Instructions to use maletsidibeOS/Anos_AI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use maletsidibeOS/Anos_AI with Transformers:

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

pipe = pipeline("image-text-to-text", model="maletsidibeOS/Anos_AI")
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)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("maletsidibeOS/Anos_AI", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use maletsidibeOS/Anos_AI with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "maletsidibeOS/Anos_AI"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "maletsidibeOS/Anos_AI",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/maletsidibeOS/Anos_AI

SGLang

How to use maletsidibeOS/Anos_AI 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 "maletsidibeOS/Anos_AI" \
    --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": "maletsidibeOS/Anos_AI",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

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 "maletsidibeOS/Anos_AI" \
        --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": "maletsidibeOS/Anos_AI",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use maletsidibeOS/Anos_AI with Docker Model Runner:
```
docker model run hf.co/maletsidibeOS/Anos_AI
```

Anos_AI / encoding /tests /test_input_3.json

maletsidibeOS

GeeeekExplorer

Duplicate from deepseek-ai/DeepSeek-V4.1-Flash

ebdc3f0 22 days ago

Raw History Blame Contribute Delete

2.55 kB

[
  {
    "role": "system",
    "content": "该助手为DeepSeek，由深度求索公司创造。"
  },
  {
    "role": "latest_reminder",
    "content": "2026-02-21,星期六,广州,App,中文"
  },
  {
    "role": "system",
    "content": "CITATION FORMAT: 【{cursor_id}†L{start_line_id}(-L{end_line_id})?】",
    "tools": [
      {
        "type": "function",
        "function": {
          "name": "search",
          "description": "Web search. Split multiple queries with '||'.",
          "parameters": {
            "type": "object",
            "properties": {
              "queries": {
                "type": "string",
                "description": "query1||query2"
              }
            },
            "required": ["queries"],
            "additionalProperties": false
          }
        }
      },
      {
        "type": "function",
        "function": {
          "name": "open",
          "description": "Batch open IDs (format 【{id}†...】) or URLs.",
          "parameters": {
            "type": "object",
            "properties": {
              "open_list": {
                "type": "array",
                "items": {
                  "type": "object",
                  "properties": {
                    "id": {
                      "description": "ID or URL",
                      "anyOf": [{"type": "integer"}, {"type": "string"}],
                      "default": -1
                    },
                    "loc": {"type": "integer", "description": "Start line", "default": -1},
                    "num_lines": {"type": "integer", "description": "", "default": -1}
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                  "additionalProperties": false
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                "description": ""
              }
            },
            "required": ["open_list"],
            "additionalProperties": false
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        }
      }
    ]
  },
  {
    "role": "user",
    "content": "小柴胡冲剂和布洛芬能一起吃吗？"
  },
  {
    "role": "assistant",
    "content": "",
    "reasoning_content": "用户想知道小柴胡冲剂和布洛芬能否一起服用。",
    "tool_calls": [
      {
        "type": "function",
        "function": {
          "name": "search",
          "arguments": "{\"queries\": \"小柴胡冲剂 布洛芬 相互作用 一起吃\"}"
        }
      }
    ]
  },
  {
    "role": "tool",
    "content": "[0]"
  },
  {
    "role": "assistant",
    "content": "请及时就医。",
    "reasoning_content": "现在开始组织回答。",
    "tool_calls": []
  }
]

	[
	{
	"role": "system",
	"content": "该助手为DeepSeek，由深度求索公司创造。"
	},
	{
	"role": "latest_reminder",
	"content": "2026-02-21,星期六,广州,App,中文"
	},
	{
	"role": "system",
	"content": "CITATION FORMAT: 【{cursor_id}†L{start_line_id}(-L{end_line_id})?】",
	"tools": [
	{
	"type": "function",
	"function": {
	"name": "search",
	"description": "Web search. Split multiple queries with '\|\|'.",
	"parameters": {
	"type": "object",
	"properties": {
	"queries": {
	"type": "string",
	"description": "query1\|\|query2"
	}
	},
	"required": ["queries"],
	"additionalProperties": false
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	},
	{
	"type": "function",
	"function": {
	"name": "open",
	"description": "Batch open IDs (format 【{id}†...】) or URLs.",
	"parameters": {
	"type": "object",
	"properties": {
	"open_list": {
	"type": "array",
	"items": {
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	"properties": {
	"id": {
	"description": "ID or URL",
	"anyOf": [{"type": "integer"}, {"type": "string"}],
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	"num_lines": {"type": "integer", "description": "", "default": -1}
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	},
	"required": ["open_list"],
	"additionalProperties": false
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	}
	]
	},
	{
	"role": "user",
	"content": "小柴胡冲剂和布洛芬能一起吃吗？"
	},
	{
	"role": "assistant",
	"content": "",
	"reasoning_content": "用户想知道小柴胡冲剂和布洛芬能否一起服用。",
	"tool_calls": [
	{
	"type": "function",
	"function": {
	"name": "search",
	"arguments": "{\"queries\": \"小柴胡冲剂布洛芬相互作用一起吃\"}"
	}
	}
	]
	},
	{
	"role": "tool",
	"content": "[0]"
	},
	{
	"role": "assistant",
	"content": "请及时就医。",
	"reasoning_content": "现在开始组织回答。",
	"tool_calls": []
	}
	]