Mac Studio M3 Ultra 256GBOpção econômica
256 GB Unified (+160)
B
Adds memory headroom for longer context windows and future model growth.42 tok/s decodificação
Adds memory headroom for longer context windows and future model growth.
~$6,999 MSRP
Can Granite Code 3B run on RTX PRO 6000 Blackwell Server Edition 96GB?
YES — Runs Great
B59Good
Estimated from fit model
Granite Code 3B needs ~15.1 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~42 tok/s.
Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced
Operating mode
Choose the run profile you care about
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Q4_K_M (Medium quality) — 15.1 GB, 42.0 tok/s, Runs well
15.1 GB required96.0 GB available
16% VRAM used
Fit status
Runs well
Decode
42.0 tok/s
TTFT
4610 ms
Safe context
8K
Memory
15.1 GB / 96.0 GB
Memory breakdown
Weights1.8 GB
KV Cache2.5 GB
Runtime1.2 GB
Headroom9.6 GB
See how fast it feels
See how fast it feelsGranite Code 3B on RTX PRO 6000 Blackwell Server Edition 96GB
1st promptCold start — includes initialization
>Write a Python function to sort a list
Here's a Python function that sorts a list using quicksort:
def quicksort(arr):
if len(arr) <= 1:
return arr
pivot = arr[len(arr) // 2]
left = [x for x in arr if x < pivot]
middle = [x for x in arr if x == pivot]
right = [x for x in arr if x > pivot]
return quicksort(left) + middle + quicksort(right)
# Example usage
numbers = [3, 6, 8, 10, 1, 2, 1]
print(quicksort(numbers)) # [1, 1, 2, 3, 6, 8, 10]
The algorithm picks a pivot, partitions the list into smaller, equal, and larger elements, then recursively sorts each partition and concatenates the results.
2nd promptWarm — model ready, no init overhead
>Now add type hints and a docstring
def quicksort(arr: list[int]) -> list[int]:
"""Sort a list using the quicksort algorithm.
Args:
arr: List of integers to sort.
Returns:
A new sorted list.
"""
if len(arr) <= 1:
return arr
pivot = arr[len(arr) // 2]
left = [x for x in arr if x < pivot]
middle = [x for x in arr if x == pivot]
right = [x for x in arr if x > pivot]
return quicksort(left) + middle + quicksort(right)
Added type hints for the input and return type, plus a Google-style docstring.
Estimated: 42.0 tok/s decode · 4.6s TTFT (warm) · 105 tok/s prefill
What limits this setup
This setup is broadly balanced for this model.
No major red flags
This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.
Best improvement path
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | B | Runs well | 42.0 tok/s | 2514 ms | 8K |
| Coding | B | Runs well | 42.0 tok/s | 4610 ms | 8K |
| Agentic Coding | B | Runs well | 42.0 tok/s | 6705 ms | 8K |
| Reasoning | B | Runs well | 42.0 tok/s | 5448 ms | 8K |
| RAG | B | Runs well | 42.0 tok/s | 8381 ms | 8K |
Quantization options
How Granite Code 3B (3B params) fits at each quantization level on RTX PRO 6000 Blackwell Server Edition 96GB (96.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 1.2 GB | Low | B55 |
Q3_K_S | 3 | 1.5 GB | Low | B55 |
NVFP4 | 4 | 1.7 GB | Medium | B55 |
Q4_K_M | 4 | 1.8 GB | Medium | B55 |
Q5_K_M | 5 | 2.2 GB | High | B55 |
Q6_K | 6 | 2.5 GB | High | B55 |
Q8_0 | 8 | 3.2 GB | Very High | B55 |
F16Best for your GPU | 16 | 6.1 GB | Maximum | B55 |
Get started
Copy-paste commands to run Granite Code 3B on your machine.
Run
ollama run granite-code:3bOpções de upgrade
Hardware que roda bem Granite Code 3B
Frequently asked questions
Can RTX PRO 6000 Blackwell Server Edition 96GB run Granite Code 3B?
Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Granite Code 3B with a B grade (Runs well). Expected decode speed: 42.0 tok/s.
How much VRAM does Granite Code 3B need?
Granite Code 3B (3B parameters) requires approximately 15.1 GB of memory with Q4_K_M quantization.
What is the best quantization for Granite Code 3B?
The recommended quantization for Granite Code 3B is Q4_K_M, which balances quality and memory efficiency.
What speed will Granite Code 3B run at on RTX PRO 6000 Blackwell Server Edition 96GB?
On RTX PRO 6000 Blackwell Server Edition 96GB, Granite Code 3B achieves approximately 42.0 tokens per second decode speed with a time-to-first-token of 4610ms using Q4_K_M quantization.
Can RTX PRO 6000 Blackwell Server Edition 96GB run Granite Code 3B for coding?
For coding workloads, Granite Code 3B on RTX PRO 6000 Blackwell Server Edition 96GB receives a B grade with 42.0 tok/s and 8K context.
What context window can Granite Code 3B use on RTX PRO 6000 Blackwell Server Edition 96GB?
On RTX PRO 6000 Blackwell Server Edition 96GB, Granite Code 3B can safely use up to 8K tokens of context. The model's official context limit is 8K, but available memory constrains the safe maximum.
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