Instructions to use prithivMLmods/Viper-Coder-v1.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use prithivMLmods/Viper-Coder-v1.1 with Transformers:

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

pipe = pipeline("text-generation", model="prithivMLmods/Viper-Coder-v1.1")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("prithivMLmods/Viper-Coder-v1.1")
model = AutoModelForMultimodalLM.from_pretrained("prithivMLmods/Viper-Coder-v1.1")
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 prithivMLmods/Viper-Coder-v1.1 with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/prithivMLmods/Viper-Coder-v1.1

SGLang

How to use prithivMLmods/Viper-Coder-v1.1 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 "prithivMLmods/Viper-Coder-v1.1" \
    --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": "prithivMLmods/Viper-Coder-v1.1",
		"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 "prithivMLmods/Viper-Coder-v1.1" \
        --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": "prithivMLmods/Viper-Coder-v1.1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use prithivMLmods/Viper-Coder-v1.1 with Docker Model Runner:
```
docker model run hf.co/prithivMLmods/Viper-Coder-v1.1
```

prithivMLmods commited on Feb 23, 2025

Commit

6199cb2

verified ·

1 Parent(s): a7778f2

Update README.md

Browse files

Files changed (1) hide show

README.md +14 -8

README.md CHANGED Viewed

@@ -11,6 +11,7 @@ tags:
 - text-generation-inference
 - trl
 - coder
 model-index:
 - name: Viper-Coder-v1.1
   results:
@@ -28,7 +29,8 @@ model-index:
       value: 44.32
       name: averaged accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -44,7 +46,8 @@ model-index:
       value: 49.27
       name: normalized accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -60,7 +63,8 @@ model-index:
       value: 54.61
       name: exact match
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -76,7 +80,8 @@ model-index:
       value: 20.13
       name: acc_norm
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -91,7 +96,8 @@ model-index:
       value: 26.21
       name: acc_norm
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -108,7 +114,8 @@ model-index:
       value: 47.02
       name: accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
 ---
@@ -190,5 +197,4 @@ Summarized results can be found [here](https://huggingface.co/datasets/open-llm-
 |MATH Lvl 5 (4-Shot)|    54.61|
 |GPQA (0-shot)      |    20.13|
 |MuSR (0-shot)      |    26.21|
-|MMLU-PRO (5-shot)  |    47.02|

 - text-generation-inference
 - trl
 - coder
+- v1.1
 model-index:
 - name: Viper-Coder-v1.1
   results:
       value: 44.32
       name: averaged accuracy
     source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
       value: 49.27
       name: normalized accuracy
     source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
       value: 54.61
       name: exact match
     source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
       value: 20.13
       name: acc_norm
     source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
       value: 26.21
       name: acc_norm
     source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
   - task:
       type: text-generation
       value: 47.02
       name: accuracy
     source:
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard#/?search=prithivMLmods%2FViper-Coder-v1.1
       name: Open LLM Leaderboard
 ---
 |MATH Lvl 5 (4-Shot)|    54.61|
 |GPQA (0-shot)      |    20.13|
 |MuSR (0-shot)      |    26.21|
+|MMLU-PRO (5-shot)  |    47.02|