Instructions to use RMDWLLC/kaiju-coder-7 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use RMDWLLC/kaiju-coder-7 with Transformers:

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

pipe = pipeline("text-generation", model="RMDWLLC/kaiju-coder-7")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForImageTextToText

processor = AutoProcessor.from_pretrained("RMDWLLC/kaiju-coder-7")
model = AutoModelForImageTextToText.from_pretrained("RMDWLLC/kaiju-coder-7")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.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(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use RMDWLLC/kaiju-coder-7 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "RMDWLLC/kaiju-coder-7"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "RMDWLLC/kaiju-coder-7",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/RMDWLLC/kaiju-coder-7

SGLang

How to use RMDWLLC/kaiju-coder-7 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 "RMDWLLC/kaiju-coder-7" \
    --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": "RMDWLLC/kaiju-coder-7",
		"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 "RMDWLLC/kaiju-coder-7" \
        --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": "RMDWLLC/kaiju-coder-7",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use RMDWLLC/kaiju-coder-7 with Docker Model Runner:
```
docker model run hf.co/RMDWLLC/kaiju-coder-7
```

restokes92 commited on 5 days ago

Commit

b040ee3

verified ·

1 Parent(s): 8d4bfdb

Polish Kaiju Coder 7 Hugging Face model cards

Browse files

Files changed (3) hide show

FINAL_RELEASE_REPORT.md +1 -1
GOAL_COMPLETION_AUDIT.md +1 -1
README.md +18 -2

FINAL_RELEASE_REPORT.md CHANGED Viewed

@@ -1,6 +1,6 @@
 # Kaiju Coder 7 Final Release Report
-Generated: `2026-06-04T02:41:03Z`
 Product name: `Kaiju Coder 7`
 Public model id: `kaiju-coder-7`

 # Kaiju Coder 7 Final Release Report
+Generated: `2026-06-04T02:44:04Z`
 Product name: `Kaiju Coder 7`
 Public model id: `kaiju-coder-7`

GOAL_COMPLETION_AUDIT.md CHANGED Viewed

@@ -1,6 +1,6 @@
 # Kaiju Coder 7 Goal Completion Audit
-Generated: `2026-06-04T02:41:03Z`
 Overall: `complete`
 Summary: `18 passed / 0 blocked / 0 manual`

 # Kaiju Coder 7 Goal Completion Audit
+Generated: `2026-06-04T02:44:04Z`
 Overall: `complete`
 Summary: `18 passed / 0 blocked / 0 manual`

README.md CHANGED Viewed

@@ -1,8 +1,24 @@
-# Kaiju Coder 7 by Kiyomi - Model Card Draft
 ![RMDW logo](assets/RMDWlogo.png)
-This is a draft. Do not publish until the current eval gate passes, final license files are attached, and the exact trained checkpoint is recorded.
 ## Model Summary

+---
+license: apache-2.0
+language:
+  - en
+library_name: transformers
+pipeline_tag: text-generation
+tags:
+  - kaiju-coder-7
+  - coding
+  - local-ai
+  - business
+  - opencode
+  - tool-use
+---
+# Kaiju Coder 7 by Kiyomi
 ![RMDW logo](assets/RMDWlogo.png)
+Kaiju Coder 7 by Kiyomi is an RMDW release model for practical local coding,
+business-owner build work, and OpenCode-assisted artifact generation.
 ## Model Summary