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Model: moha47/functiongemma-270m-it-simple-tool-calling
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---
base_model: google/functiongemma-270m-it
library_name: transformers
model_name: functiongemma-270m-it-simple-tool-calling
tags:
- generated_from_trainer
- sft
- trl
licence: license
---
# Model Card for functiongemma-270m-it-simple-tool-calling
This model is a fine-tuned version of [google/functiongemma-270m-it](https://huggingface.co/google/functiongemma-270m-it).
It has been trained using [TRL](https://github.com/huggingface/trl).
## Quick start
```python
from transformers import pipeline
question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
generator = pipeline("text-generation", model="moha47/functiongemma-270m-it-simple-tool-calling", device="cuda")
output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
print(output["generated_text"])
```
## Training procedure
This model was trained with SFT.
### Framework versions
- TRL: 0.27.1
- Transformers: 4.57.6
- Pytorch: 2.9.0+cu126
- Datasets: 4.0.0
- Tokenizers: 0.22.2
## Citations
Cite TRL as:
```bibtex
@misc{vonwerra2022trl,
title = {{TRL: Transformer Reinforcement Learning}},
author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec},
year = 2020,
journal = {GitHub repository},
publisher = {GitHub},
howpublished = {\url{https://github.com/huggingface/trl}}
}
```

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{%- macro format_parameters(properties, required) -%}
{%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}
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{%- for key, value in properties | dictsort -%}
{%- if key not in standard_keys -%}
{%- if ns.found_first %},{% endif -%}
{%- set ns.found_first = true -%}
{{- key }}:{description:<escape>{{ value['description'] }}<escape>
{%- if value['type'] | upper == 'STRING' -%}
{%- if value['enum'] -%}
,enum:{{ format_argument(value['enum']) }}
{%- endif -%}
{%- elif value['type'] | upper == 'OBJECT' -%}
,properties:{
{%- if value['properties'] is defined and value['properties'] is mapping -%}
{{- format_parameters(value['properties'], value['required'] | default([])) -}}
{%- elif value is mapping -%}
{{- format_parameters(value, value['required'] | default([])) -}}
{%- endif -%}
}
{%- if value['required'] -%}
,required:[
{%- for item in value['required'] | default([]) -%}
<escape>{{- item -}}<escape>
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
]
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{%- set ns_items = namespace(found_first=false) -%}
{%- for item_key, item_value in value['items'] | dictsort -%}
{%- if item_value is not none -%}
{%- if ns_items.found_first %},{% endif -%}
{%- set ns_items.found_first = true -%}
{%- if item_key == 'properties' -%}
properties:{
{%- if item_value is mapping -%}
{{- format_parameters(item_value, value['items']['required'] | default([])) -}}
{%- endif -%}
}
{%- elif item_key == 'required' -%}
required:[
{%- for req_item in item_value -%}
<escape>{{- req_item -}}<escape>
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
]
{%- elif item_key == 'type' -%}
{%- if item_value is string -%}
type:{{ format_argument(item_value | upper) }}
{%- else -%}
type:{{ format_argument(item_value | map('upper') | list) }}
{%- endif -%}
{%- else -%}
{{ item_key }}:{{ format_argument(item_value) }}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
}
{%- endif -%}
{%- endif -%}
,type:<escape>{{ value['type'] | upper }}<escape>}
{%- endif -%}
{%- endfor -%}
{%- endmacro -%}
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declaration:{{- tool_data['function']['name'] -}}
{description:<escape>{{- tool_data['function']['description'] -}}<escape>
{%- set params = tool_data['function']['parameters'] -%}
{%- if params -%}
,parameters:{
{%- if params['properties'] -%}
properties:{ {{- format_parameters(params['properties'], params['required']) -}} },
{%- endif -%}
{%- if params['required'] -%}
required:[
{%- for item in params['required'] -%}
<escape>{{- item -}}<escape>
{{- ',' if not loop.last -}}
{%- endfor -%}
],
{%- endif -%}
{%- if params['type'] -%}
type:<escape>{{- params['type'] | upper -}}<escape>}
{%- endif -%}
{%- endif -%}
}
{%- endmacro -%}
{% macro format_argument(argument, escape_keys=True) -%}
{%- if argument is string -%}
{{- '<escape>' + argument + '<escape>' -}}
{%- elif argument is boolean -%}
{%- if argument -%}
{{- 'true' -}}
{%- else -%}
{{- 'false' -}}
{%- endif -%}
{%- elif argument is mapping -%}
{{- '{' -}}
{%- set ns = namespace(found_first=false) -%}
{%- for key, value in argument | dictsort -%}
{%- if ns.found_first %},{% endif -%}
{%- set ns.found_first = true -%}
{%- if escape_keys -%}
{{- '<escape>' + key + '<escape>' -}}
{%- else -%}
{{- key -}}
{%- endif -%}
:{{- format_argument(value, escape_keys=escape_keys) -}}
{%- endfor -%}
{{- '}' -}}
{%- elif argument is sequence -%}
{{- '[' -}}
{%- for item in argument -%}
{{- format_argument(item, escape_keys=escape_keys) -}}
{%- if not loop.last %},{% endif -%}
{%- endfor -%}
{{- ']' -}}
{%- else -%}
{{- argument -}}
{%- endif -%}
{%- endmacro -%}
{{ bos_token }}
{%- set ns = namespace(prev_message_type=None) -%}
{#- Tool Declarations -#}
{%- set loop_messages = messages -%}
{%- if tools or messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}
{{- '<start_of_turn>developer\n' -}}
{%- if messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}
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{{- messages[0]['content'] | trim -}}
{%- elif messages[0]['content'] is sequence -%}
{%- for item in messages[0]['content'] -%}
{%- if item['type'] == 'text' -%}
{{- item['text'] | trim -}}
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{{- format_function_declaration(tool) | trim }}
{{- '<end_function_declaration>' -}}
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{{- '<end_of_turn>\n' }}
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{{- '<start_of_turn>' + role + '\n' }}
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{%- if 'content' in message and message['content'] is not none -%}
{%- if message['content'] is string -%}
{{ message['content'] | trim }}
{%- elif message['content'] is sequence -%}
{%- for item in message['content'] -%}
{%- if item['type'] == 'image' -%}
{{ '<start_of_image>' }}
{%- elif item['type'] == 'text' -%}
{{ item['text'] | trim }}
{%- endif -%}
{%- endfor -%}
{%- else -%}
{{ raise_exception("Invalid content type in user/assistant message") }}
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{%- if 'tool_calls' in message and message['tool_calls'] and message['tool_calls'] is iterable -%}
{#- Tool Calls -#}
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{%- if function['arguments'] is mapping -%}
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{%- for key, value in function['arguments'] | dictsort -%}
{%- if ns.found_first %},{% endif -%}
{%- set ns.found_first = true -%}
{{- key -}}:{{- format_argument(value, escape_keys=False) -}}
{%- endfor -%}
{%- elif function['arguments'] is string -%}
{# This handles string-JSON, just in case #}
{{ function['arguments'] }}
{%- endif %}
{%- endif -%}
{{- '}<end_function_call>' -}}
{%- endfor -%}
{%- if loop.last -%}
{{ '<start_function_response>' }}
{%- endif -%}
{%- set ns.prev_message_type = 'tool_call' -%}
{%- endif -%}
{%- else -%}
{#- Tool Responses -#}
{%- if 'content' in message and message['content'] -%}
{%- if message['content'] is mapping -%}
{%- if 'name' in message['content'] and 'response' in message['content'] -%}
{{ '<start_function_response>response:' + message['content']['name'] | trim + '{' }}
{%- set response_ns = namespace(found_first=false) -%}
{%- for key, value in message['content']['response'] | dictsort -%}
{%- if response_ns.found_first %},{% endif -%}
{%- set response_ns.found_first = true -%}
{{- key -}}:{{- format_argument(value, escape_keys=False) -}}
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{{- '}<end_function_response>' -}}
{%- elif 'name' in message -%}
{{ '<start_function_response>response:' + message['name'] | trim + '{' }}
{%- set response_ns = namespace(found_first=false) -%}
{%- for key, value in message['content'] | dictsort -%}
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{%- endif -%}
{%- elif message['content'] is string -%}
{%- if 'name' in message -%}
{{ '<start_function_response>response:' + message['name'] | trim + '{value:' + format_argument(message['content'], escape_keys=False) + '}<end_function_response>' }}
{%- else -%}
{{ raise_exception("Invalid tool response: 'name' must be provided.") }}
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{%- elif message['content'] is sequence -%}
{%- for item in message['content'] -%}
{%- if item is mapping -%}
{%- if 'name' in item and 'response' in item -%}
{{ '<start_function_response>response:' + item['name'] | trim + '{' }}
{%- set response_ns = namespace(found_first=false) -%}
{%- for key, value in item['response'] | dictsort -%}
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{%- set response_ns.found_first = true -%}
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{{- '}<end_function_response>' -}}
{%- elif 'name' in message -%}
{{ '<start_function_response>response:' + message['name'] | trim + '{' }}
{%- set response_ns = namespace(found_first=false) -%}
{%- for key, value in item | dictsort -%}
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{{ raise_exception("Invalid tool response mapping: must contain 'name' and 'response' keys, or 'name' must be in the message.") }}
{%- endif -%}
{%- else -%}
{{ raise_exception("Invalid tool response message: multiple responses must all be mappings") }}
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{%- else -%}
{{ raise_exception("Invalid content type in tool message: must be mapping, sequence of mappings, or string.") }}
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{%- endif -%}
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{{ '<end_of_turn>\n' }}
{%- endif -%}
{%- endfor -%}
{%- if add_generation_prompt -%}
{%- if ns.prev_message_type != 'tool_response' -%}
{{- '<start_of_turn>model\n' -}}
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"transformers_version": "4.57.6",
"use_bidirectional_attention": false,
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