Instructions to use meetkai/functionary-small-v2.2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use meetkai/functionary-small-v2.2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="meetkai/functionary-small-v2.2") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("meetkai/functionary-small-v2.2") model = AutoModelForCausalLM.from_pretrained("meetkai/functionary-small-v2.2") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.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(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use meetkai/functionary-small-v2.2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "meetkai/functionary-small-v2.2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "meetkai/functionary-small-v2.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/meetkai/functionary-small-v2.2
- SGLang
How to use meetkai/functionary-small-v2.2 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 "meetkai/functionary-small-v2.2" \ --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": "meetkai/functionary-small-v2.2", "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 "meetkai/functionary-small-v2.2" \ --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": "meetkai/functionary-small-v2.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use meetkai/functionary-small-v2.2 with Docker Model Runner:
docker model run hf.co/meetkai/functionary-small-v2.2
| { | |
| "added_tokens_decoder": { | |
| "0": { | |
| "content": "<unk>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "1": { | |
| "content": "<s>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "2": { | |
| "content": "</s>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "32000": { | |
| "content": "<|content|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "32001": { | |
| "content": "<|recipient|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "32002": { | |
| "content": "<|from|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "32003": { | |
| "content": "<|stop|>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| } | |
| }, | |
| "additional_special_tokens": [ | |
| "<|content|>", | |
| "<|recipient|>", | |
| "<|from|>", | |
| "<|stop|>" | |
| ], | |
| "bos_token": "<s>", | |
| "chat_template": "{# version=v2 #}{%- macro append_new_param_info(param_declaration, comment_info, examples_info, depth) -%}\n {%- set offset = \"\" -%}\n {%- if depth >= 1 -%}\n {%- set offset = \" \" * depth -%}\n {%- endif -%}\n {%- if comment_info != \"<|NONE|>\" -%}\n {{ \"\\n\" + offset + comment_info }}\n {%- if examples_info | length > 0 -%}\n {# Append each example info #}\n {%- for example in examples_info -%}\n {{ \"\\n\" + offset + \"// \" + example|string|replace(\"'\", '\"') }}\n {%- endfor -%}\n {%- endif -%}\n {%- endif -%}\n {{ \"\\n\" + offset + param_declaration }}\n{%- endmacro -%}\n\n{%- macro convert_data_type(param_type) -%}\n {%- if param_type == \"integer\" or param_type == \"float\" -%}\n {{ \"number\" }}\n {%- else -%}\n {{ param_type }}\n {%- endif -%}\n{%- endmacro -%}\n\n{%- macro get_param_type(param) -%}\n {%- set param_type = \"any\" -%}\n\n {%- if \"type\" in param -%}\n {%- set raw_param_type = param[\"type\"] -%}\n {%- if raw_param_type is iterable and raw_param_type is not string -%}\n {%- set param_type = raw_param_type | join(\" | \") -%}\n {%- else -%}\n {%- set param_type = raw_param_type -%}\n {%- endif -%}\n {{ convert_data_type(param_type) }}\n {%- elif \"oneOf\" in param -%}\n {%- set one_of_types = param[\"oneOf\"]|selectattr(\"type\", \"defined\")|list -%}\n {%- set one_of_types = one_of_types|map(attribute=\"type\")|unique|list -%}\n {{ convert_data_type(one_of_types | join(\" | \")) }}\n {%- endif -%}\n{%- endmacro -%}\n\n{%- macro get_format_param(param) -%}\n {%- if \"format\" in param -%}\n {{ param[\"format\"] }}\n {%- elif \"oneOf\" in param -%}\n {%- set formats = [] -%}\n {%- for item in param[\"oneOf\"] -%}\n {%- if \"format\" in item -%}\n {%- if item[\"format\"] == param[\"oneOf\"][-1][\"format\"] -%}\n {{ item[\"format\"] }}\n {%- else -%}\n {{ item[\"format\"] + \" or \"}}\n {%- endif -%}\n {%- endif -%}\n {%- endfor -%}\n {%- else -%}\n {{ \"<|NONE|>\" }}\n {%- endif -%}\n{%- endmacro -%}\n\n{%- macro get_param_info(param) -%}\n {%- set param_type = param.get(\"type\", \"any\") -%}\n {%- set format_param = get_format_param(param) -%}\n\n {%- if \"description\" in param or \"default\" in param or format_param != \"<|NONE|>\" or param[\"maximum\"] or param[\"minimum\"] or param[\"maxLength\"] or param[\"minLength\"] -%}\n {{ \"//\" }}\n {%- if \"description\" in param -%}\n {%- set desc = param[\"description\"] -%}\n {%- if not desc.endswith(\".\") -%}\n {%- set desc = desc + \".\" -%}\n {%- endif -%}\n {{ \" \" + desc }}\n {%- endif -%}\n\n {%- if \"default\" in param -%}\n {%- set default_value = param[\"default\"] -%}\n {%- if param_type == \"string\" -%}\n {%- set default_value = '\"' ~ default_value ~ '\"' -%}\n {%- endif -%}\n {{ \" Default=\" ~ default_value ~ \".\" }}\n {%- endif -%}\n\n {%- set format_param = get_format_param(param) -%}\n {%- if format_param != \"<|NONE|>\" -%}\n {{ \" Format=\" ~ format_param }}\n {%- endif -%}\n\n {%- for field, field_name in [(\"maximum\", \"Maximum\"), (\"minimum\", \"Minimum\"), (\"maxLength\", \"Maximum length\"), (\"minLength\", \"Minimum length\")] -%}\n {%- if field in param -%}\n {{ \" \" + field_name ~ \"=\" ~ param[field] }}\n {%- endif -%}\n {%- endfor -%}\n {%- else -%}\n {{ \"<|NONE|>\"}}\n {%- endif -%}\n{%- endmacro -%}\n\n{%- macro get_enum_option_str(enum_options) -%}\n {%- for v in enum_options -%}\n {%- if v is string -%}\n {{ '\"' + v + '\"' }}\n {%- else -%}\n {{ v }}\n {%- endif -%}\n {%- if enum_options|length > 0 and v != enum_options[-1] -%}\n {{ \" | \" }}\n {%- endif -%}\n {%- endfor -%}\n{%- endmacro -%}\n\n{%- macro get_array_typescript(param_name, param_dic, depth) -%}\n {%- set offset = '' -%}\n {%- if depth >= 1 -%}\n {%- set offset = \" \" * depth -%}\n {%- endif -%}\n {%- set items_info = param_dic.get('items', {}) -%}\n\n {%- if items_info|length == 0 -%}\n {%- if param_name is not none -%}\n {{ \"\\n\" + offset + param_name + \": []\" }}\n {%- else -%}\n {{ \"\\n\" + offset + \"[]\" }}\n {%- endif -%}\n {%- else -%}\n {%- set array_type = get_param_type(items_info) -%}\n {%- if array_type == 'object' -%}\n {%- if param_name -%}\n {{ \"\\n\" + offset + param_name + \": {\" }}\n {%- else -%}\n {{ \"\\n\" + offset + \"{\" }}\n {%- endif -%}\n {{ get_parameter_typescript(items_info.get('properties', {}), items_info.get('required', []), depth + 1) -}}\n {{- \"\\n\" + offset + \"}[]\" }}\n {%- elif array_type == 'array' -%}\n {%- set item_info = get_array_typescript(None, items_info, depth + 1) -%}\n {%- if not param_name -%}\n {{ \"\\n\" + item_info + \"[]\" }}\n {%- else -%}\n {{ \"\\n\" + offset + param_name + \": \" + item_info|trim + \"[]\" }}\n {%- endif -%}\n {%- else -%}\n {%- if 'enum' in items_info -%}\n {%- set item_type = get_enum_option_str(items_info['enum']) -%}\n {%- if param_name is none -%}\n {{ \"(\" + item_type + \")[]\"}}\n {%- else -%}\n {{ \"\\n\" + offset + param_name + \": (\" + item_type + \")[]\" }}\n {%- endif -%}\n {%- else -%}\n {%- if param_name is none -%}\n {{ \"\\n\" + array_type + \"[]\" }}\n {%- else -%}\n {{ \"\\n\" + offset + param_name + \": \" + array_type + \"[],\" }}\n {%- endif -%}\n {%- endif -%}\n {%- endif -%}\n {%- endif -%}\n{%- endmacro -%}\n\n{%- macro get_parameter_typescript(properties, required_params, depth=0) -%}\n {%- set res = \"\" -%}\n {%- for param_name, param in properties.items() -%}\n {%- if param is mapping -%}\n {%- set comment_info = get_param_info(param) -%}\n {# Param Examples #}\n {%- set examples_info = [] -%}\n {%- if \"examples\" in param -%}\n {%- set examples_info = [\"Example \" + param_name + \":\"] -%}\n {%- set examples_info = examples_info + param[\"examples\"] -%}\n {%- endif -%}\n\n {# Param Name declaration #}\n {%- set param_declaration = param_name -%}\n {%- if required_params is iterable and param_name not in required_params -%}\n {%- set param_declaration = param_declaration + \"?\" -%}\n {%- endif -%}\n\n {%- set param_type = get_param_type(param) -%}\n\n {# Handle indentation based on depth #}\n {%- set offset = \"\" -%}\n {%- if depth >= 1 -%}\n {%- set offset = \" \" * depth -%}\n {%- endif -%}\n\n {%- if param_type == \"object\" -%}\n {%- if comment_info != \"<|NONE|>\" -%}\n {{ \"\\n\" + offset + comment_info }}\n {%- endif -%}\n {%- if examples_info|length > 0 -%}\n {%- for example in examples_info -%}\n {{ \"\\n\" + offset + \"// \" + example|string|replace(\"'\", '\"') }}\n {%- endfor -%}\n {%- endif -%}\n {%- set param_declaration = param_declaration + \": {\" -%}\n {{ \"\\n\" + offset + param_declaration -}}\n {{- get_parameter_typescript(param.get(\"properties\", {}), param.get(\"required\", []), depth + 1) -}}\n {{- \"\\n\" + offset + \"},\" }}\n {%- elif param_type == \"array\" -%}\n {%- set item_info = param.get(\"items\", {}) -%}\n {%- if \"type\" not in item_info -%}\n {%- set param_declaration = param_declaration + \": [],\" -%}\n {{ append_new_param_info(param_declaration, comment_info, examples_info, depth) }}\n {%- else -%}\n {%- if comment_info != \"<|NONE|>\" -%}\n {{ \"\\n\" + offset + comment_info }}\n {%- endif -%}\n {%- if examples_info|length > 0 -%}\n {%- for example in examples_info -%}\n {{ \"\\n\" + offset + \"// \" + example|string|replace(\"'\", '\"') }}\n {%- endfor -%}\n {%- endif -%}\n {%- set array_declaration = get_array_typescript(param_declaration, param, depth) -%}\n {%- if not array_declaration.endswith(\",\") -%}\n {%- set array_declaration = array_declaration + \",\" -%}\n {%- endif -%}\n {{ array_declaration}}\n {%- endif -%}\n {%- else -%}\n {%- if \"enum\" in param -%}\n {%- set param_type = get_enum_option_str(param[\"enum\"]) -%}\n {%- endif -%}\n {%- if \"nullable\" in param and param[\"nullable\"] -%}\n {%- set param_type = param_type + \" | null\" -%}\n {%- endif -%}\n {%- set param_declaration = param_declaration + \": \" + param_type + \",\" -%}\n {{ append_new_param_info(param_declaration, comment_info, examples_info, depth) }}\n {%- endif -%}\n {%- endif -%}\n {%- endfor -%}\n{%- endmacro -%}\n\n{%- macro generate_schema_from_functions(functions, namespace='functions') -%}\n {{ \"// Supported function definitions that should be called when necessary.\\n\" -}}\n {{- \"namespace \" + namespace + \" {\\n\\n\" -}}\n\n {%- for function in functions -%}\n {%- if function.get(\"function\") is not none -%}\n {%- set function = function.get(\"function\") -%}\n {%- endif -%}\n\n {%- set function_name = function.get(\"name\") -%}\n {%- if function_name is not none -%}\n {%- set description = function.get('description', '') -%}\n {%- set parameters = function.get('parameters', {}) -%}\n {{- \"// \" + description + \"\\n\" -}}\n {{- \"type \" + function_name -}}\n {%- if parameters is not none and parameters.get(\"properties\") is not none -%}\n {{- \" = (_: {\" -}}\n {%- set required_params = parameters.get(\"required\", []) -%}\n {{ get_parameter_typescript(parameters.get(\"properties\"), required_params, 0) -}}\n {{- \"\\n}) => any;\\n\\n\" }}\n {%- else -%}\n {{ \" = () => any;\\n\\n\" }}\n {%- endif -%}\n {%- endif -%}\n {%- endfor -%}\n {{ \"} // namespace \" + namespace }}\n{%- endmacro -%}\n{%- if not tools -%}\n {%- set tools = [] -%}\n{%- endif -%}\n{{ bos_token + '<|from|>system\\n<|recipient|>all\\n<|content|>' + generate_schema_from_functions(tools) -}}\n{%- if tools|length > 0 and tools|selectattr(\"type\", \"equalto\", \"code_interpreter\")|list|length > 0 -%}\n {{ '\\n<|from|>system\\n<|recipient|>all\\n<|content|>When you send a message containing Python code to python, it will be executed in a stateful Jupyter notebook environment. python will respond with the output of the execution or time out after 60.0 seconds. The drive at \\'/mnt/data\\' can be used to save and persist user files.' }}\n{%- else -%}\n {{ \"\\n<|from|>system\\n<|recipient|>all\\n<|content|>A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. The assistant calls functions with appropriate input when necessary\" }}\n{%- endif -%}\n{%- for message in messages -%}\n {%- if message['role'] == 'user' or message['role'] == 'system' -%}\n {{ '\\n<|from|>' + message['role'] + '\\n<|recipient|>all\\n<|content|>' + message['content'] }}\n {%- elif message['role'] == 'tool' -%}\n {{ '\\n<|from|>' + message['name'] + '\\n<|recipient|>all\\n<|content|>' + message['content'] }}\n {%- else -%}\n {%- if message['content'] -%}\n {{ \"\\n<|from|>\" + message['role'] + \"\\n<|recipient|>all\\n<|content|>\" + message['content'] }}\n {%- endif -%}\n {%- if 'tool_calls' in message and message['tool_calls'] is not none -%}\n {%- for tool_call in message['tool_calls'] -%}\n {{ '\\n<|from|>' + message['role'] + '\\n<|recipient|>' + tool_call['function']['name'] + '\\n<|content|>' + tool_call['function']['arguments'] }}\n {%- endfor -%}\n {%- endif -%}\n {{ \"<|stop|>\" }}\n {%- endif -%}\n{%- endfor -%}\n{% if add_generation_prompt %}{{ '\\n<|from|>assistant\\n<|recipient|>' }}{% endif %}", | |
| "clean_up_tokenization_spaces": false, | |
| "eos_token": "</s>", | |
| "legacy": true, | |
| "model_max_length": 8192, | |
| "pad_token": "</s>", | |
| "padding_side": "left", | |
| "sp_model_kwargs": {}, | |
| "spaces_between_special_tokens": false, | |
| "tokenizer_class": "LlamaTokenizer", | |
| "unk_token": "<unk>", | |
| "use_default_system_prompt": false | |
| } | |