Jayteare/gemma-gcp-tool-router-1-3-lora
Text Generation • Updated • 17 • 1
Datasets:
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
input: string
output: struct<parameters: struct<name: string, platform: string, region: string, runtime: string, storage_c (... 662 chars omitted)
child 0, parameters: struct<name: string, platform: string, region: string, runtime: string, storage_class: string, versi (... 628 chars omitted)
child 0, name: string
child 1, platform: string
child 2, region: string
child 3, runtime: string
child 4, storage_class: string
child 5, versioning: bool
child 6, message_retention_days: int64
child 7, database_version: string
child 8, tier: string
child 9, account_id: string
child 10, display_name: string
child 11, project_role: string
child 12, memory_mb: int64
child 13, trigger: string
child 14, replication: string
child 15, schedule: string
child 16, target_uri: string
child 17, principal: string
child 18, project_id: string
child 19, role: string
child 20, cidr_range: string
child 21, max_instances: int64
child 22, min_instances: int64
child 23, task_count: int64
child 24, format: string
child 25, immutable_tags: bool
child 26, dataset_id: string
child 27, default_table_expiration_days: int64
child 28, location: string
child 29, max_concurrent_dispatches: int64
child 30, max_dispatches_per_second: int64
child 31, database_id: string
child 32, database_type: string
child 33, delete_protection: bool
child 1, tool: string
messages: list<item: struct<content: string, role: string>>
child 0, item: struct<content: string, role: string>
child 0, content: string
child 1, role: string
to
{'messages': List({'content': Value('string'), 'role': Value('string')})}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 295, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
input: string
output: struct<parameters: struct<name: string, platform: string, region: string, runtime: string, storage_c (... 662 chars omitted)
child 0, parameters: struct<name: string, platform: string, region: string, runtime: string, storage_class: string, versi (... 628 chars omitted)
child 0, name: string
child 1, platform: string
child 2, region: string
child 3, runtime: string
child 4, storage_class: string
child 5, versioning: bool
child 6, message_retention_days: int64
child 7, database_version: string
child 8, tier: string
child 9, account_id: string
child 10, display_name: string
child 11, project_role: string
child 12, memory_mb: int64
child 13, trigger: string
child 14, replication: string
child 15, schedule: string
child 16, target_uri: string
child 17, principal: string
child 18, project_id: string
child 19, role: string
child 20, cidr_range: string
child 21, max_instances: int64
child 22, min_instances: int64
child 23, task_count: int64
child 24, format: string
child 25, immutable_tags: bool
child 26, dataset_id: string
child 27, default_table_expiration_days: int64
child 28, location: string
child 29, max_concurrent_dispatches: int64
child 30, max_dispatches_per_second: int64
child 31, database_id: string
child 32, database_type: string
child 33, delete_protection: bool
child 1, tool: string
messages: list<item: struct<content: string, role: string>>
child 0, item: struct<content: string, role: string>
child 0, content: string
child 1, role: string
to
{'messages': List({'content': Value('string'), 'role': Value('string')})}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
messages list |
|---|
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
[
{
"content": "You are a GCP infrastructure routing assistant. Output only valid JSON and nothing else. Do not output role labels like model or assistant before the JSON. The first character must be {. Return one object with exactly two top-level keys: tool and parameters. Choose exactly one supported tool. Use ... |
End of preview.
Gemma GCP Tool Router 1.3 Data
Release 1.3 expansion dataset for teaching google/gemma-3-1b-it broader GCP infrastructure routing while preserving the frozen 1.2 regression set.
Task
natural language -> strict GCP JSON tool call
Supported Tools
create_artifact_registry_repo, create_bigquery_dataset, create_cloud_function, create_cloud_run_job, create_cloud_sql_instance, create_cloud_tasks_queue, create_firestore_database, create_pubsub_topic, create_scheduler_job, create_secret, create_service_account, create_storage_bucket, create_vpc_connector, create_web_app, grant_project_iam_role
Current Split
- Train: 208 examples.
- Eval: 55 held-out examples.
- Includes all frozen 1.2 examples plus seed examples for Cloud Run jobs, Artifact Registry, BigQuery datasets, Cloud Tasks queues, Firestore databases, and balanced robustness examples from 1.3 evaluation.
Latest Adapter Result
Held-out evaluation with the paired LoRA adapter Jayteare/gemma-gcp-tool-router-1-3-lora:
| Model | JSON only | Schema valid | Exact match |
|---|---|---|---|
Base google/gemma-3-1b-it |
44/55 | 5/55 | 1/55 |
| Fine-tuned 1.3 LoRA adapter | 55/55 | 55/55 | 55/55 |
Files
train_raw.jsonl: input/output examples for training.eval_raw.jsonl: held-out input/output examples for evaluation.train_chat.jsonl: chat-format version of the training split.eval_chat.jsonl: chat-format version of the eval split.
Status
This is the release 1.3 dataset. Release 1.2 remains frozen at 1.2.0 with 40/40 exact match on the 1.2 held-out set.
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Models trained or fine-tuned on Jayteare/gemma-gcp-tool-router-1-3-data