Instructions to use mlinmg/Aurora-0125-W4A16-GPTQ with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use mlinmg/Aurora-0125-W4A16-GPTQ with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="mlinmg/Aurora-0125-W4A16-GPTQ")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("mlinmg/Aurora-0125-W4A16-GPTQ") model = AutoModelForCausalLM.from_pretrained("mlinmg/Aurora-0125-W4A16-GPTQ") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use mlinmg/Aurora-0125-W4A16-GPTQ with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "mlinmg/Aurora-0125-W4A16-GPTQ" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "mlinmg/Aurora-0125-W4A16-GPTQ", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/mlinmg/Aurora-0125-W4A16-GPTQ
- SGLang
How to use mlinmg/Aurora-0125-W4A16-GPTQ 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 "mlinmg/Aurora-0125-W4A16-GPTQ" \ --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": "mlinmg/Aurora-0125-W4A16-GPTQ", "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 "mlinmg/Aurora-0125-W4A16-GPTQ" \ --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": "mlinmg/Aurora-0125-W4A16-GPTQ", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use mlinmg/Aurora-0125-W4A16-GPTQ with Docker Model Runner:
docker model run hf.co/mlinmg/Aurora-0125-W4A16-GPTQ
Upload Qwen2ForCausalLM
Browse files- config.json +4 -451
- model-00001-of-00004.safetensors +2 -2
- model-00002-of-00004.safetensors +2 -2
- model-00003-of-00004.safetensors +2 -2
- model-00004-of-00004.safetensors +2 -2
- model.safetensors.index.json +0 -0
- recipe.yaml +1 -0
config.json
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| 53 |
"lm_head"
|
| 54 |
],
|
| 55 |
"registry_requires_subclass": false,
|
| 56 |
+
"sparsity_structure": "2:4",
|
| 57 |
"targets": [
|
| 58 |
+
"Linear"
|
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|
| 59 |
]
|
| 60 |
}
|
| 61 |
},
|
model-00001-of-00004.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
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|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:296340898b17238476619bee829eade6d82bba5c68a39854662f504d4f2afe96
|
| 3 |
+
size 4999862864
|
model-00002-of-00004.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c1dab1ce4d122fe437788083b24ae401d02b68286b8deb056da3fdebd7bd5873
|
| 3 |
+
size 4966158448
|
model-00003-of-00004.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
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|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0a80652d354816cb466ecba68b19848e6bb2675f01070f37e8b05b47819f0f47
|
| 3 |
+
size 3783243552
|
model-00004-of-00004.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9309786b070bd37d20a3e80a30303da5bb815cf20ee55aa93382adaf65fe41ca
|
| 3 |
+
size 1557135488
|
model.safetensors.index.json
CHANGED
|
The diff for this file is too large to render.
See raw diff
|
|
|
recipe.yaml
CHANGED
|
@@ -1,6 +1,7 @@
|
|
| 1 |
DEFAULT_stage:
|
| 2 |
DEFAULT_modifiers:
|
| 3 |
SmoothQuantModifier: {smoothing_strength: 0.65}
|
|
|
|
| 4 |
GPTQModifier:
|
| 5 |
block_size: 64
|
| 6 |
dampening_frac: 0.1
|
|
|
|
| 1 |
DEFAULT_stage:
|
| 2 |
DEFAULT_modifiers:
|
| 3 |
SmoothQuantModifier: {smoothing_strength: 0.65}
|
| 4 |
+
WandaPruningModifier: {sparsity: 0.5, mask_structure: '2:4', sequential_update: false}
|
| 5 |
GPTQModifier:
|
| 6 |
block_size: 64
|
| 7 |
dampening_frac: 0.1
|