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Training & Fine-Tuning Cost Leaderboard

Find the cheapest way to train or fine-tune any AI model.

311 models · 14 methods · 60 GPUs

🥇#1QLoRA

Qwen 2.5 · 7.6B

GPU
T4
Time
6.7h
Cost
$0.80
Quality
88%
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🥈#2QLoRA

Qwen 3 · 8.2B

GPU
T4
Time
7.2h
Cost
$0.86
Quality
88%
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🥉#3GaLore

Qwen 2.5 · 1.5B

GPU
T4
Time
1.3h
Cost
$0.16
Quality
97%
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#4GaLore

Qwen 2.5 · 3.1B

GPU
T4
Time
2.7h
Cost
$0.32
Quality
97%
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#5QLoRA

Llama 3.1 · 8B

GPU
T4
Time
7.0h
Cost
$0.84
Quality
88%
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#6ReFT

Qwen 3 · 4B

GPU
T4
Time
3.5h
Cost
$0.42
Quality
83%
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#7ReFT

Llama 3.2 · 3.2B

GPU
T4
Time
2.8h
Cost
$0.34
Quality
83%
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#8ReFT

Qwen 3 · 32.8B

GPU
H100 SXM
Time
1.9h
Cost
$3.6
Quality
83%
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#9GaLore

Llama 3.2 · 1.2B

GPU
T4
Time
1.1h
Cost
$0.13
Quality
97%
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#10QLoRA

Llama 3 · 8B

GPU
T4
Time
7.0h
Cost
$0.84
Quality
88%
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#11QLoRA

Llama 3.1 · 70.6B

GPU
H100 SXM
Time
4.1h
Cost
$7.7
Quality
88%
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#12QLoRA

Llama 3.1 · 70.6B

GPU
H100 SXM
Time
4.1h
Cost
$7.7
Quality
88%
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#13QLoRA

Llama 3.1 · 70.6B

GPU
H100 SXM
Time
4.1h
Cost
$7.7
Quality
88%
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#14NEFTune

Gemma 3 · 1B

GPU
T4
Time
53m
Cost
$0.11
Quality
85%
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#15QLoRA

BioMistral · 7.2B

GPU
T4
Time
6.3h
Cost
$0.76
Quality
88%
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#16QLoRA

NV EmbedQA · 7.2B

GPU
T4
Time
6.3h
Cost
$0.76
Quality
88%
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#17QLoRA

Mistral · 7.3B

GPU
T4
Time
6.4h
Cost
$0.77
Quality
88%
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#18NEFTune

TinyLlama · 1.1B

GPU
T4
Time
58m
Cost
$0.12
Quality
85%
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#19NEFTune

TinyLlama · 1.1B

GPU
T4
Time
58m
Cost
$0.12
Quality
85%
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#20QLoRA

Qwen 2.5 · 14.8B

GPU
T4
Time
13h
Cost
$1.6
Quality
88%
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#21QLoRA

Qwen 2.5 · 72.7B

GPU
H100 SXM
Time
4.2h
Cost
$7.9
Quality
88%
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#22GaLore

Phi · 2.7B

GPU
T4
Time
2.4h
Cost
$0.28
Quality
97%
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#23ReFT

Qwen 2.5 · 32.5B

GPU
H100 SXM
Time
1.9h
Cost
$3.5
Quality
83%
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#24GaLore

DeepSeek R1 · 1.5B

GPU
T4
Time
1.3h
Cost
$0.16
Quality
97%
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#25QLoRA

DeepSeek R1 · 8B

GPU
T4
Time
7.0h
Cost
$0.84
Quality
88%
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#26QLoRA

DeepSeek R1 · 14.8B

GPU
T4
Time
13h
Cost
$1.6
Quality
88%
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#27ReFT

DeepSeek R1 · 32.8B

GPU
H100 SXM
Time
1.9h
Cost
$3.6
Quality
83%
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#28QLoRA

DeepSeek R1 · 70.6B

GPU
H100 SXM
Time
4.1h
Cost
$7.7
Quality
88%
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#29QLoRA

DeepSeek R1 · 671B MoE (37B active)

GPU
T4x31
Time
24h
Cost
$91
Quality
88%
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#30QLoRA

DeepSeek V3 · 671B MoE (37B active)

GPU
T4x31
Time
24h
Cost
$91
Quality
88%
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#31NEFTune

DeepSeek V3 · 685B MoE (37B active)

GPU
T4x564
Time
1.4h
Cost
$92
Quality
85%
Fine-tune this model
#32QLoRA

Llama 3 · 70.6B

GPU
H100 SXM
Time
4.1h
Cost
$7.7
Quality
88%
Fine-tune this model
#33QLoRA

Llama 3 · 70.6B

GPU
H100 SXM
Time
4.1h
Cost
$7.7
Quality
88%
Fine-tune this model
#34QLoRA

Mixtral · 46.7B MoE (12.9B active)

GPU
H100 SXM
Time
2.7h
Cost
$5.1
Quality
88%
Fine-tune this model
#35QLoRA

Mixtral · 46.7B MoE (12.9B active)

GPU
H100 SXM
Time
2.7h
Cost
$5.1
Quality
88%
Fine-tune this model
#36QLoRA

Gemma 2 · 9.2B

GPU
T4
Time
8.1h
Cost
$0.97
Quality
88%
Fine-tune this model
#37ReFT

Phi · 3.8B

GPU
T4
Time
3.3h
Cost
$0.40
Quality
83%
Fine-tune this model
#38QLoRA

Phi · 14.7B

GPU
T4
Time
13h
Cost
$1.5
Quality
88%
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#39QLoRA

Llama 2 · 7B

GPU
T4
Time
6.1h
Cost
$0.74
Quality
88%
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#40QLoRA

Llama 2 · 13B

GPU
T4
Time
11h
Cost
$1.4
Quality
88%
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#41QLoRA

Llama 2 · 70B

GPU
H100 SXM
Time
4.0h
Cost
$7.6
Quality
88%
Fine-tune this model
#42NEFTune

Llama Guard · 1B

GPU
T4
Time
53m
Cost
$0.11
Quality
85%
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#43QLoRA

Code Llama · 7B

GPU
T4
Time
6.1h
Cost
$0.74
Quality
88%
Fine-tune this model
#44QLoRA

Llama 3.3 · 8B

GPU
T4
Time
7.0h
Cost
$0.84
Quality
88%
Fine-tune this model
#45QLoRA

Llama Guard · 8B

GPU
T4
Time
7.0h
Cost
$0.84
Quality
88%
Fine-tune this model
#46QLoRA

intfloat · 10.6B

GPU
T4
Time
9.3h
Cost
$1.1
Quality
88%
Fine-tune this model
#47QLoRA

Llama 3.2 · 11B

GPU
T4
Time
9.6h
Cost
$1.2
Quality
88%
Fine-tune this model
#48QLoRA

Code Llama · 13B

GPU
T4
Time
11h
Cost
$1.4
Quality
88%
Fine-tune this model
#49ReFT

Code Llama · 34B

GPU
H100 SXM
Time
2.0h
Cost
$3.7
Quality
83%
Fine-tune this model
#50QLoRA

Llama 3.1 · 51B

GPU
H100 SXM
Time
2.9h
Cost
$5.5
Quality
88%
Fine-tune this model
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