Top Gemma Fine-Tunes

Best fine-tunes built on Google's Gemma family — Gemma 2, Gemma 3, and CodeGemma.

Last updated April 3, 2026 · Updated daily

gemma-2-2b-it-GGUF by bartowski holds the #1 position with 1.5M downloads, ahead of gemma-3-27b-it-AWQ-INT4 at 714.3K.

The top 10 is dominated by bartowski, pytorch, farbodtavakkoli. This is the first snapshot — future updates will track position changes and emerging trends.

The gap between #1 and #100 is 1.5M vs 6.0K downloads, showing massive concentration at the top.

🥇new

gemma-2-2b-it-GGUF

Bronze47

bartowski · LLM - General · from google/gemma-2-2b-it

1.5M

downloads

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gemma-3-27b-it-AWQ-INT4

Bronze39

pytorch · VLM · from google/gemma-3-27b-it

714.3K

downloads

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OTel-LLM-1B-IT

Bronze32

farbodtavakkoli · LLM - General · from google/gemma-3-1b-it

393.8K

downloads

4new

gemma-3-4b-it-GGUF

Bronze40

lmstudio-community · VLM · from google/gemma-3-4b-it

370.9K

downloads

5new

OTel-LLM-270M-IT

Bronze32

farbodtavakkoli · LLM - General · from google/gemma-3-270m-it

326.8K

downloads

6new

OTel-LLM-4B-IT

Bronze31

farbodtavakkoli · LLM - General · from google/gemma-3-4b-it

321.6K

downloads

7new

gemma-3-12b-it-quantized-W4A16

Bronze36

abhishekchohan · VLM · from google/gemma-3-12b-it

228.3K

downloads

8new

gemma-3-27b-it-GPTQ-4b-128g

Bronze40

ISTA-DASLab · VLM · from google/gemma-3-27b-it

186.0K

downloads

9new

OTel-LLM-12B-Safety

Bronze30

farbodtavakkoli · LLM - General · from google/gemma-3-12b-it

166.2K

downloads

10new

OTel-LLM-12B-IT

Bronze30

farbodtavakkoli · LLM - General · from google/gemma-3-12b-it

161.7K

downloads

11new

gemma-3n-E4B-it-MLX-4bit

Bronze30

lmstudio-community · VLM · from google/gemma-3n-E4B-it

151.2K

downloads

12new

strongreject-15k-v1

Bronze31

qylu4156 · Other · from adapter:google/gemma-2b

148.9K

downloads

13new

gemma-3n-E4B-it-MLX-bf16

Bronze32

lmstudio-community · VLM · from google/gemma-3n-E4B-it

147.5K

downloads

14new

gemma-3n-E4B-it-MLX-8bit

Bronze30

lmstudio-community · VLM · from google/gemma-3n-E4B-it

147.4K

downloads

15new

gemma-3n-E4B-it-MLX-6bit

Bronze30

lmstudio-community · VLM · from google/gemma-3n-E4B-it

146.9K

downloads

16new

gemma-3-4b-it-GGUF

Bronze37

MaziyarPanahi · Role-Play & Characters · from google/gemma-3-4b-it

122.4K

downloads

17new

gemma-3-27b-it-GGUF

Bronze43

unsloth · VLM · from google/gemma-3-27b-it

121.5K

downloads

18new

gemma-3-1b-it-GGUF

Bronze35

MaziyarPanahi · Role-Play & Characters · from google/gemma-3-1b-it

116.4K

downloads

19new

gemma-2-2b-it-GGUF

Bronze36

MaziyarPanahi · Role-Play & Characters · from google/gemma-2-2b-it

115.5K

downloads

20new

gemma-3-12b-it-GGUF

Bronze36

MaziyarPanahi · Role-Play & Characters · from google/gemma-3-12b-it

115.1K

downloads

21new

gemma-3-27b-it-GGUF

Bronze34

MaziyarPanahi · Role-Play & Characters · from google/gemma-3-27b-it

111.7K

downloads

22new

gemma-3-12b-it-GGUF

Bronze42

unsloth · VLM · from google/gemma-3-12b-it

107.1K

downloads

23new

gemma-4-26B-A4B-it-GGUF

Bronze42

unsloth · VLM · from google/gemma-4-26B-A4B-it

99.2K

downloads

24new

KaLM-Embedding-Gemma3-12B-2511

Bronze40

tencent · Embeddings · from google/gemma-3-12b-pt

99.0K

downloads

25new

OTel-LLM-27B-IT

Bronze28

farbodtavakkoli · LLM - General · from google/gemma-3-27b-it

86.4K

downloads

26new

gemma-4-31B-it-GGUF

Bronze40

unsloth · VLM · from google/gemma-4-31B-it

83.9K

downloads

27new

gemma-3-270m-it-GGUF

Bronze41

unsloth · LLM - General · from google/gemma-3-270m-it

65.7K

downloads

28new

gemma-3-4b-it-GGUF

Bronze41

unsloth · VLM · from google/gemma-3-4b-it

62.4K

downloads

29new

gemma-3-12b-it-GGUF

Bronze37

lmstudio-community · VLM · from google/gemma-3-12b-it

60.5K

downloads

30new

gemma-3-1b-it-qat-4bit

Bronze31

mlx-community · LLM - General · from google/gemma-3-1b-it

59.1K

downloads

31new

gemma-4-E4B-it-GGUF

Bronze39

unsloth · VLM · from google/gemma-4-E4B-it

58.9K

downloads

32new

gemma-2-2b-it

Bronze30

Efficient-Large-Model · LLM - General · from google/gemma-2-2b

56.2K

downloads

33new

gemma-4-26B-A4B-it-GGUF

Bronze32

lmstudio-community · Other · from google/gemma-4-26B-A4B-it

53.0K

downloads

34new

gemma-3-1b-it-GGUF

Bronze38

unsloth · LLM - General · from google/gemma-3-1b-it

48.1K

downloads

35new

gemma-2-9b-it-GGUF

Bronze41

bartowski · LLM - General · from google/gemma-2-9b-it

46.6K

downloads

36new

gemma-3-27B-it-qat-GGUF

Bronze34

lmstudio-community · VLM · from google/gemma-3-27b-it

40.6K

downloads

37new

gemma-3-12b-it-quantized.w4a16

Bronze29

RedHatAI · VLM · from google/gemma-3-12b-it

40.0K

downloads

38new

gemma-2-9b-it-GGUF

Bronze32

SanctumAI · LLM - General · from google/gemma-2-9b-it

39.7K

downloads

39new

gemma-4-E2B-it-GGUF

Bronze36

unsloth · VLM · from google/gemma-4-E2B-it

37.9K

downloads

40new

gemma-3-12b-it-qat-GGUF

Bronze36

unsloth · VLM · from google/gemma-3-12b-it-qat-q4_0-unquantized

37.5K

downloads

41new

gemma-3-4b-it-int4-awq

Bronze31

gaunernst · VLM · from google/gemma-3-4b-it

34.8K

downloads

42new

gemma-2-9b-it-AWQ

Bronze27

solidrust · LLM - General · from google/gemma-2-9b-it

29.3K

downloads

43new

gemma-3-4b-it-unsloth-bnb-4bit

Bronze34

unsloth · VLM · from google/gemma-3-4b-it

27.9K

downloads

44new

google_gemma-3-4b-it-GGUF

Bronze34

bartowski · VLM · from google/gemma-3-4b-it

25.6K

downloads

45new

gemma-3-27b-it-qat-W4A16-G128

Bronze33

leon-se · VLM · from google/gemma-3-27b-it-qat-q4_0-unquantized

25.3K

downloads

46new

gemma-3-27b-it-int4-awq

Bronze35

gaunernst · VLM · from google/gemma-3-27b-it

23.6K

downloads

47new

sarvam-translate

Bronze38

sarvamai · LLM - General · from google/gemma-3-4b-it

23.4K

downloads

48new

gemma-3-27b-it-FP8-dynamic

Bronze32

RedHatAI · VLM · from google/gemma-3-27b-it

23.1K

downloads

49new

gemma-3n-E4B-it-GGUF

Bronze39

unsloth · VLM · from google/gemma-3n-E4B-it

22.9K

downloads

50new

gemma-3-4b-it

Bronze33

unsloth · VLM · from google/gemma-3-4b-it

22.5K

downloads

51new

gemma-3-12b-it

Bronze32

unsloth · VLM · from google/gemma-3-12b-pt

22.3K

downloads

52new

gemma-3-1b-it-GGUF

Bronze33

ggml-org · Other · from google/gemma-3-1b-it

21.3K

downloads

53new

gemma-3-27b-it-abliterated-GGUF

Bronze39

mlabonne · VLM · from google/gemma-3-27b-it

21.0K

downloads

54new

gemma-3-1b-it-unsloth-bnb-4bit

Bronze31

unsloth · LLM - General · from google/gemma-3-1b-it

21.0K

downloads

55new

gemma-3-1b-it

Bronze33

unsloth · LLM - General · from google/gemma-3-1b-it

20.6K

downloads

56new

gemma-3-270m-it

Bronze33

unsloth · LLM - General · from google/gemma-3-270m-it

20.4K

downloads

57new

gemma-3-4b-it-GGUF

Bronze35

ggml-org · VLM · from google/gemma-3-4b-it

20.4K

downloads

58new

gemma-3-12b-it-qat-q4_0-unquantized

Bronze28

Lightricks · VLM · from google/gemma-3-12b-it

20.3K

downloads

59new

gemma-3n-E2B-it-GGUF

Bronze35

unsloth · VLM · from google/gemma-3n-E2B-it

19.5K

downloads

60new

gemma-3-12b-it-unsloth-bnb-4bit

Bronze33

unsloth · VLM · from google/gemma-3-12b-it

18.9K

downloads

61new

google_gemma-3-27b-it-GGUF

Bronze35

bartowski · VLM · from google/gemma-3-27b-it

18.1K

downloads

62new

gemma-3-27b-it-quantized.w4a16

Bronze31

RedHatAI · VLM · from google/gemma-3-27b-it

17.3K

downloads

63new

gemma-3-12b-it-int4-awq

Bronze32

gaunernst · VLM · from google/gemma-3-12b-it

16.0K

downloads

64new

google_gemma-3-12b-it-GGUF

Bronze34

bartowski · VLM · from google/gemma-3-12b-it

14.8K

downloads

65new

gemma-3-27b-it-GGUF

Bronze34

lmstudio-community · VLM · from google/gemma-3-27b-it

14.6K

downloads

66new

gemma-3n-E2B-it-lm-4bit

Bronze27

mlx-community · LLM - General · from google/gemma-3n-E2B-it

14.4K

downloads

67new

gemma-3-12b-it-heretic

Bronze35

DreamFast · Code Generation (Uncensored) · from google/gemma-3-12b-it

13.9K

downloads

68new

gemma-2-9b-it-bnb-4bit

Bronze32

unsloth · LLM - General · from google/gemma-2-9b-it

12.8K

downloads

69new

gemma-4-E4B-it-GGUF

Bronze28

lmstudio-community · Other · from google/gemma-4-E4B-it

12.6K

downloads

70new

google_gemma-4-31B-it-GGUF

Bronze30

bartowski · VLM · from google/gemma-4-31B-it

12.6K

downloads

71new

gemma-3n-E4B-it-lm-4bit

Bronze28

mlx-community · LLM - General · from google/gemma-3n-E4B-it

12.0K

downloads

72new

google_gemma-4-26B-A4B-it-GGUF

Bronze29

bartowski · VLM · from google/gemma-4-26B-A4B-it

11.1K

downloads

73new

gemma-3-4b-it-bnb-4bit

Bronze30

unsloth · VLM · from google/gemma-3-4b-it

11.1K

downloads

74new

Tower-Plus-9B

Bronze32

Unbabel · LLM - General · from google/gemma-2-9b

11.0K

downloads

75new

gemma-2-2b-it-q4f16_1-MLC

Bronze29

mlc-ai · Other · from google/gemma-2-2b-it

11.0K

downloads

76new

gemma-3-1B-it-qat-GGUF

Bronze30

lmstudio-community · LLM - General · from google/gemma-3-1b-it

10.8K

downloads

77new

gemma-3-1b-it-qat-q4_0-GGUF

New

tetf · LLM - General · from google/gemma-3-1b-it

10.6K

downloads

78new

gemma-3-270m-it-unsloth-bnb-4bit

Bronze27

unsloth · LLM - General · from google/gemma-3-270m-it

10.5K

downloads

79new

gemma-2-9b-bnb-4bit

Bronze32

unsloth · LLM - General · from google/gemma-2-9b

10.5K

downloads

80new

gemma-4-31B-it-GGUF

Bronze28

lmstudio-community · Other · from google/gemma-4-31B-it

10.1K

downloads

81new

gemma-3-270m-it-bnb-4bit

Bronze26

unsloth · LLM - General · from google/gemma-3-270m-it

9.4K

downloads

82new

gemma-3n-E4B-it-unsloth-bnb-4bit

Bronze28

unsloth · VLM · from google/gemma-3n-E4B-it

8.4K

downloads

83new

gemma-2-9b-it-GGUF

Bronze31

lmstudio-community · LLM - General · from google/gemma-2-9b-it

8.3K

downloads

84new

gemma-4-26B-A4B-it-GGUF

Bronze31

ggml-org · Other · from google/gemma-4-26B-A4B-it

8.3K

downloads

85new

gemma-3-27b-it-NVFP4

Bronze25

NeoChen1024 · VLM · from google/gemma-3-27b-it

8.1K

downloads

86new

google_gemma-3-270m-it-GGUF

Bronze26

bartowski · LLM - General · from google/gemma-3-270m-it

7.8K

downloads

87new

google_gemma-4-E2B-it-GGUF

Bronze26

bartowski · VLM · from google/gemma-4-E2B-it

7.6K

downloads

88new

gemma-3-27b-it-bnb-4bit

Bronze30

unsloth · VLM · from google/gemma-3-27b-it

7.6K

downloads

89new

Gemma3-4b-it-LogiQA-DPO-D

New

qiaw99 · Other · from adapter:google/gemma-3-4b-it

7.5K

downloads

90new

google_gemma-4-E4B-it-GGUF

Bronze26

bartowski · VLM · from google/gemma-4-E4B-it

7.3K

downloads

91new

Gemma3-4b-it-LogiQA-DPO-F

New

qiaw99 · Other · from adapter:google/gemma-3-4b-it

7.3K

downloads

92new

gemma-3-270m-it-MLX-8bit

New

lmstudio-community · LLM - General · from google/gemma-3-270m-it

7.2K

downloads

93new

gemma-3-12b-it-qat-bnb-4bit

Bronze26

unsloth · VLM · from google/gemma-3-12b-it-qat-q4_0-unquantized

6.8K

downloads

94new

gemma-3-12b-it-bnb-4bit

Bronze31

unsloth · VLM · from google/gemma-3-12b-it

6.7K

downloads

95new

nmt_21

New

odats · Role-Play & Characters · from google/gemma-3-1b-it

6.6K

downloads

96new

gemma-3-12b-it-heretic-v2

Bronze29

DreamFast · Code Generation (Uncensored) · from google/gemma-3-12b-it

6.5K

downloads

97new

Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF

Bronze29

Andycurrent · Chat & Assistants (Uncensored) · from google/gemma-3-1b-it

6.4K

downloads

98new

Gemma-4-31B-IT-NVFP4

Bronze32

nvidia · LLM - General · from google/gemma-4-31B-it

6.3K

downloads

99new

gemma-3-27b-it

Bronze29

unsloth · VLM · from google/gemma-3-27b-it

6.3K

downloads

100new

llava-gemma-2b

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Intel · VLM · from google/gemma-2b-it

6.0K

downloads

About the Top Gemma Fine-Tunes Leaderboard

Best fine-tunes built on Google's Gemma family — Gemma 2, Gemma 3, and CodeGemma. This leaderboard tracks the top 100 fine-tuned models ranked by downloads, with daily snapshots to monitor how the rankings evolve over time.

Unlike HuggingFace's default model hub, Fine-Tune Catalog filters out pure quantizations and format conversions (repos that simply re-package a model as GGUF, AWQ, GPTQ, or EXL2 without any new training). Fine-tuned models published in quantized formats are still included — what matters is whether new training happened, not the output format.

Methodology

Rankings are based on total all-time download counts from HuggingFace. Downloads reflect real-world adoption — models and datasets that people actually use in production and research, not just stars or hype.

Rankings are snapshotted daily at 6:00 AM UTC. Position changes shown on the leaderboard compare the current snapshot to the previous day's snapshot. All data is sourced directly from the HuggingFace Hub API and processed through our classification pipeline, which uses tag analysis, model card parsing, and naming pattern detection to identify genuine fine-tunes.

Data Sources

  • HuggingFace Hub API — download counts, likes, trending scores, model metadata, and README/model cards
  • Model card parsing — training datasets, training method (LoRA, DPO, SFT, etc.), framework, hardware, and hyperparameters extracted from README files
  • Tag classification — fine-tune detection via `base_model:finetune:*` and `base_model:quantized:*` HuggingFace tags, plus naming pattern analysis

Who Is This For?

This leaderboard is designed for engineers who have already chosen a base model architecture and want to find the best fine-tuned versions available, saving them the time and compute of training from scratch.

Whether you're a beginner exploring what's possible with fine-tuned AI models or an experienced ML engineer looking for the best starting point for your next project, these rankings give you a data-driven way to find the highest quality models without having to wade through thousands of quantizations, format conversions, and abandoned repositories on HuggingFace.

Update Schedule

This leaderboard was last updated on April 3, 2026. Rankings are refreshed daily with the latest download counts, likes, and trending data from HuggingFace. Historical snapshots are preserved to track trends over time — you can see which models are gaining traction and which are losing momentum.