Instructions to use mradermacher/GemCod-R-Sapphire-270M-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use mradermacher/GemCod-R-Sapphire-270M-GGUF with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("mradermacher/GemCod-R-Sapphire-270M-GGUF", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use mradermacher/GemCod-R-Sapphire-270M-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 mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf mradermacher/GemCod-R-Sapphire-270M-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 mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf mradermacher/GemCod-R-Sapphire-270M-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 mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf mradermacher/GemCod-R-Sapphire-270M-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 mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M
Use Docker
docker model run hf.co/mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use mradermacher/GemCod-R-Sapphire-270M-GGUF with Ollama:
ollama run hf.co/mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use mradermacher/GemCod-R-Sapphire-270M-GGUF with Docker Model Runner:
docker model run hf.co/mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M
- Lemonade
How to use mradermacher/GemCod-R-Sapphire-270M-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull mradermacher/GemCod-R-Sapphire-270M-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.GemCod-R-Sapphire-270M-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
uploaded from leia
Browse files- .gitattributes +12 -0
- GemCod-R-Sapphire-270M.IQ4_XS.gguf +3 -0
- GemCod-R-Sapphire-270M.Q2_K.gguf +3 -0
- GemCod-R-Sapphire-270M.Q3_K_L.gguf +3 -0
- GemCod-R-Sapphire-270M.Q3_K_M.gguf +3 -0
- GemCod-R-Sapphire-270M.Q3_K_S.gguf +3 -0
- GemCod-R-Sapphire-270M.Q4_K_M.gguf +3 -0
- GemCod-R-Sapphire-270M.Q4_K_S.gguf +3 -0
- GemCod-R-Sapphire-270M.Q5_K_M.gguf +3 -0
- GemCod-R-Sapphire-270M.Q5_K_S.gguf +3 -0
- GemCod-R-Sapphire-270M.Q6_K.gguf +3 -0
- GemCod-R-Sapphire-270M.Q8_0.gguf +3 -0
- GemCod-R-Sapphire-270M.f16.gguf +3 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,15 @@ 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 |
+
GemCod-R-Sapphire-270M.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
GemCod-R-Sapphire-270M.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
GemCod-R-Sapphire-270M.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
|
| 39 |
+
GemCod-R-Sapphire-270M.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
GemCod-R-Sapphire-270M.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
GemCod-R-Sapphire-270M.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 42 |
+
GemCod-R-Sapphire-270M.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 43 |
+
GemCod-R-Sapphire-270M.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
GemCod-R-Sapphire-270M.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
GemCod-R-Sapphire-270M.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
GemCod-R-Sapphire-270M.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
GemCod-R-Sapphire-270M.f16.gguf filter=lfs diff=lfs merge=lfs -text
|
GemCod-R-Sapphire-270M.IQ4_XS.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9105d151f876bd9cf53d4bc122e9b87ee5e62731daff20fb81ea50d9fe41f879
|
| 3 |
+
size 249472000
|
GemCod-R-Sapphire-270M.Q2_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d64a47b8eec50b01cc833d479eeb77d6a0e2370242544887bc7ffc8a8f4bb0cb
|
| 3 |
+
size 245283840
|
GemCod-R-Sapphire-270M.Q3_K_L.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:635830d2d99ec824eaa72475ad4808ee4aea07ae48db9ad0dddda72e7e7c6b4e
|
| 3 |
+
size 254592000
|
GemCod-R-Sapphire-270M.Q3_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f6e26e0b54c32caf0e1873141d59257a5d63d75ac81a794ef2f3d75bd6dd8afa
|
| 3 |
+
size 250168320
|
GemCod-R-Sapphire-270M.Q3_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:68801182b9ba771b95283323dad1efbf3687a414c4512ef8a90a56fd13fb488d
|
| 3 |
+
size 244915200
|
GemCod-R-Sapphire-270M.Q4_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c42cb9ccad8cd8e06aec98a835ea0ec5136c3e664465b4de035a6ff275f0e8fc
|
| 3 |
+
size 261319680
|
GemCod-R-Sapphire-270M.Q4_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:34cc2b5986c8e834085976049e32fa25c83a73598febf4dbade1616f2749aabc
|
| 3 |
+
size 258094080
|
GemCod-R-Sapphire-270M.Q5_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ddf8a29c96dee84270ef8aecdc687bb928af92539951e37d02c09e36b14f9608
|
| 3 |
+
size 268231680
|
GemCod-R-Sapphire-270M.Q5_K_S.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:52e270a71d8eabbe04596ddb971d98914817f8325068623b6bcdb6690d2cc819
|
| 3 |
+
size 266204160
|
GemCod-R-Sapphire-270M.Q6_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:aba49404844399baee9aae14b1d5363cae3a18d86d04c1bf9f6c43435e2f16a6
|
| 3 |
+
size 291179520
|
GemCod-R-Sapphire-270M.Q8_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:45fe10c296c03e16405ecf39cc870dd55c1cf78a45d909e228b5eb0ce4fdcc4e
|
| 3 |
+
size 299750400
|
GemCod-R-Sapphire-270M.f16.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:51442bc335eafe4bcad0d00d0120e91ffc2db6e647cdba7d25ddfe485acc2587
|
| 3 |
+
size 551040576
|