Instructions to use sca255/codeboxgptpython4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use sca255/codeboxgptpython4bit with Transformers:

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

pipe = pipeline("text-generation", model="sca255/codeboxgptpython4bit")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("sca255/codeboxgptpython4bit")
model = AutoModelForCausalLM.from_pretrained("sca255/codeboxgptpython4bit")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use sca255/codeboxgptpython4bit with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "sca255/codeboxgptpython4bit"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "sca255/codeboxgptpython4bit",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/sca255/codeboxgptpython4bit

SGLang

How to use sca255/codeboxgptpython4bit 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 "sca255/codeboxgptpython4bit" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "sca255/codeboxgptpython4bit",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "sca255/codeboxgptpython4bit" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "sca255/codeboxgptpython4bit",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Unsloth Studio

How to use sca255/codeboxgptpython4bit 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 sca255/codeboxgptpython4bit 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 sca255/codeboxgptpython4bit to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for sca255/codeboxgptpython4bit to start chatting

Load model with FastModel

pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="sca255/codeboxgptpython4bit",
    max_seq_length=2048,
)

Docker Model Runner
How to use sca255/codeboxgptpython4bit with Docker Model Runner:
```
docker model run hf.co/sca255/codeboxgptpython4bit
```

sca255 commited on Oct 3, 2024

Commit

6855ec5

verified ·

1 Parent(s): 5f771e8

Trained with Unsloth

Browse files

Upload model trained with Unsloth 2x faster

Files changed (3) hide show

config.json +19 -18
generation_config.json +5 -4
model.safetensors +2 -2

config.json CHANGED Viewed

@@ -1,24 +1,22 @@
 {
-  "_name_or_path": "unsloth/tinyllama-bnb-4bit",
   "architectures": [
-    "LlamaForCausalLM"
   ],
-  "attention_bias": false,
   "attention_dropout": 0.0,
-  "bos_token_id": 1,
-  "eos_token_id": 2,
   "hidden_act": "silu",
   "hidden_size": 2048,
   "initializer_range": 0.02,
-  "intermediate_size": 5632,
-  "max_position_embeddings": 2048,
-  "mlp_bias": false,
-  "model_type": "llama",
-  "num_attention_heads": 32,
-  "num_hidden_layers": 22,
-  "num_key_value_heads": 4,
-  "pad_token_id": 0,
-  "pretraining_tp": 1,
   "quantization_config": {
     "bnb_4bit_compute_dtype": "float16",
     "bnb_4bit_quant_type": "nf4",
@@ -31,13 +29,16 @@
     "load_in_8bit": false,
     "quant_method": "bitsandbytes"
   },
-  "rms_norm_eps": 1e-05,
   "rope_scaling": null,
-  "rope_theta": 10000.0,
-  "tie_word_embeddings": false,
   "torch_dtype": "float16",
   "transformers_version": "4.44.2",
   "unsloth_version": "2024.9.post4",
   "use_cache": true,
-  "vocab_size": 32000
 }

 {
+  "_name_or_path": "unsloth/qwen2.5-3b-bnb-4bit",
   "architectures": [
+    "Qwen2ForCausalLM"
   ],
   "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151643,
   "hidden_act": "silu",
   "hidden_size": 2048,
   "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 36,
+  "model_type": "qwen2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 2,
+  "pad_token_id": 151665,
   "quantization_config": {
     "bnb_4bit_compute_dtype": "float16",
     "bnb_4bit_quant_type": "nf4",
     "load_in_8bit": false,
     "quant_method": "bitsandbytes"
   },
+  "rms_norm_eps": 1e-06,
   "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
   "torch_dtype": "float16",
   "transformers_version": "4.44.2",
   "unsloth_version": "2024.9.post4",
   "use_cache": true,
+  "use_mrope": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
 }

generation_config.json CHANGED Viewed

@@ -1,7 +1,8 @@
 {
-  "bos_token_id": 1,
-  "eos_token_id": 2,
-  "max_length": 2048,
-  "pad_token_id": 0,
   "transformers_version": "4.44.2"
 }

 {
+  "bos_token_id": 151643,
+  "eos_token_id": 151643,
+  "max_length": 32768,
+  "max_new_tokens": 2048,
+  "pad_token_id": 151665,
   "transformers_version": "4.44.2"
 }

model.safetensors CHANGED Viewed

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