Instructions to use arshjeevs/FinalTry with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use arshjeevs/FinalTry 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 arshjeevs/FinalTry:F16
# Run inference directly in the terminal:
llama cli -hf arshjeevs/FinalTry:F16

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf arshjeevs/FinalTry:F16
# Run inference directly in the terminal:
llama cli -hf arshjeevs/FinalTry:F16

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 arshjeevs/FinalTry:F16
# Run inference directly in the terminal:
./llama-cli -hf arshjeevs/FinalTry:F16

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 arshjeevs/FinalTry:F16
# Run inference directly in the terminal:
./build/bin/llama-cli -hf arshjeevs/FinalTry:F16

Use Docker

docker model run hf.co/arshjeevs/FinalTry:F16

LM Studio
Jan

vLLM

How to use arshjeevs/FinalTry with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "arshjeevs/FinalTry"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "arshjeevs/FinalTry",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/arshjeevs/FinalTry:F16

Ollama
How to use arshjeevs/FinalTry with Ollama:
```
ollama run hf.co/arshjeevs/FinalTry:F16
```

Unsloth Studio

How to use arshjeevs/FinalTry with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for arshjeevs/FinalTry to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for arshjeevs/FinalTry to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for arshjeevs/FinalTry to start chatting

Docker Model Runner
How to use arshjeevs/FinalTry with Docker Model Runner:
```
docker model run hf.co/arshjeevs/FinalTry:F16
```

Lemonade

How to use arshjeevs/FinalTry with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull arshjeevs/FinalTry:F16

Run and chat with the model

lemonade run user.FinalTry-F16

List all available models

lemonade list

Atomic Chat

arshjeevs commited on May 6

Commit

1910736

verified ·

1 Parent(s): 5dfec85

Upload folder using huggingface_hub

Browse files

Files changed (3) hide show

.gitattributes +1 -0
README.md +48 -3
mmproj-SmolVLM-Cytology-f16.gguf +3 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+mmproj-SmolVLM-Cytology-f16.gguf filter=lfs diff=lfs merge=lfs -text

README.md CHANGED Viewed

@@ -1,3 +1,48 @@
----
-license: apache-2.0
----

+---
+language:
+- en
+license: apache-2.0
+library_name: llama.cpp
+tags:
+- gguf
+- llama.cpp
+- multimodal
+- vision-language-model
+- smolvlm
+- cytology
+- medical-imaging
+pipeline_tag: image-text-to-text
+base_model:
+- HuggingFaceTB/SmolVLM-500M-Instruct
+---
+# SmolVLM Cytology GGUF
+Fine-tuned SmolVLM multimodal model for cytology image analysis.
+## Files
+- SmolVLM-Cytology-Q4_K_M.gguf
+- mmproj-SmolVLM-Cytology-f16.gguf
+## Usage
+```bash
+llama-mtmd-cli \
+  -m SmolVLM-Cytology-Q4_K_M.gguf \
+  --mmproj mmproj-SmolVLM-Cytology-f16.gguf \
+  --image test.png \
+  -p "<image> Describe this image"
+```
+## Notes
+- Quantized using llama.cpp
+- Compatible with llama-mtmd-cli
+- Vision encoder exported separately as mmproj GGUF

mmproj-SmolVLM-Cytology-f16.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:691114431d65b7f4ca0cc0be01df0a0ba16908ebbb403be5fe55f62700b0e07e
+size 303250400