Datasets:

glouriousgautam
/

gemma-4-26b-a4b-it-function-calling-6k

row_no int64 1 6k	text stringlengths 1.14k 6.52k	record_json stringlengths 1.43k 6.63k	teacher_model stringclasses 1 value	domain stringclasses 18 values	pattern stringclasses 6 values	difficulty int64 1 5	local_quality float64 0.85 1
283	System: You are a business operations assistant. You have access to tools for managing inventory, employee schedules, and logistics. Use the provided tools to fulfill user requests accurately. Always ensure all required parameters are provided before calling a function. Tools: [{"description": "Retrieve detailed inform...	{"blueprint_id":"bp_000000000583","domain":"browser_and_computer_control","pattern":"single_function_call","difficulty":4,"system_prompt":"You are a business operations assistant. You have access to tools for managing inventory, employee schedules, and logistics. Use the provided tools to fulfill user requests accurate...	unsloth/gemma-4-26B-A4B-it	browser_and_computer_control	single_function_call	4	0.97
406	System: You are an infrastructure operations assistant. Use the provided tools to manage cloud resources and monitor system health. Always ensure timezones are specified in ISO 8601 format when querying logs. Tools: [{"description": "Retrieves the current operational status of a specific infrastructure component.", "na...	{"blueprint_id":"bp_000000000861","domain":"multimodal_processing","pattern":"parallel_function_calls","difficulty":2,"system_prompt":"You are an infrastructure operations assistant. Use the provided tools to manage cloud resources and monitor system health. Always ensure timezones are specified in ISO 8601 format when...	unsloth/gemma-4-26B-A4B-it	multimodal_processing	parallel_function_calls	2	0.92
493	System: You are a regulatory compliance assistant for Indian financial administration. Use the provided tools to retrieve audit logs and compliance documents. All timestamps must be in ISO 8601 format. If a tool returns an error, correct your parameters and retry. Tools: [{"description": "Retrieves administrative audit...	{"blueprint_id":"bp_000000001047","domain":"retrieval_and_search","pattern":"function_error_recovery","difficulty":3,"system_prompt":"You are a regulatory compliance assistant for Indian financial administration. Use the provided tools to retrieve audit logs and compliance documents. All timestamps must be in ISO 8601 ...	unsloth/gemma-4-26B-A4B-it	retrieval_and_search	function_error_recovery	3	0.96
212	System: You are a research assistant. Use the provided tools to retrieve information and process it. Always respect the user's specified timezone and preferences. Tools: [{"description": "Searches for academic papers based on a specific topic and researcher name.", "name": "search_academic_database", "parameters": {"ad...	{"blueprint_id":"bp_000000000451","domain":"agent_handoff_and_delegation","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are a research assistant. Use the provided tools to retrieve information and process it. Always respect the user's specified timezone and preferences.","tools":[{"type":"fun...	unsloth/gemma-4-26B-A4B-it	agent_handoff_and_delegation	dependent_function_calls	2	0.92
211	System: You are an automated multimodal data orchestrator. You process image metadata and file paths to trigger workflow pipelines. If a tool returns an error regarding missing parameters or invalid file types, you must correct your arguments and retry. Always verify file existence before processing. Tools: [{"descript...	{"blueprint_id":"bp_000000000447","domain":"multimodal_processing","pattern":"function_error_recovery","difficulty":3,"system_prompt":"You are an automated multimodal data orchestrator. You process image metadata and file paths to trigger workflow pipelines. If a tool returns an error regarding missing parameters or in...	unsloth/gemma-4-26B-A4B-it	multimodal_processing	function_error_recovery	3	0.99
334	System: You are a helpful assistant capable of searching for information. If a user request is ambiguous or lacks necessary parameters for your tools, ask for clarification before proceeding with any function calls. Tools: [{"description": "Searches the internal knowledge base for specific topics or facts.", "name": "s...	{"blueprint_id":"bp_000000000705","domain":"retrieval_and_search","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a helpful assistant capable of searching for information. If a user request is ambiguous or lacks necessary parameters for your tools, ask for clarification before pro...	unsloth/gemma-4-26B-A4B-it	retrieval_and_search	clarification_before_function_call	1	0.85
471	System: You are a research assistant orchestrator. You have access to tools for analyzing communication latency, cost metrics, and quality scores. When making decisions, prioritize the user's specific constraints regarding cost and latency. If a parameter is missing, you must ask for clarification. If a tool returns an...	{"blueprint_id":"bp_000000000999","domain":"communication_and_collaboration","pattern":"single_function_call","difficulty":5,"system_prompt":"You are a research assistant orchestrator. You have access to tools for analyzing communication latency, cost metrics, and quality scores. When making decisions, prioritize the u...	unsloth/gemma-4-26B-A4B-it	communication_and_collaboration	single_function_call	5	1
314	System: You are a content operations orchestrator. Use the provided tools to manage media assets and publishing workflows. If a request is ambiguous or lacks necessary parameters for a tool, ask for clarification before attempting to call a function. Tools: [{"description": "Publishes a content asset to a specific plat...	{"blueprint_id":"bp_000000000650","domain":"api_and_function_selection","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a content operations orchestrator. Use the provided tools to manage media assets and publishing workflows. If a request is ambiguous or lacks necessary parameter...	unsloth/gemma-4-26B-A4B-it	api_and_function_selection	clarification_before_function_call	1	0.85
279	System: You are a personal productivity orchestrator. Use the provided tools to process data requests. If a request is ambiguous, ask for clarification. When multiple independent tasks are requested, execute them in parallel using function calls. Always ground your final answer in the tool outputs provided. Tools: [{"d...	{"blueprint_id":"bp_000000000569","domain":"data_analysis_and_transformation","pattern":"parallel_function_calls","difficulty":5,"system_prompt":"You are a personal productivity orchestrator. Use the provided tools to process data requests. If a request is ambiguous, ask for clarification. When multiple independent tas...	unsloth/gemma-4-26B-A4B-it	data_analysis_and_transformation	parallel_function_calls	5	1
301	System: You are a research assistant orchestrator. You have access to tools for retrieving publication metadata and managing researcher access permissions. Always ask for clarification if an identifier is missing or ambiguous before executing tools. Tools: [{"description": "Retrieves metadata for a specific research pu...	{"blueprint_id":"bp_000000000630","domain":"model_selection_and_routing","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a research assistant orchestrator. You have access to tools for retrieving publication metadata and managing researcher access permissions. Always ask for clari...	unsloth/gemma-4-26B-A4B-it	model_selection_and_routing	clarification_before_function_call	1	0.88
132	System: You are a research data assistant. Use the provided tools to query database metrics. When multiple metrics are requested, execute calls in parallel to optimize latency. Always provide a summary based on the retrieved data. Tools: [{"description": "Retrieves the average latency for a specific database cluster.",...	{"blueprint_id":"bp_000000000276","domain":"database_and_structured_query","pattern":"parallel_function_calls","difficulty":2,"system_prompt":"You are a research data assistant. Use the provided tools to query database metrics. When multiple metrics are requested, execute calls in parallel to optimize latency. Always p...	unsloth/gemma-4-26B-A4B-it	database_and_structured_query	parallel_function_calls	2	0.95
365	System: You are a business operations assistant for Zenith Logistics. You have access to tools for managing staff shifts and warehouse inventory. If a request is ambiguous or lacks a specific identifier required by the tools, do not attempt to call a function. Instead, ask for clarification or state that you cannot pro...	{"blueprint_id":"bp_000000000773","domain":"scheduling_and_state_management","pattern":"no_function_call","difficulty":4,"system_prompt":"You are a business operations assistant for Zenith Logistics. You have access to tools for managing staff shifts and warehouse inventory. If a request is ambiguous or lacks a specifi...	unsloth/gemma-4-26B-A4B-it	scheduling_and_state_management	no_function_call	4	0.94
378	System: You are a security orchestration assistant. Use the provided tools to manage data access policies and user permissions. If a request is ambiguous regarding which policy or user to target, always ask for clarification before executing any functions. Tools: [{"description": "Retrieves the full definition and meta...	{"blueprint_id":"bp_000000000805","domain":"security_permissions_and_policy","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a security orchestration assistant. Use the provided tools to manage data access policies and user permissions. If a request is ambiguous regarding which po...	unsloth/gemma-4-26B-A4B-it	security_permissions_and_policy	clarification_before_function_call	1	0.88
86	System: You are a security operations assistant. You have access to tools for managing user access and reviewing security policies. Always verify the specific user and the permission level before executing changes. Use the provided tools to fulfill requests accurately. Tools: [{"description": "Grants a specific permiss...	{"blueprint_id":"bp_000000000175","domain":"security_permissions_and_policy","pattern":"single_function_call","difficulty":1,"system_prompt":"You are a security operations assistant. You have access to tools for managing user access and reviewing security policies. Always verify the specific user and the permission lev...	unsloth/gemma-4-26B-A4B-it	security_permissions_and_policy	single_function_call	1	0.85
145	System: You are a content operations assistant. Use the provided tools to analyze data quality and transformation costs. Always prioritize the most cost-effective method that meets the user's quality threshold. Tools: [{"description": "Retrieves latency, cost, and quality metrics for a specific data transformation pipe...	{"blueprint_id":"bp_000000000299","domain":"data_analysis_and_transformation","pattern":"single_function_call","difficulty":5,"system_prompt":"You are a content operations assistant. Use the provided tools to analyze data quality and transformation costs. Always prioritize the most cost-effective method that meets the ...	unsloth/gemma-4-26B-A4B-it	data_analysis_and_transformation	single_function_call	5	1
340	System: You are a security policy assistant. Use the provided tools to check user permissions or access levels. If a request is ambiguous, ask for clarification. If no tool matches, state that you cannot perform the action. Tools: [{"description": "Retrieves the list of security permissions assigned to a specific user ...	{"blueprint_id":"bp_000000000715","domain":"security_permissions_and_policy","pattern":"single_function_call","difficulty":1,"system_prompt":"You are a security policy assistant. Use the provided tools to check user permissions or access levels. If a request is ambiguous, ask for clarification. If no tool matches, stat...	unsloth/gemma-4-26B-A4B-it	security_permissions_and_policy	single_function_call	1	0.85
252	System: You are a helpful assistant equipped with a Python sandbox and file management tools. Use the tools provided to execute code and manage files to satisfy user requests. Always ensure code is valid before execution. Tools: [{"description": "Lists the files and directories in a specified path.", "name": "list_dire...	{"blueprint_id":"bp_000000000526","domain":"code_and_sandbox_execution","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are a helpful assistant equipped with a Python sandbox and file management tools. Use the tools provided to execute code and manage files to satisfy user requests. Always ensu...	unsloth/gemma-4-26B-A4B-it	code_and_sandbox_execution	dependent_function_calls	2	0.95
196	System: You are a business operations orchestrator. Use the provided tools to manage communications and scheduling. If a request is ambiguous or lacks specific identifiers required by the tools, ask for clarification before attempting any function calls. Tools: [{"description": "Sends an email to a specific recipient w...	{"blueprint_id":"bp_000000000405","domain":"communication_and_collaboration","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a business operations orchestrator. Use the provided tools to manage communications and scheduling. If a request is ambiguous or lacks specific identifiers ...	unsloth/gemma-4-26B-A4B-it	communication_and_collaboration	clarification_before_function_call	1	0.88
248	System: You are a regulatory compliance assistant. Your role is to verify administrative records against established protocols. Use the provided tools to query the compliance database or audit logs. Ensure all queries are precise to minimize latency and cost. Tools: [{"description": "Retrieves the current regulatory co...	{"blueprint_id":"bp_000000000520","domain":"evaluation_and_verification","pattern":"single_function_call","difficulty":1,"system_prompt":"You are a regulatory compliance assistant. Your role is to verify administrative records against established protocols. Use the provided tools to query the compliance database or aud...	unsloth/gemma-4-26B-A4B-it	evaluation_and_verification	single_function_call	1	0.85
367	System: You are a customer support orchestrator. Use the provided tools to assist users with account and order inquiries. If a tool returns an error, inform the user or attempt to rectify the input if possible. Tools: [{"description": "Retrieves customer details using a unique customer identifier.", "name": "get_custom...	{"blueprint_id":"bp_000000000775","domain":"agent_handoff_and_delegation","pattern":"single_function_call","difficulty":1,"system_prompt":"You are a customer support orchestrator. Use the provided tools to assist users with account and order inquiries. If a tool returns an error, inform the user or attempt to rectify t...	unsloth/gemma-4-26B-A4B-it	agent_handoff_and_delegation	single_function_call	1	0.85
264	System: You are an automated software delivery orchestrator. Your role is to retrieve deployment documentation and metrics. When users request information, prioritize high-quality, comprehensive documentation over low-latency summary tools unless they specifically request speed. If a request is ambiguous regarding the ...	{"blueprint_id":"bp_000000000543","domain":"retrieval_and_search","pattern":"single_function_call","difficulty":4,"system_prompt":"You are an automated software delivery orchestrator. Your role is to retrieve deployment documentation and metrics. When users request information, prioritize high-quality, comprehensive do...	unsloth/gemma-4-26B-A4B-it	retrieval_and_search	single_function_call	4	0.97
460	System: You are a cloud infrastructure orchestrator. Your role is to analyze user requests regarding data workflows and infrastructure state. If a request is purely informational or does not require an action that modifies state or retrieves live data via tools, provide a direct response based on the context provided. ...	{"blueprint_id":"bp_000000000984","domain":"cloud_and_infrastructure_operations","pattern":"no_function_call","difficulty":5,"system_prompt":"You are a cloud infrastructure orchestrator. Your role is to analyze user requests regarding data workflows and infrastructure state. If a request is purely informational or does...	unsloth/gemma-4-26B-A4B-it	cloud_and_infrastructure_operations	no_function_call	5	0.98
428	System: You are a software delivery orchestrator. You have access to tools for managing deployment pipelines, checking repository status, and notifying team members. Use the tools provided to fulfill user requests accurately. Tools: [{"description": "Retrieves the current execution status of a specific CI/CD pipeline."...	{"blueprint_id":"bp_000000000909","domain":"communication_and_collaboration","pattern":"parallel_function_calls","difficulty":5,"system_prompt":"You are a software delivery orchestrator. You have access to tools for managing deployment pipelines, checking repository status, and notifying team members. Use the tools pro...	unsloth/gemma-4-26B-A4B-it	communication_and_collaboration	parallel_function_calls	5	1
11	System: You are a personal productivity orchestrator. You manage scheduling, task delegation, and resource optimization. When a user requests an action that requires external execution, use the provided tools. If a tool requires a choice between quality and cost, ask for clarification or default to the user's last ment...	{"blueprint_id":"bp_000000000019","domain":"agent_handoff_and_delegation","pattern":"single_function_call","difficulty":5,"system_prompt":"You are a personal productivity orchestrator. You manage scheduling, task delegation, and resource optimization. When a user requests an action that requires external execution, use...	unsloth/gemma-4-26B-A4B-it	agent_handoff_and_delegation	single_function_call	5	1
112	System: You are a technical support orchestrator for DevFlow Systems. Use the provided tools to investigate code errors and execute sandbox scripts. Always verify resource IDs before running execution commands. If an error occurs, attempt to correct the parameters based on the error message. Tools: [{"description": "Re...	{"blueprint_id":"bp_000000000238","domain":"code_and_sandbox_execution","pattern":"dependent_function_calls","difficulty":4,"system_prompt":"You are a technical support orchestrator for DevFlow Systems. Use the provided tools to investigate code errors and execute sandbox scripts. Always verify resource IDs before runn...	unsloth/gemma-4-26B-A4B-it	code_and_sandbox_execution	dependent_function_calls	4	1
239	System: You are an infrastructure security orchestrator. Use the provided tools to manage access control policies and user permissions. If a request is ambiguous or violates safety protocols, ask for clarification. Do not guess resource IDs. Tools: [{"description": "Retrieves a list of all active security permissions a...	{"blueprint_id":"bp_000000000499","domain":"security_permissions_and_policy","pattern":"single_function_call","difficulty":5,"system_prompt":"You are an infrastructure security orchestrator. Use the provided tools to manage access control policies and user permissions. If a request is ambiguous or violates safety proto...	unsloth/gemma-4-26B-A4B-it	security_permissions_and_policy	single_function_call	5	1
400	System: You are an infrastructure operations assistant. Use the provided tools to manage cloud resources. If a user request is ambiguous or lacks specific identifiers like resource IDs or environments, ask for clarification before attempting to call any functions. Tools: [{"description": "Retrieves detailed configurati...	{"blueprint_id":"bp_000000000850","domain":"code_and_sandbox_execution","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are an infrastructure operations assistant. Use the provided tools to manage cloud resources. If a user request is ambiguous or lacks specific identifiers like resou...	unsloth/gemma-4-26B-A4B-it	code_and_sandbox_execution	clarification_before_function_call	1	0.88
409	System: You are a regulatory compliance assistant for the UK Financial Conduct Authority. You assist administrators in verifying entity status and retrieving specific compliance documentation. You must use the provided tools to ensure accuracy. Always follow the dependency chain: verify the entity exists before attempt...	{"blueprint_id":"bp_000000000866","domain":"api_and_function_selection","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are a regulatory compliance assistant for the UK Financial Conduct Authority. You assist administrators in verifying entity status and retrieving specific compliance documenta...	unsloth/gemma-4-26B-A4B-it	api_and_function_selection	dependent_function_calls	2	0.92

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Gemma 4 26B A4B Function Calling 6K

This dataset contains approximately 6,000 synthetic general function-calling records generated for training small language models on tool-use behavior.

Intended Use

The dataset is intended for:

continued pretraining of compact language models on function-calling transcripts
later instruction tuning for tool selection and argument construction
evaluation and debugging of small models that need reliable structured tool use

Primary focus: general-purpose function selection, strict JSON arguments, multi-step tool use, clarification, abstention, and tool-error recovery.

Data Format

Records are stored as Parquet shards. The generated datasets use a compact schema similar to:

row_no: stable row number within the generated corpus
text: rendered training transcript containing system prompt, tool definitions, user request, assistant tool calls, function outputs, and final answer
record_json: structured JSON record used to render the transcript
teacher_model: model used to synthesize the record
domain: scenario domain or calendar/clock subdomain
pattern: function-calling pattern, such as single call, dependent calls, clarification, error recovery, or no call
difficulty: synthetic difficulty band
local_quality: local quality score assigned by the generator

Generation

Source model: unsloth/gemma-4-26B-A4B-it

The data was generated with local notebook pipelines in the data_gen workspace. The generator prompts the source model to emit strict JSON records, validates those records locally, deduplicates near-identical examples, and periodically writes durable Parquet checkpoints.

Verification

Verification used: local Pydantic/JSON Schema validation, deduplication, checkpoint verification, and sampled Gemini audits during generation.

These checks are designed to remove malformed records and reduce obvious semantic errors, but they are not a formal proof of correctness.

Limitations

Synthetic records can still contain occasional semantic mistakes; inspect samples before mixing into high-stakes training runs.
The data is synthetic and may encode style or reasoning patterns from the source model.
Tool schemas, tool names, and function outputs are fictional examples for training and should not be treated as live API documentation.
Users should perform their own filtering and audits before using the dataset for production systems.

License

This dataset is licensed under the Apache License 2.0. The source models used to generate this synthetic dataset are licensed under Apache 2.0, and the generation pipeline logic is custom-written.

Citation

If this dataset is useful, cite the Hugging Face repository URL:

glouriousgautam/gemma-4-26b-a4b-it-function-calling-6k

Dataset card generated on 2026-06-27.

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