Instructions to use appvoid/palmer-003 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use appvoid/palmer-003 with Transformers:

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

pipe = pipeline("text-generation", model="appvoid/palmer-003")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("appvoid/palmer-003")
model = AutoModelForCausalLM.from_pretrained("appvoid/palmer-003")

llama-cpp-python

How to use appvoid/palmer-003 with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="appvoid/palmer-003",
	filename="palmer-003.gguf",
)

llm.create_chat_completion(
	messages = [
		{
			"role": "user",
			"content": "What is the capital of France?"
		}
	]
)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use appvoid/palmer-003 with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf appvoid/palmer-003
# Run inference directly in the terminal:
llama-cli -hf appvoid/palmer-003

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf appvoid/palmer-003
# Run inference directly in the terminal:
llama-cli -hf appvoid/palmer-003

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 appvoid/palmer-003
# Run inference directly in the terminal:
./llama-cli -hf appvoid/palmer-003

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 appvoid/palmer-003
# Run inference directly in the terminal:
./build/bin/llama-cli -hf appvoid/palmer-003

Use Docker

docker model run hf.co/appvoid/palmer-003

LM Studio
Jan

vLLM

How to use appvoid/palmer-003 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "appvoid/palmer-003"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "appvoid/palmer-003",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/appvoid/palmer-003

SGLang

How to use appvoid/palmer-003 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 "appvoid/palmer-003" \
    --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": "appvoid/palmer-003",
		"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 "appvoid/palmer-003" \
        --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": "appvoid/palmer-003",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Ollama
How to use appvoid/palmer-003 with Ollama:
```
ollama run hf.co/appvoid/palmer-003
```

Unsloth Studio new

How to use appvoid/palmer-003 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 appvoid/palmer-003 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 appvoid/palmer-003 to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for appvoid/palmer-003 to start chatting

Docker Model Runner
How to use appvoid/palmer-003 with Docker Model Runner:
```
docker model run hf.co/appvoid/palmer-003
```

Lemonade

How to use appvoid/palmer-003 with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull appvoid/palmer-003

Run and chat with the model

lemonade run user.palmer-003-{{QUANT_TAG}}

List all available models

lemonade list

Adding ONNX file of this model

by appvoid - opened May 31, 2025

base: refs/heads/main

←

from: refs/pr/1

Discussion Files changed

+277257

-0

Files changed (9) hide show

.gitattributes +1 -0
README.md +1 -0
onnx/config.json +31 -0
onnx/generation_config.json +6 -0
onnx/model.onnx +3 -0
onnx/model.onnx_data +3 -0
onnx/special_tokens_map.json +30 -0
onnx/tokenizer.json +0 -0
onnx/tokenizer_config.json +43 -0

.gitattributes CHANGED Viewed

@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 palmer-003.gguf filter=lfs diff=lfs merge=lfs -text

 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 palmer-003.gguf filter=lfs diff=lfs merge=lfs -text
+onnx/model.onnx_data filter=lfs diff=lfs merge=lfs -text

README.md CHANGED Viewed

@@ -6,6 +6,7 @@ language:
 - fr
 tags:
 - merge
 ---
 ![palmer-003 logo](https://huggingface.co/appvoid/palmer-002.5/resolve/main/003.png)

 - fr
 tags:
 - merge
+- onnx
 ---
 ![palmer-003 logo](https://huggingface.co/appvoid/palmer-002.5/resolve/main/003.png)

onnx/config.json ADDED Viewed

	@@ -0,0 +1,31 @@

+{
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+    "LlamaForCausalLM"
+  ],
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+  "transformers_version": "4.51.3",
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+  "use_cache": false,
+  "vocab_size": 32000
+}

onnx/generation_config.json ADDED Viewed

	@@ -0,0 +1,6 @@

+{
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+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.51.3"
+}

onnx/model.onnx ADDED Viewed

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onnx/special_tokens_map.json ADDED Viewed

	@@ -0,0 +1,30 @@

+{
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+    "rstrip": false,
+    "single_word": false
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+    "single_word": false
+  }
+}

onnx/tokenizer.json ADDED Viewed

The diff for this file is too large to render. See raw diff

onnx/tokenizer_config.json ADDED Viewed

	@@ -0,0 +1,43 @@

+{
+  "add_bos_token": true,
+  "add_eos_token": false,
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+  "added_tokens_decoder": {
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+  "extra_special_tokens": {},
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+  "model_max_length": 2048,
+  "pad_token": "</s>",
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}