Instructions to use second-state/phi-4-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use second-state/phi-4-GGUF with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="second-state/phi-4-GGUF", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("second-state/phi-4-GGUF", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("second-state/phi-4-GGUF", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use second-state/phi-4-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/phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf second-state/phi-4-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/phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf second-state/phi-4-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/phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf second-state/phi-4-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/phi-4-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf second-state/phi-4-GGUF:Q4_K_M

Use Docker

docker model run hf.co/second-state/phi-4-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use second-state/phi-4-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "second-state/phi-4-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "second-state/phi-4-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/second-state/phi-4-GGUF:Q4_K_M

SGLang

How to use second-state/phi-4-GGUF with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "second-state/phi-4-GGUF" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "second-state/phi-4-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "second-state/phi-4-GGUF" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "second-state/phi-4-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Ollama
How to use second-state/phi-4-GGUF with Ollama:
```
ollama run hf.co/second-state/phi-4-GGUF:Q4_K_M
```

Unsloth Studio

How to use second-state/phi-4-GGUF 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 second-state/phi-4-GGUF 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 second-state/phi-4-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for second-state/phi-4-GGUF to start chatting

Docker Model Runner
How to use second-state/phi-4-GGUF with Docker Model Runner:
```
docker model run hf.co/second-state/phi-4-GGUF:Q4_K_M
```

Lemonade

How to use second-state/phi-4-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull second-state/phi-4-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.phi-4-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

apepkuss79 commited on Jan 9, 2025

Commit

ca15afa

verified ·

1 Parent(s): ccdb15f

Update models

Browse files

Files changed (15) hide show

.gitattributes +13 -0
config.json +33 -0
phi-4-Q2_K.gguf +3 -0
phi-4-Q3_K_L.gguf +3 -0
phi-4-Q3_K_M.gguf +3 -0
phi-4-Q3_K_S.gguf +3 -0
phi-4-Q4_0.gguf +3 -0
phi-4-Q4_K_M.gguf +3 -0
phi-4-Q4_K_S.gguf +3 -0
phi-4-Q5_0.gguf +3 -0
phi-4-Q5_K_M.gguf +3 -0
phi-4-Q5_K_S.gguf +3 -0
phi-4-Q6_K.gguf +3 -0
phi-4-Q8_0.gguf +3 -0
phi-4-f16.gguf +3 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,16 @@ 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
+phi-4-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q5_0.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+phi-4-f16.gguf filter=lfs diff=lfs merge=lfs -text

config.json ADDED Viewed

	@@ -0,0 +1,33 @@

+{
+  "_name_or_path": "microsoft/phi-4",
+  "architectures": [
+    "Phi3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "auto_map": {},
+  "bos_token_id": 100257,
+  "embd_pdrop": 0.0,
+  "eos_token_id": 100257,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 17920,
+  "max_position_embeddings": 16384,
+  "model_type": "phi3",
+  "num_attention_heads": 40,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 10,
+  "original_max_position_embeddings": 16384,
+  "pad_token_id": 100257,
+  "resid_pdrop": 0.0,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 250000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.47.0",
+  "use_cache": true,
+  "vocab_size": 100352
+}

phi-4-Q2_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:3b2bc268b6bd2765edb0d0c1d2e50789eb4d38567ff3f06c4f5356207858786d
+size 5547348064

phi-4-Q3_K_L.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:f56babd99b629fd3e4a6fdfa82be89ff0d4b7522925353ded5c00dd3f592bc2a
+size 7930155104

phi-4-Q3_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:8c997739dc76f9e53a5e1235162f19a0127fcbf25fec1fa2ce4cfc2344459f11
+size 7363268704

phi-4-Q3_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:03e3f4da25219943b3ef61c1aea0d865d92200ae8d8287042da3e6c723a96c0a
+size 6504747104

phi-4-Q4_0.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1e77d0e11ff2d018df67afe192b05853ce47aad2012810dc79162fb858a5b4b7
+size 8383418464

phi-4-Q4_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ab704ffa097f5902b937ca5d0c166226f1201e7492da30fa4e1c086c217afd6b
+size 9053114464

phi-4-Q4_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:076a14910e1d9f02f40996b23f0347ec5a8caa503081cdd037cd268068d2d9cc
+size 8440762464

phi-4-Q5_0.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:3db2aa4eb3b0200662fbee59a223750b8d9205dc51fb611e443f5de3639872cc
+size 10151579744

phi-4-Q5_K_M.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:71b29a0ad348ff0c08fa84570e51443a87012921fdc2ffce0baab016b9ef415d
+size 10604187744

phi-4-Q5_K_S.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5d8d8e6f8668dee00ba115e5861a1dbc48125fd0a3fa304c552be69f2c924846
+size 10151579744

phi-4-Q6_K.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:58c70ac0bb2d84b6d0b885eadb624a2a323f0798329cc6969fb6b4ecaab41def
+size 12030251104

phi-4-Q8_0.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:294392031c56647d3c4ca7de0698174efd58469ceb7e171f0cd52169d0f49fdd
+size 15580500064

phi-4-f16.gguf ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:eefbdf36370dcac18aa8d15bace19e30be3a6e221e5448b57f7fa27ea197f2eb
+size 29323399264