Instructions to use second-state/embeddinggemma-300m-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use second-state/embeddinggemma-300m-GGUF with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("second-state/embeddinggemma-300m-GGUF") sentences = [ "That is a happy person", "That is a happy dog", "That is a very happy person", "Today is a sunny day" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use second-state/embeddinggemma-300m-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf second-state/embeddinggemma-300m-GGUF:Q4_K_M
Use Docker
docker model run hf.co/second-state/embeddinggemma-300m-GGUF:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use second-state/embeddinggemma-300m-GGUF with Ollama:
ollama run hf.co/second-state/embeddinggemma-300m-GGUF:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use second-state/embeddinggemma-300m-GGUF with Docker Model Runner:
docker model run hf.co/second-state/embeddinggemma-300m-GGUF:Q4_K_M
- Lemonade
How to use second-state/embeddinggemma-300m-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull second-state/embeddinggemma-300m-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.embeddinggemma-300m-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Update models
Browse files- .gitattributes +13 -0
- config.json +60 -0
- embeddinggemma-300m-Q2_K.gguf +3 -0
- embeddinggemma-300m-Q3_K_L.gguf +3 -0
- embeddinggemma-300m-Q3_K_M.gguf +3 -0
- embeddinggemma-300m-Q3_K_S.gguf +3 -0
- embeddinggemma-300m-Q4_0.gguf +3 -0
- embeddinggemma-300m-Q4_K_M.gguf +3 -0
- embeddinggemma-300m-Q4_K_S.gguf +3 -0
- embeddinggemma-300m-Q5_0.gguf +3 -0
- embeddinggemma-300m-Q5_K_M.gguf +3 -0
- embeddinggemma-300m-Q5_K_S.gguf +3 -0
- embeddinggemma-300m-Q6_K.gguf +3 -0
- embeddinggemma-300m-Q8_0.gguf +3 -0
- embeddinggemma-300m-f16.gguf +3 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,16 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
embeddinggemma-300m-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
embeddinggemma-300m-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
embeddinggemma-300m-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 39 |
+
embeddinggemma-300m-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
embeddinggemma-300m-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
embeddinggemma-300m-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 42 |
+
embeddinggemma-300m-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 43 |
+
embeddinggemma-300m-Q5_0.gguf filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
embeddinggemma-300m-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
embeddinggemma-300m-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
embeddinggemma-300m-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
embeddinggemma-300m-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
|
| 48 |
+
embeddinggemma-300m-f16.gguf filter=lfs diff=lfs merge=lfs -text
|
config.json
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_sliding_window_pattern": 6,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"Gemma3TextModel"
|
| 5 |
+
],
|
| 6 |
+
"attention_bias": false,
|
| 7 |
+
"attention_dropout": 0.0,
|
| 8 |
+
"attn_logit_softcapping": null,
|
| 9 |
+
"bos_token_id": 2,
|
| 10 |
+
"dtype": "float32",
|
| 11 |
+
"eos_token_id": 1,
|
| 12 |
+
"final_logit_softcapping": null,
|
| 13 |
+
"head_dim": 256,
|
| 14 |
+
"hidden_activation": "gelu_pytorch_tanh",
|
| 15 |
+
"hidden_size": 768,
|
| 16 |
+
"initializer_range": 0.02,
|
| 17 |
+
"intermediate_size": 1152,
|
| 18 |
+
"layer_types": [
|
| 19 |
+
"sliding_attention",
|
| 20 |
+
"sliding_attention",
|
| 21 |
+
"sliding_attention",
|
| 22 |
+
"sliding_attention",
|
| 23 |
+
"sliding_attention",
|
| 24 |
+
"full_attention",
|
| 25 |
+
"sliding_attention",
|
| 26 |
+
"sliding_attention",
|
| 27 |
+
"sliding_attention",
|
| 28 |
+
"sliding_attention",
|
| 29 |
+
"sliding_attention",
|
| 30 |
+
"full_attention",
|
| 31 |
+
"sliding_attention",
|
| 32 |
+
"sliding_attention",
|
| 33 |
+
"sliding_attention",
|
| 34 |
+
"sliding_attention",
|
| 35 |
+
"sliding_attention",
|
| 36 |
+
"full_attention",
|
| 37 |
+
"sliding_attention",
|
| 38 |
+
"sliding_attention",
|
| 39 |
+
"sliding_attention",
|
| 40 |
+
"sliding_attention",
|
| 41 |
+
"sliding_attention",
|
| 42 |
+
"full_attention"
|
| 43 |
+
],
|
| 44 |
+
"max_position_embeddings": 2048,
|
| 45 |
+
"model_type": "gemma3_text",
|
| 46 |
+
"num_attention_heads": 3,
|
| 47 |
+
"num_hidden_layers": 24,
|
| 48 |
+
"num_key_value_heads": 1,
|
| 49 |
+
"pad_token_id": 0,
|
| 50 |
+
"query_pre_attn_scalar": 256,
|
| 51 |
+
"rms_norm_eps": 1e-06,
|
| 52 |
+
"rope_local_base_freq": 10000.0,
|
| 53 |
+
"rope_scaling": null,
|
| 54 |
+
"rope_theta": 1000000.0,
|
| 55 |
+
"sliding_window": 512,
|
| 56 |
+
"transformers_version": "4.57.0.dev0",
|
| 57 |
+
"use_bidirectional_attention": true,
|
| 58 |
+
"use_cache": true,
|
| 59 |
+
"vocab_size": 262144
|
| 60 |
+
}
|
embeddinggemma-300m-Q2_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3ea1444eb32a100903684e2f587e0fd71151f88ffc0087264625b23bd8b14657
|
| 3 |
+
size 212209632
|
embeddinggemma-300m-Q3_K_L.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ef60f84fa14d25fe9e0c40b5adea5413712eff34f2d4eafa2ddb0ca5fecc6cec
|
| 3 |
+
size 227287008
|
embeddinggemma-300m-Q3_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:13724b207f62d393ef7bd00bacc80204a062f6f680fdf2e5c07dbd068d872f8a
|
| 3 |
+
size 223705056
|
embeddinggemma-300m-Q3_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:876e9a13b3e55caa41c64e3c32ccf80c54f98302fed76c77ac39665b1e0f04a0
|
| 3 |
+
size 218439648
|
embeddinggemma-300m-Q4_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0b6fb167834b37a5296122f373c04ab1ca91a5d79ba8f890516e654acd49e0fb
|
| 3 |
+
size 229093344
|
embeddinggemma-300m-Q4_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2decb24229f3876b66edee3f0c825edcf3ac46206819ec51aff29fd97e8ce529
|
| 3 |
+
size 236337120
|
embeddinggemma-300m-Q4_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f419f42341f33fea445cee95c0966c2dc1b849e35d656ea8496fcfef085e05de
|
| 3 |
+
size 232011744
|
embeddinggemma-300m-Q5_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4a897dd6ca7fc32c008b81ef7259bcc058c2ec1ca1dc20effaf0f4dda260016c
|
| 3 |
+
size 241774560
|
embeddinggemma-300m-Q5_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:13bed4b96c6ea13717d8ff57f177e43300c7674f8be93bb34f4b7f2581ff5c16
|
| 3 |
+
size 246732768
|
embeddinggemma-300m-Q5_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8e49639f7416da0e01ffb04df2ac63aec6eaa400a3b61c63ad51a7486c321cf5
|
| 3 |
+
size 243101664
|
embeddinggemma-300m-Q6_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5d6a91f5ae2c5043680c6cbfd506390bebeed8a84c18c2d31b9d9a5cd90f741e
|
| 3 |
+
size 260390880
|
embeddinggemma-300m-Q8_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c2a9e50d318b59f03d3f0e256cc9eb4092f4793c155a7ffbebb45fa034b5fded
|
| 3 |
+
size 328576992
|
embeddinggemma-300m-f16.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d6d9565ffd73075f0577628a97bbfa0f6345076b4273626dc03f06dcf3318122
|
| 3 |
+
size 612429792
|