Instructions to use NovaCorp/Podredumbre-3.2-1B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use NovaCorp/Podredumbre-3.2-1B with Transformers:

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

pipe = pipeline("text-generation", model="NovaCorp/Podredumbre-3.2-1B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("NovaCorp/Podredumbre-3.2-1B")
model = AutoModelForCausalLM.from_pretrained("NovaCorp/Podredumbre-3.2-1B")
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

vLLM

How to use NovaCorp/Podredumbre-3.2-1B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "NovaCorp/Podredumbre-3.2-1B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "NovaCorp/Podredumbre-3.2-1B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/NovaCorp/Podredumbre-3.2-1B

SGLang

How to use NovaCorp/Podredumbre-3.2-1B 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 "NovaCorp/Podredumbre-3.2-1B" \
    --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": "NovaCorp/Podredumbre-3.2-1B",
		"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 "NovaCorp/Podredumbre-3.2-1B" \
        --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": "NovaCorp/Podredumbre-3.2-1B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use NovaCorp/Podredumbre-3.2-1B with Docker Model Runner:
```
docker model run hf.co/NovaCorp/Podredumbre-3.2-1B
```

Novaciano commited on Mar 25

Commit

ddfbdaa

verified ·

1 Parent(s): 19a3cdf

Albert_Wesker-1B — Nacimiento UMBRELLA-4 con 6 secretos

Browse files

Files changed (5) hide show

README.md +8 -9
mergekit_config.yml +4 -5
model-00001-of-00003.safetensors +1 -1
model-00002-of-00003.safetensors +1 -1
model-00003-of-00003.safetensors +1 -1

README.md CHANGED Viewed

@@ -1,7 +1,7 @@
 ---
 base_model:
-- UmbrellaInc/Cindy_Lennox-3.2-1B
-- UmbrellaInc/T-Virus_Gamma.Strain-3.2-1B
 library_name: transformers
 tags:
 - mergekit
@@ -20,8 +20,8 @@ This model was merged using the [SLERP](https://en.wikipedia.org/wiki/Slerp) mer
 ### Models Merged
 The following models were included in the merge:
-* [UmbrellaInc/Cindy_Lennox-3.2-1B](https://huggingface.co/UmbrellaInc/Cindy_Lennox-3.2-1B)
-* [UmbrellaInc/T-Virus_Gamma.Strain-3.2-1B](https://huggingface.co/UmbrellaInc/T-Virus_Gamma.Strain-3.2-1B)
 ### Configuration
@@ -35,7 +35,7 @@ The following YAML configuration was used to produce this model:
 # Human-class B.O.W. (Infected Host)
 # =========================
-base_model: UmbrellaInc/Cindy_Lennox-3.2-1B
 merge_method: slerp
 dtype: bfloat16
@@ -50,12 +50,12 @@ parameters:
   # - Behavioral instability introduced
 models:
-  - model: UmbrellaInc/T-Virus_Gamma.Strain-3.2-1B
     parameters:
       weight: 0.55
-      # Viral inyection
-  - model: UmbrellaInc/Cindy_Lennox-3.2-1B
     parameters:
       weight: 0.45
       # Bartender personality acts as a destabilizing agent,
@@ -77,5 +77,4 @@ tie_word_embeddings: true
 tie_output_embeddings: true
 ```

 ---
 base_model:
+- nbeerbower/HumanLlama-3.2-1B
+- juiceb0xc0de/bella-bartender-heretic-1b
 library_name: transformers
 tags:
 - mergekit
 ### Models Merged
 The following models were included in the merge:
+* [nbeerbower/HumanLlama-3.2-1B](https://huggingface.co/nbeerbower/HumanLlama-3.2-1B)
+* [juiceb0xc0de/bella-bartender-heretic-1b](https://huggingface.co/juiceb0xc0de/bella-bartender-heretic-1b)
 ### Configuration
 # Human-class B.O.W. (Infected Host)
 # =========================
+base_model: juiceb0xc0de/bella-bartender-heretic-1b
 merge_method: slerp
 dtype: bfloat16
   # - Behavioral instability introduced
 models:
+  - model: nbeerbower/HumanLlama-3.2-1B
     parameters:
       weight: 0.55
+      # Primary host (human cognitive baseline)
+  - model: juiceb0xc0de/bella-bartender-heretic-1b
     parameters:
       weight: 0.45
       # Bartender personality acts as a destabilizing agent,
 tie_output_embeddings: true
 ```

mergekit_config.yml CHANGED Viewed

@@ -5,7 +5,7 @@
 # Human-class B.O.W. (Infected Host)
 # =========================
-base_model: UmbrellaInc/Cindy_Lennox-3.2-1B
 merge_method: slerp
 dtype: bfloat16
@@ -20,12 +20,12 @@ parameters:
   # - Behavioral instability introduced
 models:
-  - model: UmbrellaInc/T-Virus_Gamma.Strain-3.2-1B
     parameters:
       weight: 0.55
-      # Viral inyection
-  - model: UmbrellaInc/Cindy_Lennox-3.2-1B
     parameters:
       weight: 0.45
       # Bartender personality acts as a destabilizing agent,
@@ -46,4 +46,3 @@ layer_range:
 tie_word_embeddings: true
 tie_output_embeddings: true

 # Human-class B.O.W. (Infected Host)
 # =========================
+base_model: juiceb0xc0de/bella-bartender-heretic-1b
 merge_method: slerp
 dtype: bfloat16
   # - Behavioral instability introduced
 models:
+  - model: nbeerbower/HumanLlama-3.2-1B
     parameters:
       weight: 0.55
+      # Primary host (human cognitive baseline)
+  - model: juiceb0xc0de/bella-bartender-heretic-1b
     parameters:
       weight: 0.45
       # Bartender personality acts as a destabilizing agent,
 tie_word_embeddings: true
 tie_output_embeddings: true

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