V3 Fast support tool calling?
Arcee AI: Coder Large: not advertised. Morph: Morph V3 Fast: not advertised.