Any-to-Any
Transformers
Safetensors
GGUF
gemma4
multimodal
text-generation
image-text-to-text
audio-text-to-text
video-text-to-text
long-context
lora
bf16
llama-cpp
zh
en
Instructions to use chirs345678/Anrn-12B-R1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use chirs345678/Anrn-12B-R1 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("chirs345678/Anrn-12B-R1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Invalid JSON:Unexpected token '', "{
"stat"... is not valid JSON
| { | |
| "state": "passed", | |
| "variant": "full-bf16-original", | |
| "alias": "anru-gemma4-12b-native-multimodal-bf16-lora045", | |
| "backend": "transformers-native", | |
| "context_tokens": 131072, | |
| "lora_scale": 0.45, | |
| "original_weight_bytes": 23919549408, | |
| "original_weight_sha256": "FE054AE05FF7F44318FD8AE90D58992531455C7ED31356704088F0F2D8C8009A", | |
| "text": { | |
| "literal_output": "4\n\n\n\n\n", | |
| "prompt_tokens": 23, | |
| "completion_tokens": 12, | |
| "seconds": 23.731 | |
| }, | |
| "image": { | |
| "input": "C:\\Users\\夏霖云\\Documents\\Codex\\2026-08-05\\ll-ma\\outputs\\anru-gemma4-12b-native-multimodal-release\\full-bf16\\test-whoami.png", | |
| "literal_output": "desktop-nusvlb5\\merlin\n", | |
| "prompt_tokens": 1120, | |
| "completion_tokens": 12, | |
| "seconds": 19.372 | |
| }, | |
| "audio": { | |
| "input": "test-audio.wav", | |
| "literal_output": "123\n\n\n\n", | |
| "prompt_tokens": 160, | |
| "completion_tokens": 12, | |
| "seconds": 26.382 | |
| }, | |
| "video": { | |
| "input": "test-video.mp4", | |
| "literal_output": "731\n", | |
| "prompt_tokens": 2428, | |
| "completion_tokens": 6, | |
| "seconds": 17.99 | |
| }, | |
| "system_prompt_integration": { | |
| "state": "passed", | |
| "file": "system_prompt.md", | |
| "default_injection": true, | |
| "source_sha256": "5591AC2C99FDC6C8E21D1D3B87625BB368204548BEC7B63C3FD6598CF23639BF", | |
| "exact_source_copy": true, | |
| "attention_implementation": "sdpa", | |
| "actual_identity_inference_variant": "quantized-nf4", | |
| "actual_identity_literal_output": "我是安若,一个跨性别友好、性别多元友好、创伤知情、重视自主权和生命安全的人工智能陪伴助手。\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n", | |
| "actual_identity_prompt_tokens": 25149 | |
| }, | |
| "llama_service_integration": { | |
| "state": "passed", | |
| "launcher": "Start-Llama-Service.bat", | |
| "runtime_release": "b10293", | |
| "runtime_files": 55, | |
| "runtime_bytes": 701273776, | |
| "base_sha256": "057C364366301EE285E9026ECF417AAE36F4447D5D9CBBC3591447A9FC77A752", | |
| "lora_sha256": "3A5060E1CC0C8D4609052EF04A5A60770A64D566E2544B65F6D28F2BA6542037", | |
| "lora_scale": 0.44999998807907104, | |
| "context_tokens": 131072, | |
| "embedded_prompt_sha256": "5591AC2C99FDC6C8E21D1D3B87625BB368204548BEC7B63C3FD6598CF23639BF", | |
| "identity_literal_output": "我是安若,一个跨性别友好、性别多元友好、创伤知情、尊重自主权和生命安全的人工智能陪伴助手。", | |
| "identity_prompt_tokens": 25147, | |
| "identity_wall_seconds": 14.787 | |
| } | |
| } | |