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All estimates are approximations based on mathematical models and public specifications. Actual performance may vary. Do not make purchasing decisions based solely on these estimates.

Data sourced from Hugging Face, Ollama, and official model documentation. Model names and logos are trademarks of their respective owners.

© 2026 Will It Run AI — Fase Consulting Ibiza, S.L. (NIF: B57969656)

Home/Hardware/GPUs/AMD Instinct MI300A 128GB
AMD

AMD

AMD Instinct MI300A 128GB

InstinctDatacenterCDNA 3OAMROCm
128GB
VRAM
5.3kGB/s
Bandwidth
1.2kTFLOPS
FP16 Compute
2.4kTOPS
INT8 Inference
VRAM128 GBBandwidth5.3k GB/sCompute1.2k TFInference2.4k TOPS
AMD Instinct MI300A 128GBCategory AvgNVIDIA H200 141GB

Specifications

Compute
FP161200 TFLOPS
INT82400 TOPS
ArchitectureCDNA 3
Memory
VRAM128 GB
Bandwidth5300 GB/s
General
FamilyInstinct
SegmentDatacenter
InterconnectOAM
Compute PlatformROCM

Architecture

CDNA 3

CDNA 3 powers the Instinct MI300X (GPU-only, 192 GB HBM3) and MI300A (APU with integrated CPU). It features advanced packaging with up to 12 chiplets and native FP8 support for AI inference.

AI Relevance

The MI300X with 192 GB HBM3 can hold even the largest open-weight models (70B+ at full precision) entirely in GPU memory. FP8 support and mature ROCm stack make it a serious competitor to NVIDIA H100 for AI inference.

Process: TSMC 5nm + 6nmPlatform: ROCMPrecisions: FP64, FP32, TF32, FP16, BF16, FP8, INT8

Recommendations by Workload

Agentic Coding

B

Mistral Small 4 119B

This model is still usable for agentic-coding, but it is not the most specialized pick. It belongs to a current frontier family for local AI. It fits natively with comfortable headroom. Known channels: huggingface, lm-studio.

Decode 148.7 tok/s · 46K ctx · llama.cpp
88.3 GB / 128.0 GB VRAM

Chat

B

Mistral Small 4 119B

This model is a direct match for chat. It belongs to a current frontier family for local AI. It fits natively with comfortable headroom. Known channels: huggingface, lm-studio.

Decode 148.7 tok/s · 12K ctx · llama.cpp
87.1 GB / 128.0 GB VRAM

Coding

C

Qwen3-Coder-Next

This model is a direct match for coding. It belongs to a current frontier family for local AI. It fits natively with comfortable headroom. Known channels: huggingface, ollama, lm-studio.

Decode 230.4 tok/s · 32K ctx · llama.cpp
63.3 GB / 128.0 GB VRAM

RAG

B

Mistral Small 4 119B

This model is still usable for rag, but it is not the most specialized pick. It belongs to a current frontier family for local AI. It fits natively with comfortable headroom. Known channels: huggingface, lm-studio.

Decode 148.7 tok/s · 46K ctx · llama.cpp
88.3 GB / 128.0 GB VRAM

Reasoning

B

Mistral Small 4 119B

This model is a direct match for reasoning. It belongs to a current frontier family for local AI. It fits natively with comfortable headroom. Known channels: huggingface, lm-studio.

Decode 148.7 tok/s · 23K ctx · llama.cpp
87.3 GB / 128.0 GB VRAM

Full Model Compatibility

MistralMistral Small 4 119B
B57
119B87.3 GB149 tok/s23K ctx
moe
UnslothQwen3.5 122B A10B
B56
122B92.5 GB58 tok/s22K ctx
dense
CohereCommand A 111B
B55
111B98.8 GB55 tok/s21K ctx
dense
MistralMixtral 8x22B
C54
141B105.8 GB83 tok/s19K ctx
moe
AlibabaQwen 2.5 72B
C54
72B68.9 GB85 tok/s30K ctx
dense
AlibabaQwen 2.5 VL 72B
C53
72B68.9 GB85 tok/s30K ctx
dense
MetaLlama 3.3 70B
C53
70B67.3 GB87 tok/s30K ctx
dense
AlibabaQwen3-Coder-Next
C53
80B63.3 GB230 tok/s32K ctx
moe
MistralDevstral 2 123B Instruct
C52
123B107.9 GB49 tok/s19K ctx
dense
UnslothQwen3.5 35B A3B
C49
35B40.5 GB174 tok/s51K ctx
dense
Lmstudio-communityLQwen3.5 35B A3B
C49
35B40.5 GB174 tok/s51K ctx
dense
AlibabaQwen 2.5 Coder 32B
C49
32B38.2 GB190 tok/s54K ctx
dense
UnslothQwen3.5 27B
C48
27B34.4 GB225 tok/s60K ctx
dense
Unslothgemma 3 27b it
C48
27B34.4 GB225 tok/s60K ctx
dense
AlibabaQwen3-Coder 30B A3B Instruct
C48
30.5B33.1 GB516 tok/s62K ctx
moe
AlibabaQwen3-VL 30B A3B Instruct
C48
30B32.8 GB534 tok/s62K ctx
moe
MistralDevstral Small 2 24B Instruct
C48
24B32.1 GB253 tok/s64K ctx
dense
MistralDevstral Small 1.1
C47
24B32.1 GB253 tok/s64K ctx
dense
MistralCodestral 2 25.08
C47
22B30.6 GB277 tok/s67K ctx
dense
UnslothQwen3.5 9B
C46
9B20.6 GB676 tok/s99K ctx
dense
HauhauCSHQwen3.5 9B Uncensored HauhauCS Aggressive
C46
9B20.6 GB676 tok/s99K ctx
dense
Lmstudio-communityLQwen3.5 9B
C46
9B20.6 GB676 tok/s99K ctx
dense
BartowskiBMeta Llama 3.1 8B Instruct
C46
8B19.8 GB760 tok/s103K ctx
dense
XtunerXllava llama 3 8b v1 1
C45
8B19.8 GB760 tok/s103K ctx
dense
UnslothDeepSeek R1 0528 Qwen3 8B
C45
8B19.8 GB760 tok/s103K ctx
dense
MaziyarPanahiMMeta Llama 3 8B Instruct
C45
8B19.8 GB760 tok/s103K ctx
dense
TheBlokeTLlama 2 7B Chat
C45
7B19.1 GB869 tok/s107K ctx
dense
TheBlokeTMistral 7B Instruct v0.2
C45
7B19.1 GB869 tok/s107K ctx
dense
MaziyarPanahiMMistral 7B Instruct v0.3
C45
7B19.1 GB869 tok/s107K ctx
dense
UnslothQwen3.5 4B
C45
4B16.9 GB1521 tok/s121K ctx
dense
BartowskiBLlama 3.2 3B Instruct
C45
3B16.7 GB1752 tok/s123K ctx
dense
BartowskiBgemma 2 2b it
C45
2B16.1 GB2375 tok/s127K ctx
dense
Lmstudio-communityLgemma 3 4b it
C45
4B16.9 GB1521 tok/s121K ctx
dense
QwenQwen2.5 3B Instruct
C45
3B16.3 GB2027 tok/s125K ctx
dense
Googlegemma 2b
C45
2B15.7 GB3041 tok/s130K ctx
dense
TheDrummerTGemmasutra Mini 2B v1
C45
2B15.7 GB3041 tok/s130K ctx
dense
Hugging-quantsHLlama 3.2 1B Instruct Q8 0
C45
1B15.3 GB3896 tok/s134K ctx
dense
QwenQwen2.5 1.5B Instruct
C45
1.5B15.4 GB3710 tok/s133K ctx
dense
TheBlokeTTinyLlama 1.1B Chat v1.0
C45
1.1B15.2 GB3710 tok/s135K ctx
dense
Ggml-orgGSmolVLM 500M Instruct
C45
0.5B14.9 GB3896 tok/s137K ctx
dense
Ggml-orgGembeddinggemma 300M
C45
0.3B14.7 GB3896 tok/s139K ctx
dense
DeepSeekDeepSeek R1 671B
F0
671B428.8 GB26 tok/s5K ctx
moe
Z.aiGLM-5
F0
744B473.8 GB24 tok/s4K ctx
moe
Moonshot AIKimi K2.5
F0
1000B628.7 GB19 tok/s4K ctx
moe
MistralMistral Large 3
F0
675B431.9 GB26 tok/s5K ctx
+1moe
AlibabaQwen3-Coder 480B A35B Instruct
F0
480B312.0 GB35 tok/s7K ctx
moe
DeepSeekDeepSeek V3 671B
F0
671B428.8 GB26 tok/s5K ctx
moe
AlibabaQwen 3 235B A22B
F0
235B160.5 GB69 tok/s13K ctx
moe
UnslothQwen3.5 397B A17B
F0
397B317.9 GB15 tok/s6K ctx
dense
MetaLlama 4 Maverick 17B 128E
F0
400B260.4 GB46 tok/s8K ctx
moe

Just out of reach

Models you could run with an upgrade

High-quality models that need a bit more memory

DeepSeekDeepSeek R1 671B
671BTier 5Needs ~434.6 GB
Z.aiGLM-5
744BTier 5Needs ~480.0 GB
Moonshot AIKimi K2.5
1000BTier 5Needs ~633.7 GB
MistralMistral Large 3
675BTier 5Needs ~438.3 GB
AlibabaQwen3-Coder 480B A35B Instruct
480BTier 5Needs ~317.4 GB

Upgrade paths

Upgrade from AMD Instinct MI300A 128GB

See what you unlock with more powerful hardware

Upgrade options

Upgrade options

NVIDIANVIDIA H200 141GBNext step up
141 GB VRAM (+13)
A
Unlocks Qwen 3 235B A22B, DeepSeek Coder V2 236B, DeepSeek V2.5 236B+8% faster avg

~$30,000 MSRP

NVIDIAB100 192GBBiggest leap
192 GB VRAM (+64)8000 GB/s (+2700)
A
Unlocks Qwen 3 235B A22B, DeepSeek Coder V2 236B, DeepSeek V2.5 236B+80% faster avg

 

AMDAMD Instinct MI325X 256GBAMD upgrade
256 GB VRAM (+128)6000 GB/s (+700)
A
Unlocks Qwen 3 235B A22B, Llama 4 Maverick 17B 128E, DeepSeek Coder V2 236B+4 more · +16% faster avg

 

AMDAMD Instinct MI350X 288GBBest value
288 GB VRAM (+160)8000 GB/s (+2700)
A
Unlocks Qwen3-Coder 480B A35B Instruct, Qwen 3 235B A22B, Llama 4 Maverick 17B 128E+5 more · +54% faster avg

~$8,000 MSRP

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