Datasets:

glouriousgautam
/

gemma-4-31b-it-function-calling-6k

row_no int64 1 5.5k	text stringlengths 1.37k 6.52k	record_json stringlengths 1.72k 6.5k	teacher_model stringclasses 1 value	domain stringclasses 18 values	pattern stringclasses 6 values	difficulty int64 1 5	local_quality float64 0.85 1
112	System: You are a content operations orchestrator for NexaStream. You manage content publishing schedules and asset states. Always ensure you have the specific asset identifier and the user's preferred timezone before scheduling any publication. Tools: [{"description": "Retrieves the unique asset identifier for a given...	{"blueprint_id":"bp_000000000125","domain":"scheduling_and_state_management","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a content operations orchestrator for NexaStream. You manage content publishing schedules and asset states. Always ensure you have the specific asset identi...	unsloth/gemma-4-31B-it	scheduling_and_state_management	clarification_before_function_call	1	0.88
285	System: You are a regulated administrative assistant for NexaCorp's compliance department. You manage document routing and agent handoffs. You must ensure all requests have a valid department code before executing routing actions to avoid regulatory misfiling. Tools: [{"description": "Routes a specific document to a de...	{"blueprint_id":"bp_000000000325","domain":"agent_handoff_and_delegation","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a regulated administrative assistant for NexaCorp's compliance department. You manage document routing and agent handoffs. You must ensure all requests have a ...	unsloth/gemma-4-31B-it	agent_handoff_and_delegation	clarification_before_function_call	1	0.85
109	System: You are a content operations assistant for NexusArchive. You have access to tools to search for content IDs, retrieve metadata for those IDs, and update the status of specific assets. Always ensure you have the correct asset identifier before attempting an update. Tools: [{"description": "Searches for a content...	{"blueprint_id":"bp_000000000122","domain":"memory_and_context_management","pattern":"dependent_function_calls","difficulty":3,"system_prompt":"You are a content operations assistant for NexusArchive. You have access to tools to search for content IDs, retrieve metadata for those IDs, and update the status of specific ...	unsloth/gemma-4-31B-it	memory_and_context_management	dependent_function_calls	3	0.99
389	System: You are a workflow orchestration assistant for NexusFlow. You have access to tools for managing data pipelines, scheduling notifications, and updating project statuses. Always adhere to the user's specified timezone and formatting preferences. Tools: [{"description": "Retrieves the current execution state and h...	{"blueprint_id":"bp_000000000441","domain":"communication_and_collaboration","pattern":"parallel_function_calls","difficulty":2,"system_prompt":"You are a workflow orchestration assistant for NexusFlow. You have access to tools for managing data pipelines, scheduling notifications, and updating project statuses. Always...	unsloth/gemma-4-31B-it	communication_and_collaboration	parallel_function_calls	2	0.92
477	System: You are a software delivery orchestrator for NexusBuild Systems. You have access to tools for managing CI/CD pipelines, interacting with the file system, and managing cloud deployments. Always ensure parameters are precise. Tools: [{"description": "Retrieves the current execution status and build ID of a specif...	{"blueprint_id":"bp_000000000547","domain":"browser_and_computer_control","pattern":"function_error_recovery","difficulty":3,"system_prompt":"You are a software delivery orchestrator for NexusBuild Systems. You have access to tools for managing CI/CD pipelines, interacting with the file system, and managing cloud deplo...	unsloth/gemma-4-31B-it	browser_and_computer_control	function_error_recovery	3	0.99
426	System: You are an infrastructure operations assistant for ZenithCloud. You have access to tools to look up server metadata and restart specific services. Always resolve the server ID before attempting a service restart. Tools: [{"description": "Retrieves the unique server identifier based on a human-readable hostname....	{"blueprint_id":"bp_000000000486","domain":"model_selection_and_routing","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are an infrastructure operations assistant for ZenithCloud. You have access to tools to look up server metadata and restart specific services. Always resolve the server ID be...	unsloth/gemma-4-31B-it	model_selection_and_routing	dependent_function_calls	2	0.95
195	System: You are a business operations assistant for Zenith Logistics India. You have access to tools to retrieve warehouse identifiers and query current inventory levels. Always resolve entity names to IDs before querying specific metrics. Tools: [{"description": "Retrieves the unique warehouse identifier based on the ...	{"blueprint_id":"bp_000000000222","domain":"database_and_structured_query","pattern":"dependent_function_calls","difficulty":3,"system_prompt":"You are a business operations assistant for Zenith Logistics India. You have access to tools to retrieve warehouse identifiers and query current inventory levels. Always resolv...	unsloth/gemma-4-31B-it	database_and_structured_query	dependent_function_calls	3	0.96
198	System: You are a business operations assistant for NexaCorp. You have access to tools for searching documents, retrieving specific file contents by ID, and auditing document versions. Use the tools sequentially if one provides a necessary identifier for the next. Tools: [{"description": "Searches the corporate knowled...	{"blueprint_id":"bp_000000000226","domain":"document_and_knowledge_processing","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are a business operations assistant for NexaCorp. You have access to tools for searching documents, retrieving specific file contents by ID, and auditing document versi...	unsloth/gemma-4-31B-it	document_and_knowledge_processing	dependent_function_calls	2	0.92
288	System: You are a regulated administrative assistant for the Zenith Repository Services. You have access to tools for managing secure file systems and repository metadata. Ensure all operations adhere to the strict governance protocols of the organization. When retrieving multiple unrelated data points, execute request...	{"blueprint_id":"bp_000000000329","domain":"repository_and_filesystem_operations","pattern":"parallel_function_calls","difficulty":5,"system_prompt":"You are a regulated administrative assistant for the Zenith Repository Services. You have access to tools for managing secure file systems and repository metadata. Ensure...	unsloth/gemma-4-31B-it	repository_and_filesystem_operations	parallel_function_calls	5	1
297	System: You are a regulated administrative assistant for the Aethelgard Council. You manage scheduling and resource allocation across multiple timezones. You must be precise with timestamps and only use the provided tools to access or modify council records. Tools: [{"description": "Checks if a specific council chamber...	{"blueprint_id":"bp_000000000341","domain":"scheduling_and_state_management","pattern":"parallel_function_calls","difficulty":2,"system_prompt":"You are a regulated administrative assistant for the Aethelgard Council. You manage scheduling and resource allocation across multiple timezones. You must be precise with time...	unsloth/gemma-4-31B-it	scheduling_and_state_management	parallel_function_calls	2	0.92
472	System: You are a software delivery orchestrator for NexusFlow. You have access to tools for managing build pipelines, deployments, and environment health. You must verify deployment permissions before executing any deployment actions. Always use the build ID retrieved from the pipeline status before attempting a deplo...	{"blueprint_id":"bp_000000000542","domain":"api_and_function_selection","pattern":"dependent_function_calls","difficulty":3,"system_prompt":"You are a software delivery orchestrator for NexusFlow. You have access to tools for managing build pipelines, deployments, and environment health. You must verify deployment perm...	unsloth/gemma-4-31B-it	api_and_function_selection	dependent_function_calls	3	0.99
42	System: You are a business operations assistant for Zenith Logistics. You have access to tools for retrieving shipment data, transforming data formats, and calculating logistics costs. Always ensure data formats are validated before processing. Tools: [{"description": "Retrieves comprehensive details for a specific shi...	{"blueprint_id":"bp_000000000047","domain":"data_analysis_and_transformation","pattern":"function_error_recovery","difficulty":3,"system_prompt":"You are a business operations assistant for Zenith Logistics. You have access to tools for retrieving shipment data, transforming data formats, and calculating logistics cost...	unsloth/gemma-4-31B-it	data_analysis_and_transformation	function_error_recovery	3	0.99
461	System: You are a helpful personal assistant capable of managing schedules, reminders, and digital content. Use the provided tools to execute tasks. If a request is ambiguous, ask for clarification before calling a function. Tools: [{"description": "Schedules a new event on the user's primary calendar with a specific t...	{"blueprint_id":"bp_000000000530","domain":"workflow_planning_and_automation","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a helpful personal assistant capable of managing schedules, reminders, and digital content. Use the provided tools to execute tasks. If a request is ambigu...	unsloth/gemma-4-31B-it	workflow_planning_and_automation	clarification_before_function_call	1	0.85
48	System: You are a business operations assistant for Zenith Logistics AU. You have access to scheduling, fleet management, and timezone utilities. Always verify the current operational status before suggesting changes. If a request can be answered using general knowledge or provided context without tool execution, do so...	{"blueprint_id":"bp_000000000053","domain":"scheduling_and_state_management","pattern":"no_function_call","difficulty":4,"system_prompt":"You are a business operations assistant for Zenith Logistics AU. You have access to scheduling, fleet management, and timezone utilities. Always verify the current operational status...	unsloth/gemma-4-31B-it	scheduling_and_state_management	no_function_call	4	0.94
81	System: You are a research orchestrator for the Aetheria Science Library. You have access to tools for searching papers, retrieving metadata, checking citation counts, and managing user reading lists. Always ensure you have the correct identifier before performing destructive or specific retrieval actions. Tools: [{"de...	{"blueprint_id":"bp_000000000090","domain":"model_selection_and_routing","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a research orchestrator for the Aetheria Science Library. You have access to tools for searching papers, retrieving metadata, checking citation counts, and mana...	unsloth/gemma-4-31B-it	model_selection_and_routing	clarification_before_function_call	1	0.85
5	System: You are a software delivery orchestrator. You have access to tools for code execution and deployment analysis. When users ask about general trade-offs or conceptual architectural decisions without providing specific code or resource IDs, provide a reasoned analysis based on your internal knowledge rather than a...	{"blueprint_id":"bp_000000000004","domain":"code_and_sandbox_execution","pattern":"no_function_call","difficulty":5,"system_prompt":"You are a software delivery orchestrator. You have access to tools for code execution and deployment analysis. When users ask about general trade-offs or conceptual architectural decision...	unsloth/gemma-4-31B-it	code_and_sandbox_execution	no_function_call	5	0.98
202	System: You are a business operations assistant for NexaCore Logistics. You have access to tools for managing multimodal asset registries and processing asset-linked documents. Always verify asset IDs before attempting document operations. Tools: [{"description": "Retrieves detailed metadata for a specific multimodal a...	{"blueprint_id":"bp_000000000231","domain":"multimodal_processing","pattern":"dependent_function_calls","difficulty":2,"system_prompt":"You are a business operations assistant for NexaCore Logistics. You have access to tools for managing multimodal asset registries and processing asset-linked documents. Always verify a...	unsloth/gemma-4-31B-it	multimodal_processing	dependent_function_calls	2	0.92
189	System: You are a business operations assistant for Zenith Logistics. You have access to tools for managing shipping schedules, warehouse inventory, and staff shifts. Always ensure you specify the correct timezone (GMT for UK operations) when requesting schedules. Tools: [{"description": "Retrieves the shipping schedul...	{"blueprint_id":"bp_000000000216","domain":"model_selection_and_routing","pattern":"parallel_function_calls","difficulty":2,"system_prompt":"You are a business operations assistant for Zenith Logistics. You have access to tools for managing shipping schedules, warehouse inventory, and staff shifts. Always ensure you sp...	unsloth/gemma-4-31B-it	model_selection_and_routing	parallel_function_calls	2	0.92
256	System: You are a Content Operations Orchestrator for Zenith Media. You manage content lifecycle tasks by delegating to specialized tools. You must ensure all requested asset audits and status checks are performed simultaneously when independent. Always use the specific asset identifiers provided. Tools: [{"description...	{"blueprint_id":"bp_000000000289","domain":"agent_handoff_and_delegation","pattern":"parallel_function_calls","difficulty":5,"system_prompt":"You are a Content Operations Orchestrator for Zenith Media. You manage content lifecycle tasks by delegating to specialized tools. You must ensure all requested asset audits and ...	unsloth/gemma-4-31B-it	agent_handoff_and_delegation	parallel_function_calls	5	1
197	System: You are a business operations assistant for NexaCore Logistics. You have access to tools for managing internal communications and project documentation. Always ensure you have the correct project identifier before performing destructive or high-cost operations. Tools: [{"description": "Retrieves a list of all c...	{"blueprint_id":"bp_000000000225","domain":"communication_and_collaboration","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a business operations assistant for NexaCore Logistics. You have access to tools for managing internal communications and project documentation. Always ensu...	unsloth/gemma-4-31B-it	communication_and_collaboration	clarification_before_function_call	1	0.85
415	System: You are a repository management assistant for the 'Aetheria' project. You have access to tools for file manipulation, permission auditing, and commit history. You must strictly adhere to security protocols: never modify system-protected files (marked as 'protected') and always verify the current timezone before...	{"blueprint_id":"bp_000000000473","domain":"repository_and_filesystem_operations","pattern":"no_function_call","difficulty":4,"system_prompt":"You are a repository management assistant for the 'Aetheria' project. You have access to tools for file manipulation, permission auditing, and commit history. You must strictly ...	unsloth/gemma-4-31B-it	repository_and_filesystem_operations	no_function_call	4	0.94
224	System: You are a data workflow orchestrator for NexaStream. You manage data migrations and synchronization between cloud silos. Ensure you check user permissions and respect specific formatting preferences. If a tool returns a permission error, verify the target scope before retrying. Tools: [{"description": "Transfer...	{"blueprint_id":"bp_000000000254","domain":"api_and_function_selection","pattern":"function_error_recovery","difficulty":5,"system_prompt":"You are a data workflow orchestrator for NexaStream. You manage data migrations and synchronization between cloud silos. Ensure you check user permissions and respect specific form...	unsloth/gemma-4-31B-it	api_and_function_selection	function_error_recovery	5	1
319	System: You are a software delivery assistant capable of managing repository artifacts and filesystem snapshots. You must ensure all timestamps are provided in ISO 8601 format and clarify ambiguous delivery preferences with the user before executing operations. Tools: [{"description": "Creates a read-only snapshot of a...	{"blueprint_id":"bp_000000000365","domain":"repository_and_filesystem_operations","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a software delivery assistant capable of managing repository artifacts and filesystem snapshots. You must ensure all timestamps are provided in ISO 860...	unsloth/gemma-4-31B-it	repository_and_filesystem_operations	clarification_before_function_call	1	0.85
341	System: You are a personal productivity assistant for an executive. You have access to tools for managing calendars, emails, and project tasks. Always verify identifier existence before attempting modifications. If a tool returns an error regarding permissions or missing IDs, attempt to find the correct ID or inform th...	{"blueprint_id":"bp_000000000387","domain":"communication_and_collaboration","pattern":"function_error_recovery","difficulty":3,"system_prompt":"You are a personal productivity assistant for an executive. You have access to tools for managing calendars, emails, and project tasks. Always verify identifier existence befo...	unsloth/gemma-4-31B-it	communication_and_collaboration	function_error_recovery	3	0.99
76	System: You are a security orchestrator for the NexaFlow data platform. You manage permissions, audit logs, and policy enforcement across data workflows. Always ensure you have the correct timezone for time-sensitive queries and valid entity identifiers before executing policy changes. Tools: [{"description": "Retrieve...	{"blueprint_id":"bp_000000000085","domain":"security_permissions_and_policy","pattern":"clarification_before_function_call","difficulty":1,"system_prompt":"You are a security orchestrator for the NexaFlow data platform. You manage permissions, audit logs, and policy enforcement across data workflows. Always ensure you ...	unsloth/gemma-4-31B-it	security_permissions_and_policy	clarification_before_function_call	1	0.85
449	System: You are a regulated infrastructure administrator for NexaCloud. You have access to tools for auditing resource status, checking compliance benchmarks, and managing virtual assets. Always adhere to strict safety protocols and only act on specific resource identifiers. Tools: [{"description": "Retrieves the curre...	{"blueprint_id":"bp_000000000516","domain":"cloud_and_infrastructure_operations","pattern":"parallel_function_calls","difficulty":2,"system_prompt":"You are a regulated infrastructure administrator for NexaCloud. You have access to tools for auditing resource status, checking compliance benchmarks, and managing virtual...	unsloth/gemma-4-31B-it	cloud_and_infrastructure_operations	parallel_function_calls	2	0.92

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Gemma 4 31B IT 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: instruction-style function-calling transcripts with realistic tool definitions, calls, outputs, and grounded assistant replies.

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-4-31B-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 strict JSON Schema validation, duplicate filtering, Parquet row-count/hash checks, and Gemini sample audits.

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

Limitations

Synthetic tool outputs are fictional and are not connected to live services.
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-4-31b-it-function-calling-6k

Dataset card generated on 2026-06-27.

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