Instructions to use jva96160/go with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use jva96160/go with Transformers:

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

pipe = pipeline("image-text-to-text", model="jva96160/go", trust_remote_code=True)
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 AutoModel
model = AutoModel.from_pretrained("jva96160/go", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use jva96160/go with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "jva96160/go"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "jva96160/go",
		"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/jva96160/go

SGLang

How to use jva96160/go 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 "jva96160/go" \
    --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": "jva96160/go",
		"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 "jva96160/go" \
        --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": "jva96160/go",
		"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 jva96160/go with Docker Model Runner:
```
docker model run hf.co/jva96160/go
```

go / cpp /sample_data /pickup_processed.json

jva96160

Upload 71 files

a2dca42 verified 12 months ago

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7.71 kB

[
    {
        "conversations": [
            {
                "from": "human",
                "value": "我等等再處理好了，先這樣",
                "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav"
            },
            {
                "from": "gpt",
                "value": "如果還有其他需要，請隨時告訴我！"
            }
        ],
        "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
    },
    {
        "conversations": [
            {
                "from": "human",
                "value": "我要去南港車站接人",
                "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382475-breezyvoice-01452.wav"
            },
            {
                "from": "gpt",
                "value": "請問你要去南港車站接誰？"
            }
        ],
        "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
    },
    {
        "conversations": [
            {
                "from": "human",
                "value": "不用了",
                "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382549-breezyvoice-00643.wav"
            },
            {
                "from": "gpt",
                "value": "如果還有其他需要，請隨時告訴我！"
            }
        ],
        "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
    },
    {
        "conversations": [
            {
                "from": "human",
                "value": "0911-222-333",
                "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav"
            },
            {
                "from": "function_call",
                "value": "{\"name\": \"save_phonebook\", \"arguments\": {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}}"
            },
            {
                "from": "observation",
                "value": "{\"result\": \"已儲存阿德的電話：0911-222-333\"}"
            },
            {
                "from": "gpt",
                "value": "好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。"
            }
        ],
        "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
    },
    {
        "conversations": [
            {
                "from": "human",
                "value": "我等等再處理好了，先這樣",
                "audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav"
            },
            {
                "from": "gpt",
                "value": "如果還有其他需要，請隨時告訴我！"
            }
        ],
        "tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
    }
]

	[
	{
	"conversations": [
	{
	"from": "human",
	"value": "我等等再處理好了，先這樣",
	"audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17376838-breezyvoice-00818.wav"
	},
	{
	"from": "gpt",
	"value": "如果還有其他需要，請隨時告訴我！"
	}
	],
	"tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
	},
	{
	"conversations": [
	{
	"from": "human",
	"value": "我要去南港車站接人",
	"audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382475-breezyvoice-01452.wav"
	},
	{
	"from": "gpt",
	"value": "請問你要去南港車站接誰？"
	}
	],
	"tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
	},
	{
	"conversations": [
	{
	"from": "human",
	"value": "不用了",
	"audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382549-breezyvoice-00643.wav"
	},
	{
	"from": "gpt",
	"value": "如果還有其他需要，請隨時告訴我！"
	}
	],
	"tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
	},
	{
	"conversations": [
	{
	"from": "human",
	"value": "0911-222-333",
	"audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382570-breezyvoice-01041.wav"
	},
	{
	"from": "function_call",
	"value": "{\"name\": \"save_phonebook\", \"arguments\": {\"name\": \"阿德\", \"phone\": \"0911-222-333\"}}"
	},
	{
	"from": "observation",
	"value": "{\"result\": \"已儲存阿德的電話：0911-222-333\"}"
	},
	{
	"from": "gpt",
	"value": "好的，已為您設定導航至市政府捷運站，我已通知阿德 0911-222-333，接駁任務已發送。"
	}
	],
	"tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
	},
	{
	"conversations": [
	{
	"from": "human",
	"value": "我等等再處理好了，先這樣",
	"audio_path": "/mnt/data-2t/jeff/codes/llm/cpp/sample_data/pickup_breezy-common_voice_zh-TW_17382594-breezyvoice-00389.wav"
	},
	{
	"from": "gpt",
	"value": "如果還有其他需要，請隨時告訴我！"
	}
	],
	"tools": "[{\"name\": \"get_phonebook\", \"description\": \"查詢通訊錄內是否存在指定聯絡人，若無則回傳空字串\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}}, \"required\": [\"name\"]}}, {\"name\": \"message_update\", \"description\": \"更新乘客通知簡訊內容\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}, \"message\": {\"type\": \"string\", \"description\": \"message參數\"}}, \"required\": [\"name\", \"phone\", \"message\"]}}, {\"name\": \"save_phonebook\", \"description\": \"儲存新聯絡人資訊到通訊錄\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"name參數\"}, \"phone\": {\"type\": \"string\", \"description\": \"phone參數\"}}, \"required\": [\"name\", \"phone\"]}}]"
	}
	]