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, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("RMDWLLC/kaiju-coder-7")
model = AutoModelForMultimodalLM.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

d23eed9

verified ·

1 Parent(s): 4ca1eb4

Add files using upload-large-folder tool

Browse files

Files changed (3) hide show

FINAL_RELEASE_REPORT.md +2 -2
GOAL_COMPLETION_AUDIT.md +1 -1
HF_UPLOAD_EVIDENCE.md +6 -6

FINAL_RELEASE_REPORT.md CHANGED Viewed

@@ -1,6 +1,6 @@
 # Kaiju Coder 7 Final Release Report
-Generated: `2026-06-03T23:53:31Z`
 Product name: `Kaiju Coder 7`
 Public model id: `kaiju-coder-7`
@@ -52,7 +52,7 @@ stability and speed.
 | Small helper repos uploaded | `True` |
 | Merged model uploaded | `True` |
 | Merged repo | `RMDWLLC/kaiju-coder-7` |
-| Merged repo SHA | `00ba85985102a14838dbb8a5692d9a75ce9da15a` |
 | Merged upload size | `39 files / 53.8G / 14 safetensors shards recorded` |
 | Download status | `public downloads verified; no active private-storage blocker recorded` |
 | Visibility decision | `PUBLIC`; `HF_VISIBILITY_DECISION: PUBLIC` recorded in human review |

 # Kaiju Coder 7 Final Release Report
+Generated: `2026-06-03T23:55:20Z`
 Product name: `Kaiju Coder 7`
 Public model id: `kaiju-coder-7`
 | Small helper repos uploaded | `True` |
 | Merged model uploaded | `True` |
 | Merged repo | `RMDWLLC/kaiju-coder-7` |
+| Merged repo SHA | `not recorded` |
 | Merged upload size | `39 files / 53.8G / 14 safetensors shards recorded` |
 | Download status | `public downloads verified; no active private-storage blocker recorded` |
 | Visibility decision | `PUBLIC`; `HF_VISIBILITY_DECISION: PUBLIC` recorded in human review |

GOAL_COMPLETION_AUDIT.md CHANGED Viewed

@@ -1,6 +1,6 @@
 # Kaiju Coder 7 Goal Completion Audit
-Generated: `2026-06-03T23:53:44Z`
 Overall: `complete`
 Summary: `18 passed / 0 blocked / 0 manual`

 # Kaiju Coder 7 Goal Completion Audit
+Generated: `2026-06-03T23:55:34Z`
 Overall: `complete`
 Summary: `18 passed / 0 blocked / 0 manual`

HF_UPLOAD_EVIDENCE.md CHANGED Viewed

@@ -1,15 +1,15 @@
 # Kaiju Coder 7 Hugging Face Upload Evidence
-Generated: `2026-06-03T23:37:20Z`
 ## Uploaded Repos
 | Repo | Visibility | Evidence |
 |---|---|---|
-| `RMDWLLC/kaiju-coder-7-adapter` | public | Refreshed public helper/evidence package commit `943b6fc7e025bbacd8b94275eb4321f6b0ed69c7`; public visibility verified after 2026-06-03 speed and GGUF-candidate pass. |
-| `RMDWLLC/kaiju-coder-7-opencode` | public | Refreshed OpenCode helper commit `032872d88fd799515ac81158e011780e0d6059f6`; public visibility, installer dry-run, and exact-file smoke verified. |
-| `RMDWLLC/kaiju-coder-7-quantized-runtime` | public | Current public helper commit `785f3d758da493e3c435d67ef12c3e1e4d62db1a`; includes runtime bitsandbytes recipe plus GGUF Q8_0 candidate note. |
-| `RMDWLLC/kaiju-coder-7` | public | `hf upload-large-folder` completed successfully, then metadata/evidence refreshed at final visible SHA `00ba85985102a14838dbb8a5692d9a75ce9da15a`; public metadata reports `private: false`. |
 These SHAs are a point-in-time release evidence snapshot. Uploading this
 evidence file itself creates another metadata commit, so use `hf models info`
@@ -79,7 +79,7 @@ Result:
 - The downloaded OpenCode helper installer dry-run passed and included the
   loop guard.
 - Merged model metadata reports `private: false`, SHA
-  `00ba85985102a14838dbb8a5692d9a75ce9da15a`, and lists all `14`
   safetensors shards.
 The earlier private-storage limit blocked private file downloads after the

 # Kaiju Coder 7 Hugging Face Upload Evidence
+Generated: `2026-06-03T23:55:00Z`
 ## Uploaded Repos
 | Repo | Visibility | Evidence |
 |---|---|---|
+| `RMDWLLC/kaiju-coder-7-adapter` | public | Refreshed public helper/evidence package commit `97fc8fc14064537c1f19f7a5938c7b4c779ae43c`; public visibility verified after 2026-06-03 speed and GGUF-candidate pass. |
+| `RMDWLLC/kaiju-coder-7-opencode` | public | Refreshed OpenCode helper commit `b5dcda3ae5062e3e0782e34db4323f368dd7cbfe`; public visibility, installer dry-run, and exact-file smoke verified. |
+| `RMDWLLC/kaiju-coder-7-quantized-runtime` | public | Current public helper commit `6fded18f858b27aaffa5634e9ea9fadeb83e8488`; includes runtime bitsandbytes recipe plus GGUF Q8_0 candidate note. |
+| `RMDWLLC/kaiju-coder-7` | public | `hf upload-large-folder` completed successfully, then metadata/evidence refreshed at visible SHA `4ca1eb4130511d1128f217261a819cff9ddb7ad8`; public metadata reports `private: false`. |
 These SHAs are a point-in-time release evidence snapshot. Uploading this
 evidence file itself creates another metadata commit, so use `hf models info`
 - The downloaded OpenCode helper installer dry-run passed and included the
   loop guard.
 - Merged model metadata reports `private: false`, SHA
+  `4ca1eb4130511d1128f217261a819cff9ddb7ad8`, and lists all `14`
   safetensors shards.
 The earlier private-storage limit blocked private file downloads after the