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

Libraries

How to use yimacs/base_model_merge_unload_push with Transformers:

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

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

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("yimacs/base_model_merge_unload_push")
model = AutoModelForCausalLM.from_pretrained("yimacs/base_model_merge_unload_push", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use yimacs/base_model_merge_unload_push with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/yimacs/base_model_merge_unload_push

SGLang

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

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

yimacs commited on Sep 20, 2025

Commit

656d93a

verified ·

1 Parent(s): 97aa1a5

Upload MistralForCausalLM

Browse files

Files changed (7) hide show

config.json +1 -16
model-00001-of-00005.safetensors +3 -0
model-00002-of-00005.safetensors +3 -0
model-00003-of-00005.safetensors +3 -0
model-00004-of-00005.safetensors +3 -0
model-00005-of-00005.safetensors +3 -0
model.safetensors.index.json +0 -0

config.json CHANGED Viewed

@@ -4,7 +4,7 @@
   ],
   "attention_dropout": 0.0,
   "bos_token_id": 1,
-  "dtype": "bfloat16",
   "eos_token_id": 2,
   "head_dim": 128,
   "hidden_act": "silu",
@@ -16,21 +16,6 @@
   "num_attention_heads": 32,
   "num_hidden_layers": 40,
   "num_key_value_heads": 8,
-  "quantization_config": {
-    "_load_in_4bit": true,
-    "_load_in_8bit": false,
-    "bnb_4bit_compute_dtype": "float32",
-    "bnb_4bit_quant_storage": "uint8",
-    "bnb_4bit_quant_type": "nf4",
-    "bnb_4bit_use_double_quant": true,
-    "llm_int8_enable_fp32_cpu_offload": false,
-    "llm_int8_has_fp16_weight": false,
-    "llm_int8_skip_modules": null,
-    "llm_int8_threshold": 6.0,
-    "load_in_4bit": true,
-    "load_in_8bit": false,
-    "quant_method": "bitsandbytes"
-  },
   "rms_norm_eps": 1e-05,
   "rope_theta": 1000000.0,
   "sliding_window": null,

   ],
   "attention_dropout": 0.0,
   "bos_token_id": 1,
+  "dtype": "float16",
   "eos_token_id": 2,
   "head_dim": 128,
   "hidden_act": "silu",
   "num_attention_heads": 32,
   "num_hidden_layers": 40,
   "num_key_value_heads": 8,
   "rms_norm_eps": 1e-05,
   "rope_theta": 1000000.0,
   "sliding_window": null,

model-00001-of-00005.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:c929c9881deefe2fe3fd0f60f36d11da3304fd732f9d7d203426b4d2b9e1782c
+size 4865522432

model-00002-of-00005.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:4b72fdf1299c93dd4500c56c5b229274348d6229f4855b5f61b5c13baabc5602
+size 4907529344

model-00003-of-00005.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:0f6c7cc287a78616256ec770a1c2800a1bbe922dc3de99521898232d5f9665c4
+size 4907529376

model-00004-of-00005.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:81e46afdc9b79034e94fb8781a3f17e056841ebb7454e7b1be6abc457e0fc4dc
+size 4907529376

model-00005-of-00005.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:9beee57e8e63229e743dc117197abc23ea165483d38d28c58e385cac7bced147
+size 4907496208

model.safetensors.index.json CHANGED Viewed

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