Spaces:
Running
Running
Yoan Di Cosmo commited on
Commit ·
ba44575
1
Parent(s): 32f776a
Added 2 dataset tools, one to list rows, the other one to download the dataset
Browse files- agent/core/tools.py +19 -0
- agent/tools/__init__.py +10 -0
- agent/tools/dataset_tools.py +283 -0
agent/core/tools.py
CHANGED
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@@ -13,6 +13,12 @@ from lmnr import observe
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from mcp.types import EmbeddedResource, ImageContent, TextContent
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from agent.config import MCPServerConfig
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from agent.tools.docs_tools import (
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EXPLORE_HF_DOCS_TOOL_SPEC,
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HF_DOCS_FETCH_TOOL_SPEC,
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@@ -257,6 +263,19 @@ def create_builtin_tools() -> list[ToolSpec]:
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parameters=HF_DOCS_FETCH_TOOL_SPEC["parameters"],
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handler=hf_docs_fetch_handler,
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),
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# Planning and job management tools
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ToolSpec(
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name=PLAN_TOOL_SPEC["name"],
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from mcp.types import EmbeddedResource, ImageContent, TextContent
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from agent.config import MCPServerConfig
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+
from agent.tools.dataset_tools import (
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DATASETS_SERVER_DOWNLOAD_ROWS_TOOL_SPEC,
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DATASETS_SERVER_LIST_SPLITS_TOOL_SPEC,
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+
hf_datasets_download_rows_handler,
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hf_datasets_list_splits_handler,
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)
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from agent.tools.docs_tools import (
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EXPLORE_HF_DOCS_TOOL_SPEC,
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HF_DOCS_FETCH_TOOL_SPEC,
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parameters=HF_DOCS_FETCH_TOOL_SPEC["parameters"],
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handler=hf_docs_fetch_handler,
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),
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+
# Datasets server tools
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+
ToolSpec(
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name=DATASETS_SERVER_LIST_SPLITS_TOOL_SPEC["name"],
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description=DATASETS_SERVER_LIST_SPLITS_TOOL_SPEC["description"],
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parameters=DATASETS_SERVER_LIST_SPLITS_TOOL_SPEC["parameters"],
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handler=hf_datasets_list_splits_handler,
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),
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ToolSpec(
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name=DATASETS_SERVER_DOWNLOAD_ROWS_TOOL_SPEC["name"],
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description=DATASETS_SERVER_DOWNLOAD_ROWS_TOOL_SPEC["description"],
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parameters=DATASETS_SERVER_DOWNLOAD_ROWS_TOOL_SPEC["parameters"],
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handler=hf_datasets_download_rows_handler,
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),
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# Planning and job management tools
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ToolSpec(
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name=PLAN_TOOL_SPEC["name"],
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agent/tools/__init__.py
CHANGED
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@@ -18,6 +18,12 @@ from agent.tools.github_search_code import (
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GITHUB_SEARCH_CODE_TOOL_SPEC,
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github_search_code_handler,
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)
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from agent.tools.jobs_tool import HF_JOBS_TOOL_SPEC, HfJobsTool, hf_jobs_handler
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from agent.tools.types import ToolResult
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@@ -34,4 +40,8 @@ __all__ = [
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"github_read_file_handler",
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"GITHUB_SEARCH_CODE_TOOL_SPEC",
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"github_search_code_handler",
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]
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GITHUB_SEARCH_CODE_TOOL_SPEC,
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github_search_code_handler,
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)
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+
from agent.tools.dataset_tools import (
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DATASETS_SERVER_DOWNLOAD_ROWS_TOOL_SPEC,
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DATASETS_SERVER_LIST_SPLITS_TOOL_SPEC,
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hf_datasets_download_rows_handler,
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hf_datasets_list_splits_handler,
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+
)
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from agent.tools.jobs_tool import HF_JOBS_TOOL_SPEC, HfJobsTool, hf_jobs_handler
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from agent.tools.types import ToolResult
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"github_read_file_handler",
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"GITHUB_SEARCH_CODE_TOOL_SPEC",
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"github_search_code_handler",
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+
"DATASETS_SERVER_LIST_SPLITS_TOOL_SPEC",
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"hf_datasets_list_splits_handler",
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"DATASETS_SERVER_DOWNLOAD_ROWS_TOOL_SPEC",
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"hf_datasets_download_rows_handler",
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]
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agent/tools/dataset_tools.py
ADDED
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@@ -0,0 +1,283 @@
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| 1 |
+
"""
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| 2 |
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Hugging Face Dataset Tool - Query datasets via the Datasets Server API
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+
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| 4 |
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Allows downloading rows and listing splits from Hugging Face datasets.
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"""
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+
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from typing import Any, Dict
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+
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+
import httpx
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+
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from agent.tools.types import ToolResult
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+
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+
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def list_splits(dataset: str) -> ToolResult:
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"""
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+
List all available splits for a dataset.
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+
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+
Args:
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+
dataset: Dataset identifier (e.g., "facebook/research-plan-gen")
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+
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+
Returns:
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+
ToolResult with split information
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+
"""
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+
base_url = "https://datasets-server.huggingface.co"
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+
url = f"{base_url}/splits"
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+
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params = {"dataset": dataset}
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+
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+
try:
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+
response = httpx.get(url, params=params, timeout=30.0)
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+
response.raise_for_status()
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| 32 |
+
data = response.json()
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+
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+
splits = data.get("splits", [])
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+
if not splits:
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+
return {
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+
"formatted": f"No splits found for dataset '{dataset}'",
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+
"totalResults": 0,
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+
"resultsShared": 0,
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+
"isError": False,
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+
}
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+
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+
# Format splits information
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+
split_info = []
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for split in splits:
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split_name = split.get("split", "unknown")
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num_rows = split.get("num_examples", "unknown")
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split_info.append(f"- **{split_name}**: {num_rows} rows")
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+
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formatted = f"Available splits for dataset '{dataset}':\n\n" + "\n".join(split_info)
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+
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return {
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"formatted": formatted,
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"totalResults": len(splits),
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"resultsShared": len(splits),
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"isError": False,
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+
}
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+
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| 59 |
+
except httpx.HTTPStatusError as e:
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| 60 |
+
return {
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+
"formatted": f"HTTP error {e.response.status_code}: {str(e)}",
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| 62 |
+
"totalResults": 0,
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| 63 |
+
"resultsShared": 0,
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| 64 |
+
"isError": True,
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| 65 |
+
}
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+
except Exception as e:
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+
return {
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| 68 |
+
"formatted": f"Failed to list splits: {str(e)}",
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| 69 |
+
"totalResults": 0,
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| 70 |
+
"resultsShared": 0,
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+
"isError": True,
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| 72 |
+
}
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| 73 |
+
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| 74 |
+
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| 75 |
+
def download_rows(
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| 76 |
+
dataset: str,
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| 77 |
+
split: str,
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| 78 |
+
config: str | None = None,
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| 79 |
+
offset: int = 0,
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| 80 |
+
length: int = 100,
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| 81 |
+
) -> ToolResult:
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| 82 |
+
"""
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| 83 |
+
Download rows from a dataset split.
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| 84 |
+
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| 85 |
+
Args:
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| 86 |
+
dataset: Dataset identifier (e.g., "facebook/research-plan-gen")
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| 87 |
+
split: Split name (e.g., "train", "test", "validation")
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| 88 |
+
config: Optional config name (for datasets with multiple configs)
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| 89 |
+
offset: Starting row index (default: 0)
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| 90 |
+
length: Number of rows to fetch (default: 100, max recommended: 1000)
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| 91 |
+
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| 92 |
+
Returns:
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| 93 |
+
ToolResult with row data
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| 94 |
+
"""
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| 95 |
+
base_url = "https://datasets-server.huggingface.co"
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| 96 |
+
url = f"{base_url}/rows"
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| 97 |
+
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| 98 |
+
params = {
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| 99 |
+
"dataset": dataset,
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| 100 |
+
"split": split,
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| 101 |
+
"offset": offset,
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| 102 |
+
"length": length,
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| 103 |
+
}
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| 104 |
+
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| 105 |
+
if config:
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| 106 |
+
params["config"] = config
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| 107 |
+
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| 108 |
+
try:
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| 109 |
+
response = httpx.get(url, params=params, timeout=60.0)
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| 110 |
+
response.raise_for_status()
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| 111 |
+
data = response.json()
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| 112 |
+
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| 113 |
+
rows = data.get("rows", [])
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| 114 |
+
features = data.get("features", [])
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| 115 |
+
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| 116 |
+
if not rows:
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| 117 |
+
return {
|
| 118 |
+
"formatted": f"No rows found for dataset '{dataset}', split '{split}' at offset {offset}",
|
| 119 |
+
"totalResults": 0,
|
| 120 |
+
"resultsShared": 0,
|
| 121 |
+
"isError": False,
|
| 122 |
+
}
|
| 123 |
+
|
| 124 |
+
# Format a summary of the rows
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| 125 |
+
formatted_parts = [
|
| 126 |
+
f"Downloaded {len(rows)} rows from dataset '{dataset}'",
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| 127 |
+
f"Split: {split}",
|
| 128 |
+
f"Offset: {offset}",
|
| 129 |
+
]
|
| 130 |
+
|
| 131 |
+
if config:
|
| 132 |
+
formatted_parts.append(f"Config: {config}")
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| 133 |
+
|
| 134 |
+
formatted_parts.append(f"\nFeatures: {', '.join([f.get('name', 'unknown') for f in features])}")
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| 135 |
+
formatted_parts.append(f"\nTotal rows in response: {len(rows)}")
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| 136 |
+
|
| 137 |
+
# Show first row as example
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| 138 |
+
if rows:
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| 139 |
+
first_row = rows[0].get("row", {})
|
| 140 |
+
formatted_parts.append(f"\nExample row (first row):")
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| 141 |
+
for key, value in list(first_row.items())[:5]: # Show first 5 fields
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| 142 |
+
value_str = str(value)
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| 143 |
+
if len(value_str) > 200:
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| 144 |
+
value_str = value_str[:200] + "..."
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| 145 |
+
formatted_parts.append(f" - {key}: {value_str}")
|
| 146 |
+
|
| 147 |
+
formatted = "\n".join(formatted_parts)
|
| 148 |
+
|
| 149 |
+
return {
|
| 150 |
+
"formatted": formatted,
|
| 151 |
+
"totalResults": len(rows),
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| 152 |
+
"resultsShared": len(rows),
|
| 153 |
+
"isError": False,
|
| 154 |
+
}
|
| 155 |
+
|
| 156 |
+
except httpx.HTTPStatusError as e:
|
| 157 |
+
return {
|
| 158 |
+
"formatted": f"HTTP error {e.response.status_code}: {str(e)}",
|
| 159 |
+
"totalResults": 0,
|
| 160 |
+
"resultsShared": 0,
|
| 161 |
+
"isError": True,
|
| 162 |
+
}
|
| 163 |
+
except Exception as e:
|
| 164 |
+
return {
|
| 165 |
+
"formatted": f"Failed to download rows: {str(e)}",
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| 166 |
+
"totalResults": 0,
|
| 167 |
+
"resultsShared": 0,
|
| 168 |
+
"isError": True,
|
| 169 |
+
}
|
| 170 |
+
|
| 171 |
+
|
| 172 |
+
# Tool specifications
|
| 173 |
+
DATASETS_SERVER_LIST_SPLITS_TOOL_SPEC = {
|
| 174 |
+
"name": "hf_datasets_list_splits",
|
| 175 |
+
"description": (
|
| 176 |
+
"List all available splits for a Hugging Face dataset.\n\n"
|
| 177 |
+
"Use this to discover what splits (train, test, validation, etc.) are available "
|
| 178 |
+
"for a dataset before downloading rows.\n\n"
|
| 179 |
+
"## When to use\n"
|
| 180 |
+
"- When you need to know what splits are available for a dataset\n"
|
| 181 |
+
"- Before downloading rows to identify the correct split name\n"
|
| 182 |
+
"- To check dataset structure and organization\n\n"
|
| 183 |
+
"## Example\n"
|
| 184 |
+
"{\n"
|
| 185 |
+
' "dataset": "facebook/research-plan-gen"\n'
|
| 186 |
+
"}"
|
| 187 |
+
),
|
| 188 |
+
"parameters": {
|
| 189 |
+
"type": "object",
|
| 190 |
+
"properties": {
|
| 191 |
+
"dataset": {
|
| 192 |
+
"type": "string",
|
| 193 |
+
"description": "Dataset identifier in format 'org/dataset-name' (e.g., 'facebook/research-plan-gen'). Required.",
|
| 194 |
+
},
|
| 195 |
+
},
|
| 196 |
+
"required": ["dataset"],
|
| 197 |
+
},
|
| 198 |
+
}
|
| 199 |
+
|
| 200 |
+
DATASETS_SERVER_DOWNLOAD_ROWS_TOOL_SPEC = {
|
| 201 |
+
"name": "hf_datasets_download_rows",
|
| 202 |
+
"description": (
|
| 203 |
+
"Download rows from a Hugging Face dataset split via the Datasets Server API.\n\n"
|
| 204 |
+
"Fetches a specified number of rows starting from a given offset. Useful for "
|
| 205 |
+
"sampling data, inspecting dataset contents, or processing datasets in batches.\n\n"
|
| 206 |
+
"## When to use\n"
|
| 207 |
+
"- When you need to inspect or sample data from a dataset\n"
|
| 208 |
+
"- To download specific rows for analysis or processing\n"
|
| 209 |
+
"- To fetch data in batches (use offset and length parameters)\n\n"
|
| 210 |
+
"## When NOT to use\n"
|
| 211 |
+
"- For downloading entire large datasets (use huggingface_hub or datasets library instead)\n"
|
| 212 |
+
"- When you need to process all data (use streaming or local download)\n\n"
|
| 213 |
+
"## Examples\n"
|
| 214 |
+
"// Get first 100 rows from training split\n"
|
| 215 |
+
"{\n"
|
| 216 |
+
' "dataset": "facebook/research-plan-gen",\n'
|
| 217 |
+
' "split": "train",\n'
|
| 218 |
+
' "config": "arxiv",\n'
|
| 219 |
+
' "offset": 0,\n'
|
| 220 |
+
' "length": 100\n'
|
| 221 |
+
"}\n\n"
|
| 222 |
+
"// Get next batch (rows 100-200)\n"
|
| 223 |
+
"{\n"
|
| 224 |
+
' "dataset": "facebook/research-plan-gen",\n'
|
| 225 |
+
' "split": "train",\n'
|
| 226 |
+
' "offset": 100,\n'
|
| 227 |
+
' "length": 100\n'
|
| 228 |
+
"}"
|
| 229 |
+
),
|
| 230 |
+
"parameters": {
|
| 231 |
+
"type": "object",
|
| 232 |
+
"properties": {
|
| 233 |
+
"dataset": {
|
| 234 |
+
"type": "string",
|
| 235 |
+
"description": "Dataset identifier in format 'org/dataset-name' (e.g., 'facebook/research-plan-gen'). Required.",
|
| 236 |
+
},
|
| 237 |
+
"split": {
|
| 238 |
+
"type": "string",
|
| 239 |
+
"description": "Split name (e.g., 'train', 'test', 'validation'). Required.",
|
| 240 |
+
},
|
| 241 |
+
"config": {
|
| 242 |
+
"type": "string",
|
| 243 |
+
"description": "Config name (only needed for datasets with multiple configs). Optional.",
|
| 244 |
+
},
|
| 245 |
+
"offset": {
|
| 246 |
+
"type": "integer",
|
| 247 |
+
"description": "Starting row index (default: 0).",
|
| 248 |
+
"default": 0,
|
| 249 |
+
},
|
| 250 |
+
"length": {
|
| 251 |
+
"type": "integer",
|
| 252 |
+
"description": "Number of rows to fetch (default: 100, max recommended: 1000).",
|
| 253 |
+
"default": 100,
|
| 254 |
+
},
|
| 255 |
+
},
|
| 256 |
+
"required": ["dataset", "split"],
|
| 257 |
+
},
|
| 258 |
+
}
|
| 259 |
+
|
| 260 |
+
|
| 261 |
+
async def hf_datasets_list_splits_handler(arguments: Dict[str, Any]) -> tuple[str, bool]:
|
| 262 |
+
"""Handler for listing dataset splits"""
|
| 263 |
+
try:
|
| 264 |
+
result = list_splits(dataset=arguments["dataset"])
|
| 265 |
+
return result["formatted"], not result.get("isError", False)
|
| 266 |
+
except Exception as e:
|
| 267 |
+
return f"Error: {str(e)}", False
|
| 268 |
+
|
| 269 |
+
|
| 270 |
+
async def hf_datasets_download_rows_handler(arguments: Dict[str, Any]) -> tuple[str, bool]:
|
| 271 |
+
"""Handler for downloading dataset rows"""
|
| 272 |
+
try:
|
| 273 |
+
result = download_rows(
|
| 274 |
+
dataset=arguments["dataset"],
|
| 275 |
+
split=arguments["split"],
|
| 276 |
+
config=arguments.get("config"),
|
| 277 |
+
offset=arguments.get("offset", 0),
|
| 278 |
+
length=arguments.get("length", 100),
|
| 279 |
+
)
|
| 280 |
+
return result["formatted"], not result.get("isError", False)
|
| 281 |
+
except Exception as e:
|
| 282 |
+
return f"Error: {str(e)}", False
|
| 283 |
+
|