repo_id stringclasses 400
values | commit_sha stringclasses 400
values | commit_index int32 0 951 | in_repo_split stringclasses 1
value | cross_repo_split stringclasses 1
value | test_file stringlengths 7 121 | test_function stringlengths 1 108 | assertion_type stringclasses 32
values | difficulty stringclasses 8
values | context_lines int32 3 600 | prefix large_stringlengths 44 113k | target large_stringlengths 1 498 | anchor_sha stringclasses 400
values | anchor_index int32 0 951 | qna_source stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/pipeline/tests/test_graph_pipeline.py | test_graph_pipeline_from_yaml | assert | variable | 13 | from datapizza.clients.mock_client import MockClient
from datapizza.core.clients.client import ClientResponse, StreamInferenceClientModule
from datapizza.core.models import PipelineComponent
from datapizza.embedders.embedders import ClientEmbedder
from datapizza.modules.rewriters import ToolRewriter
from datapizza.pipe... | ToolRewriter | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-openai/tests/test_memory_adapter.py | test_memory_to_messages_with_system_prompt | assert | variable | 38 | import json
import pytest
from datapizza.memory.memory import Memory
from datapizza.tools.tools import tool
from datapizza.type.type import (
ROLE,
FunctionCallBlock,
Media,
MediaBlock,
StructuredBlock,
TextBlock,
)
from openai.types.responses import ResponseFunctionToolCall
from datapizza.cli... | system_prompt | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-modules/parsers/docling/datapizza/modules/parsers/docling/tests/test_docling_parser.py | test_parse_metadata_override | assert | variable | 28 | import warnings
import pytest
from datapizza.type import Node, NodeType
from datapizza.modules.parsers.docling.docling_parser import DoclingParser
from datapizza.modules.parsers.docling.ocr_options import OCREngine, OCROptions
def test_parse_metadata_override(mock_docling_parser, tmp_path):
"""Test that user met... | original_name | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/memory/tests/test_memory.py | test_memory_copy | assert | func_call | 29 | from typing import TypeVar
from pydantic import BaseModel
from datapizza.memory.memory import Memory
from datapizza.tools import tool
from datapizza.type import (
ROLE,
FunctionCallBlock,
FunctionCallResultBlock,
Media,
MediaBlock,
StructuredBlock,
TextBlock,
)
Model = TypeVar("Model", bo... | Memory() | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/type/tests/test_type.py | test_hash | assert | func_call | 15 | from datapizza.tools.tools import Tool, tool
from datapizza.type.type import (
Block,
FunctionCallBlock,
FunctionCallResultBlock,
Media,
MediaBlock,
TextBlock,
)
def test_hash():
block = TextBlock(content="Hello, world!")
print(hash(block))
assert hash(block) == | hash(block) | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-modules/parsers/docling/datapizza/modules/parsers/docling/tests/test_docling_parser.py | test_parser_preserves_json_output_dir_with_ocr_options | assert | func_call | 18 | import warnings
import pytest
from datapizza.type import Node, NodeType
from datapizza.modules.parsers.docling.docling_parser import DoclingParser
from datapizza.modules.parsers.docling.ocr_options import OCREngine, OCROptions
def test_parser_preserves_json_output_dir_with_ocr_options(tmp_path):
"""Test parser p... | str(tmp_path) | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/pipeline/tests/test_pipeline.py | test_ingestion_pipeline_list_validation | assert | func_call | 22 | from datapizza.vectorstores.qdrant import QdrantVectorstore
from datapizza.core.models import PipelineComponent
from datapizza.core.vectorstore import VectorConfig
from datapizza.pipeline import IngestionPipeline
from datapizza.type import Chunk, DenseEmbedding, Node
def test_ingestion_pipeline_list_validation():
... | str(e).lower() | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-tools/SQLDatabase/tests/test_sql_database_tool.py | test_list_tables | assert | func_call | 24 | import json
import pytest
from datapizza.tools.SQLDatabase.base import SQLDatabase
def db_tool() -> SQLDatabase:
"""Provides a SQLDatabase instance connected to an in-memory SQLite database."""
db = SQLDatabase(db_uri="sqlite:///:memory:")
setup_queries = [
"CREATE TABLE users (id INTEGER PRIMARY... | tables.split("\n") | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-google/tests/test_memory_adapter.py | test_google_memory_to_messages_with_system_prompt | assert | func_call | 17 | import pytest
from datapizza.memory.memory import Memory
from datapizza.type import ROLE, StructuredBlock, TextBlock
from datapizza.clients.google.memory_adapter import GoogleMemoryAdapter
def test_google_memory_to_messages_with_system_prompt():
memory = Memory()
memory.new_turn(role=ROLE.USER)
memory.add... | str(messages[0]["parts"]) | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-google/tests/test_memory_adapter.py | test_google_memory_to_messages_with_input_str | assert | func_call | 13 | import pytest
from datapizza.memory.memory import Memory
from datapizza.type import ROLE, StructuredBlock, TextBlock
from datapizza.clients.google.memory_adapter import GoogleMemoryAdapter
def test_google_memory_to_messages_with_input_str():
memory = Memory()
input_str = "What is the weather?"
messages = ... | str(messages[-1]["parts"]) | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-google/tests/test_memory_adapter.py | test_google_memory_to_messages_structured_block | assert | func_call | 14 | import pytest
from datapizza.memory.memory import Memory
from datapizza.type import ROLE, StructuredBlock, TextBlock
from datapizza.clients.google.memory_adapter import GoogleMemoryAdapter
def test_google_memory_to_messages_structured_block():
memory = Memory()
memory.new_turn(role=ROLE.USER)
memory.add_t... | str(messages[0]["parts"][0]) | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-openai/tests/test_memory_adapter.py | test_memory_to_messages_with_input_block | assert | func_call | 34 | import json
import pytest
from datapizza.memory.memory import Memory
from datapizza.tools.tools import tool
from datapizza.type.type import (
ROLE,
FunctionCallBlock,
Media,
MediaBlock,
StructuredBlock,
TextBlock,
)
from openai.types.responses import ResponseFunctionToolCall
from datapizza.cli... | str(messages[-1]["content"]) | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/prompt/tests/test_chat_prompt_template.py | test_chat_prompt_template_with_no_memory | assert | func_call | 36 | from jinja2 import Template
from datapizza.memory import Memory
from datapizza.modules.prompt import ChatPromptTemplate
from datapizza.type import ROLE, Chunk, TextBlock
def test_chat_prompt_template_with_no_memory():
user_prompt_template = "this is a user prompt: {{ user_prompt }}"
retrieval_prompt_template ... | Template(retrieval_prompt_template).render( chunks=chunks ) | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/agents/tests/test_base_agents.py | test_stream_invoke_agent | assert | numeric_literal | 18 | import asyncio
from concurrent.futures import ThreadPoolExecutor
from datapizza.agents.agent import PLANNING_PROMT, Agent, StepResult
from datapizza.clients import MockClient
from datapizza.core.clients import ClientResponse
from datapizza.tools import tool
class TestBaseAgents:
def test_stream_invoke_agent(self... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/agents/tests/test_base_agents.py | test_stateless_agent_invoke | assert | numeric_literal | 19 | import asyncio
from concurrent.futures import ThreadPoolExecutor
from datapizza.agents.agent import PLANNING_PROMT, Agent, StepResult
from datapizza.clients import MockClient
from datapizza.core.clients import ClientResponse
from datapizza.tools import tool
class TestStatelessAgents:
def test_stateless_agent_invo... | 0 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/agents/tests/test_base_agents.py | test_not_stateless_agent_invoke | assert | numeric_literal | 20 | import asyncio
from concurrent.futures import ThreadPoolExecutor
from datapizza.agents.agent import PLANNING_PROMT, Agent, StepResult
from datapizza.clients import MockClient
from datapizza.core.clients import ClientResponse
from datapizza.tools import tool
class TestStatelessAgents:
def test_not_stateless_agent... | 2 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/agents/tests/test_base_agents.py | test_not_stateless_agent_invoke | assert | numeric_literal | 23 | import asyncio
from concurrent.futures import ThreadPoolExecutor
from datapizza.agents.agent import PLANNING_PROMT, Agent, StepResult
from datapizza.clients import MockClient
from datapizza.core.clients import ClientResponse
from datapizza.tools import tool
class TestStatelessAgents:
def test_not_stateless_agent... | 4 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/agents/tests/test_base_agents.py | test_func | assert | numeric_literal | 28 | import asyncio
from concurrent.futures import ThreadPoolExecutor
from datapizza.agents.agent import PLANNING_PROMT, Agent, StepResult
from datapizza.clients import MockClient
from datapizza.core.clients import ClientResponse
from datapizza.tools import tool
class TestStatelessAgents:
async def test_func():
... | 6 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_mock_client.py | test_memory | assert | numeric_literal | 19 | import pytest
from pydantic import BaseModel
from datapizza.clients.mock_client import MockClient
from datapizza.core.clients import Client, ClientResponse
from datapizza.memory.memory import Memory
from datapizza.type import TextBlock
from datapizza.type.type import ROLE
def test_memory():
memory = Memory()
... | 0 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_mock_client.py | test_memory | assert | numeric_literal | 28 | import pytest
from pydantic import BaseModel
from datapizza.clients.mock_client import MockClient
from datapizza.core.clients import Client, ClientResponse
from datapizza.memory.memory import Memory
from datapizza.type import TextBlock
from datapizza.type.type import ROLE
def test_memory():
memory = Memory()
... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/metatagger/tests/test_keyword_metagger.py | test_keyword_metatagger_initialization | assert | numeric_literal | 40 | from unittest.mock import Mock
import pytest
from pydantic import BaseModel
from datapizza.core.clients import Client, ClientResponse
from datapizza.memory.memory import Memory
from datapizza.modules.metatagger.keyword_metatagger import KeywordMetatagger
from datapizza.type import Chunk, StructuredBlock
def mock_cli... | 2 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/parsers/tests/test_base_parser.py | test_base_parser | assert | numeric_literal | 20 | from datapizza.modules.parsers.text_parser import TextParser
from datapizza.type import NodeType
def test_base_parser():
parser = TextParser()
assert parser is not None
text = """Hello, world!
This is a test.
this is a sentence.
"""
document = parser.parse(text)
assert document is n... | 2 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/splitters/tests/test_node_splitter.py | test_process_within_limit | assert | numeric_literal | 11 | from datapizza.modules.splitters.node_splitter import NodeSplitter
from datapizza.type.type import Node
def test_process_within_limit():
"""Test processing a node within character limit"""
splitter = NodeSplitter(max_char=100)
content = "Short content"
node = Node(content=content)
result = splitter... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/splitters/tests/test_node_splitter.py | test_process_with_children | assert | numeric_literal | 14 | from datapizza.modules.splitters.node_splitter import NodeSplitter
from datapizza.type.type import Node
def test_process_with_children():
"""Test processing a node with children"""
splitter = NodeSplitter(max_char=10)
parent = Node(content="Parent node")
child1 = Node(content="Child 1")
child2 = No... | 2 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/splitters/tests/test_node_splitter.py | test_empy_node | assert | numeric_literal | 9 | from datapizza.modules.splitters.node_splitter import NodeSplitter
from datapizza.type.type import Node
def test_empy_node():
splitter = NodeSplitter(max_char=10)
node = Node()
result = splitter.run(node)
assert len(result) == | 0 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/splitters/tests/test_recursive_splitter.py | test_recursive_splitter | assert | numeric_literal | 8 | from datapizza.modules.splitters.recursive_splitter import RecursiveSplitter
from datapizza.type.type import Node
def test_recursive_splitter():
recursive_splitter = RecursiveSplitter(max_char=10, overlap=0)
chunks = recursive_splitter.split(Node(content="This is a test string"))
assert len(chunks) == | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/splitters/tests/test_text_splitter.py | test_text_splitter | assert | numeric_literal | 7 | from datapizza.modules.splitters.text_splitter import TextSplitter
def test_text_splitter():
text_splitter = TextSplitter(max_char=10, overlap=0)
chunks = text_splitter.run("This is a test string")
assert len(chunks) == | 3 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/pipeline/tests/test_pipeline.py | test_pipeline | assert | numeric_literal | 15 | from datapizza.vectorstores.qdrant import QdrantVectorstore
from datapizza.core.models import PipelineComponent
from datapizza.core.vectorstore import VectorConfig
from datapizza.pipeline import IngestionPipeline
from datapizza.type import Chunk, DenseEmbedding, Node
def test_pipeline():
pipeline = IngestionPipel... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/pipeline/tests/test_pipeline.py | test_ingestion_pipeline_with_multiple_files | assert | numeric_literal | 48 | from datapizza.vectorstores.qdrant import QdrantVectorstore
from datapizza.core.models import PipelineComponent
from datapizza.core.vectorstore import VectorConfig
from datapizza.pipeline import IngestionPipeline
from datapizza.type import Chunk, DenseEmbedding, Node
def test_ingestion_pipeline_with_multiple_files():... | 3 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/pipeline/tests/test_pipeline.py | test_ingestion_pipeline_empty_list | assert | numeric_literal | 45 | from datapizza.vectorstores.qdrant import QdrantVectorstore
from datapizza.core.models import PipelineComponent
from datapizza.core.vectorstore import VectorConfig
from datapizza.pipeline import IngestionPipeline
from datapizza.type import Chunk, DenseEmbedding, Node
def test_ingestion_pipeline_empty_list():
"""T... | 0 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/tracing/tests/test_tracing.py | test_initial_state | assert | numeric_literal | 39 | import threading
import time
from unittest.mock import Mock, patch
import pytest
from opentelemetry.sdk.trace import ReadableSpan
from opentelemetry.sdk.trace.export import SpanExportResult
from opentelemetry.trace import SpanContext
from datapizza.tracing.memory_exporter import (
ContextSpanProcessor,
InMemo... | 0 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/tracing/tests/test_tracing.py | test_export_single_span | assert | numeric_literal | 43 | import threading
import time
from unittest.mock import Mock, patch
import pytest
from opentelemetry.sdk.trace import ReadableSpan
from opentelemetry.sdk.trace.export import SpanExportResult
from opentelemetry.trace import SpanContext
from datapizza.tracing.memory_exporter import (
ContextSpanProcessor,
InMemo... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/tracing/tests/test_tracing.py | test_export_multiple_spans_same_trace | assert | numeric_literal | 51 | import threading
import time
from unittest.mock import Mock, patch
import pytest
from opentelemetry.sdk.trace import ReadableSpan
from opentelemetry.sdk.trace.export import SpanExportResult
from opentelemetry.trace import SpanContext
from datapizza.tracing.memory_exporter import (
ContextSpanProcessor,
InMemo... | 2 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/tracing/tests/test_tracing.py | test_get_spans_metrics | assert | numeric_literal | 27 | import threading
import time
from unittest.mock import Mock, patch
import pytest
from opentelemetry.sdk.trace import ReadableSpan
from opentelemetry.sdk.trace.export import SpanExportResult
from opentelemetry.trace import SpanContext
from datapizza.tracing.memory_exporter import (
ContextSpanProcessor,
InMemo... | 3 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-modules/parsers/azure/tests/test_azure_parser.py | check_paragraph | assert | numeric_literal | 24 | import json
import os
import pytest
from datapizza.type import NodeType
from datapizza.modules.parsers.azure import AzureParser
def sample_azure_result():
with open(
os.path.join(os.path.dirname(__file__), "attention_wikipedia_test.json"),
) as f:
sample_result = json.load(f)
return sampl... | 0 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-modules/parsers/docling/datapizza/modules/parsers/docling/tests/test_docling_parser.py | test_parse_with_pdf_path_deprecated | assert | numeric_literal | 20 | import warnings
import pytest
from datapizza.type import Node, NodeType
from datapizza.modules.parsers.docling.docling_parser import DoclingParser
from datapizza.modules.parsers.docling.ocr_options import OCREngine, OCROptions
def test_parse_with_pdf_path_deprecated(mock_docling_parser, tmp_path):
"""Test parse(... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-tools/SQLDatabase/tests/test_sql_database_tool.py | test_run_select_query | assert | numeric_literal | 27 | import json
import pytest
from datapizza.tools.SQLDatabase.base import SQLDatabase
def db_tool() -> SQLDatabase:
"""Provides a SQLDatabase instance connected to an in-memory SQLite database."""
db = SQLDatabase(db_uri="sqlite:///:memory:")
setup_queries = [
"CREATE TABLE users (id INTEGER PRIMARY... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-vectorstores/datapizza-ai-vectorstores-milvus/datapizza/vectorstores/milvus/tests/test_milvus_vectorstore.py | test_add_and_retrieve_roundtrip | assert | numeric_literal | 72 | import contextlib
import uuid
import pytest
from datapizza.core.vectorstore import VectorConfig
from datapizza.type import (
Chunk,
EmbeddingFormat,
SparseEmbedding,
)
from datapizza.vectorstores.milvus import MilvusVectorstore
MILVUS_URI = "./milvus.db"
def unique_coll(prefix="itest"):
return f"{pr... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-vectorstores/datapizza-ai-vectorstores-milvus/datapizza/vectorstores/milvus/tests/test_milvus_vectorstore.py | test_batch_add | assert | numeric_literal | 72 | import contextlib
import uuid
import pytest
from datapizza.core.vectorstore import VectorConfig
from datapizza.type import (
Chunk,
EmbeddingFormat,
SparseEmbedding,
)
from datapizza.vectorstores.milvus import MilvusVectorstore
MILVUS_URI = "./milvus.db"
def unique_coll(prefix="itest"):
return f"{pr... | 6 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-vectorstores/datapizza-ai-vectorstores-milvus/datapizza/vectorstores/milvus/tests/test_milvus_vectorstore.py | test_search_single_sparse | assert | numeric_literal | 73 | import contextlib
import uuid
import pytest
from datapizza.core.vectorstore import VectorConfig
from datapizza.type import (
Chunk,
EmbeddingFormat,
SparseEmbedding,
)
from datapizza.vectorstores.milvus import MilvusVectorstore
MILVUS_URI = "./milvus.db"
def unique_coll(prefix="itest"):
return f"{pr... | 3 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-vectorstores/datapizza-ai-vectorstores-milvus/datapizza/vectorstores/milvus/tests/test_milvus_vectorstore.py | test_dump_collection_paged | assert | numeric_literal | 72 | import contextlib
import uuid
import pytest
from datapizza.core.vectorstore import VectorConfig
from datapizza.type import (
Chunk,
EmbeddingFormat,
SparseEmbedding,
)
from datapizza.vectorstores.milvus import MilvusVectorstore
MILVUS_URI = "./milvus.db"
def unique_coll(prefix="itest"):
return f"{pr... | 7 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-vectorstores/datapizza-ai-vectorstores-qdrant/datapizza/vectorstores/qdrant/tests/test_qdrant_vectorstore.py | test_qdrant_vectorstore_add | assert | numeric_literal | 31 | import uuid
import pytest
from datapizza.core.vectorstore import VectorConfig
from datapizza.type import EmbeddingFormat
from datapizza.type.type import Chunk, DenseEmbedding, SparseEmbedding
from datapizza.vectorstores.qdrant import QdrantVectorstore
def vectorstore() -> QdrantVectorstore:
vectorstore = QdrantV... | 1 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-vectorstores/datapizza-ai-vectorstores-qdrant/datapizza/vectorstores/qdrant/tests/test_qdrant_vectorstore.py | test_qdrant_vectorstore_create_collection | assert | numeric_literal | 28 | import uuid
import pytest
from datapizza.core.vectorstore import VectorConfig
from datapizza.type import EmbeddingFormat
from datapizza.type.type import Chunk, DenseEmbedding, SparseEmbedding
from datapizza.vectorstores.qdrant import QdrantVectorstore
def vectorstore() -> QdrantVectorstore:
vectorstore = QdrantV... | 2 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-vectorstores/datapizza-ai-vectorstores-qdrant/datapizza/vectorstores/qdrant/tests/test_qdrant_vectorstore.py | test_qdrant_create_collection_with_sparse_vector | assert | numeric_literal | 34 | import uuid
import pytest
from datapizza.core.vectorstore import VectorConfig
from datapizza.type import EmbeddingFormat
from datapizza.type.type import Chunk, DenseEmbedding, SparseEmbedding
from datapizza.vectorstores.qdrant import QdrantVectorstore
def vectorstore() -> QdrantVectorstore:
vectorstore = QdrantV... | 0 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/agents/tests/test_base_agents.py | test_non_stateless_lock_thread | assert | numeric_literal | 27 | import asyncio
from concurrent.futures import ThreadPoolExecutor
from datapizza.agents.agent import PLANNING_PROMT, Agent, StepResult
from datapizza.clients import MockClient
from datapizza.core.clients import ClientResponse
from datapizza.tools import tool
class TestStatelessAgents:
def test_non_stateless_lock_... | 18 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-openai/tests/test_base_client.py | test_invoke_kwargs_override | assert | numeric_literal | 30 | from unittest.mock import MagicMock, patch
import httpx
from datapizza.core.clients import ClientResponse
from datapizza.clients.openai import (
OpenAIClient,
)
@patch("datapizza.clients.openai.openai_client.OpenAI")
def test_invoke_kwargs_override(mock_openai_class):
"""
Tests that kwargs like 'stream' ... | 0.5 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_token_usage.py | test_token_usage_model | assert | numeric_literal | 11 | from datapizza.core.clients.models import TokenUsage
def test_token_usage_model():
token_usage = TokenUsage(
prompt_tokens=100,
completion_tokens=200,
cached_tokens=300,
thinking_tokens=400,
)
assert token_usage.prompt_tokens == | 100 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_token_usage.py | test_token_usage_model | assert | numeric_literal | 12 | from datapizza.core.clients.models import TokenUsage
def test_token_usage_model():
token_usage = TokenUsage(
prompt_tokens=100,
completion_tokens=200,
cached_tokens=300,
thinking_tokens=400,
)
assert token_usage.prompt_tokens == 100
assert token_usage.completion_tokens ... | 200 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_token_usage.py | test_token_usage_model | assert | numeric_literal | 13 | from datapizza.core.clients.models import TokenUsage
def test_token_usage_model():
token_usage = TokenUsage(
prompt_tokens=100,
completion_tokens=200,
cached_tokens=300,
thinking_tokens=400,
)
assert token_usage.prompt_tokens == 100
assert token_usage.completion_tokens =... | 300 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_token_usage.py | test_token_usage_model | assert | numeric_literal | 14 | from datapizza.core.clients.models import TokenUsage
def test_token_usage_model():
token_usage = TokenUsage(
prompt_tokens=100,
completion_tokens=200,
cached_tokens=300,
thinking_tokens=400,
)
assert token_usage.prompt_tokens == 100
assert token_usage.completion_tokens =... | 400 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-openai/tests/test_base_client.py | test_stream_invoke_kwargs_override | assert | bool_literal | 28 | from unittest.mock import MagicMock, patch
import httpx
from datapizza.core.clients import ClientResponse
from datapizza.clients.openai import (
OpenAIClient,
)
@patch("datapizza.clients.openai.openai_client.OpenAI")
def test_stream_invoke_kwargs_override(mock_openai_class):
"""
Tests that kwargs like 's... | True | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/tools/tests/test_tools.py | test_tool_decorator_with_params | assert | bool_literal | 20 | from typing import Any
from ..tools import Tool, tool
def mt_test_function():
return "test"
def decorated_function(x: int, y: str = "default") -> str:
"""Test function docstring"""
return f"{x} {y}"
def test_tool_decorator_with_params():
@tool(name="custom_name", description="Custom description", en... | True | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-modules/parsers/docling/datapizza/modules/parsers/docling/tests/test_docling_parser.py | test_parser_ocr_options_backward_compatibility | assert | bool_literal | 14 | import warnings
import pytest
from datapizza.type import Node, NodeType
from datapizza.modules.parsers.docling.docling_parser import DoclingParser
from datapizza.modules.parsers.docling.ocr_options import OCREngine, OCROptions
def test_parser_ocr_options_backward_compatibility(mock_docling_parser):
"""Test parse... | True | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-tools/filesystem/tests/test_file_path_matches_pattern.py | test_empty_patterns_list | assert | bool_literal | 47 | import pytest
from datapizza.tools.filesystem import string_matches_patterns
test_cases = [
# (file_path, regex_patterns, expected_result)
("/home/user/file.sys", ["*.sys"], True),
("/home/user/file.sys", ["/home/*.sys"], True),
("/home/user/file.sys", ["/home/user/*.sys"], True),
("/home/user/fil... | True | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-tools/filesystem/tests/test_filesystem.py | test_evaluate_path_on_patterns | assert | bool_literal | 22 | from unittest.mock import patch
import pytest
from datapizza.tools.filesystem import FileSystem
def fs_tool():
return FileSystem()
def temp_dir(tmp_path):
d = tmp_path / "test_dir"
d.mkdir()
(d / "file1.txt").write_text("hello")
(d / "subdir").mkdir()
(d / "subdir" / "file2.txt").write_text(... | True | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-clients/datapizza-ai-clients-openai/tests/test_base_client.py | test_invoke_kwargs_override | assert | bool_literal | 31 | from unittest.mock import MagicMock, patch
import httpx
from datapizza.core.clients import ClientResponse
from datapizza.clients.openai import (
OpenAIClient,
)
@patch("datapizza.clients.openai.openai_client.OpenAI")
def test_invoke_kwargs_override(mock_openai_class):
"""
Tests that kwargs like 'stream' ... | False | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_mock_client.py | test_stream_response | assert | complex_expr | 19 | import pytest
from pydantic import BaseModel
from datapizza.clients.mock_client import MockClient
from datapizza.core.clients import Client, ClientResponse
from datapizza.memory.memory import Memory
from datapizza.type import TextBlock
from datapizza.type.type import ROLE
def test_stream_response():
llm = MockCli... | text[i] | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/memory/tests/test_memory.py | test_memory_deep_copy | assert | complex_expr | 32 | from typing import TypeVar
from pydantic import BaseModel
from datapizza.memory.memory import Memory
from datapizza.tools import tool
from datapizza.type import (
ROLE,
FunctionCallBlock,
FunctionCallResultBlock,
Media,
MediaBlock,
StructuredBlock,
TextBlock,
)
Model = TypeVar("Model", bo... | ROLE.USER | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/prompt/tests/test_chat_prompt_template.py | test_chat_prompt_template_with_no_memory | assert | complex_expr | 30 | from jinja2 import Template
from datapizza.memory import Memory
from datapizza.modules.prompt import ChatPromptTemplate
from datapizza.type import ROLE, Chunk, TextBlock
def test_chat_prompt_template_with_no_memory():
user_prompt_template = "this is a user prompt: {{ user_prompt }}"
retrieval_prompt_template ... | ROLE.USER | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/modules/prompt/tests/test_chat_prompt_template.py | test_chat_prompt_template_with_no_memory | assert | complex_expr | 35 | from jinja2 import Template
from datapizza.memory import Memory
from datapizza.modules.prompt import ChatPromptTemplate
from datapizza.type import ROLE, Chunk, TextBlock
def test_chat_prompt_template_with_no_memory():
user_prompt_template = "this is a user prompt: {{ user_prompt }}"
retrieval_prompt_template ... | ROLE.TOOL | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_mock_client.py | test_stream_response | assert | complex_expr | 20 | import pytest
from pydantic import BaseModel
from datapizza.clients.mock_client import MockClient
from datapizza.core.clients import Client, ClientResponse
from datapizza.memory.memory import Memory
from datapizza.type import TextBlock
from datapizza.type.type import ROLE
def test_stream_response():
llm = MockCli... | text[: i + 1] | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/core/clients/tests/test_mock_client.py | test_client_with_memory | assert | complex_expr | 29 | import pytest
from pydantic import BaseModel
from datapizza.clients.mock_client import MockClient
from datapizza.core.clients import Client, ClientResponse
from datapizza.memory.memory import Memory
from datapizza.type import TextBlock
from datapizza.type.type import ROLE
def test_client_with_memory():
text1 = "M... | text1 + text2 | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-modules/parsers/docling/datapizza/modules/parsers/docling/tests/test_docling_parser.py | test_parser_with_ocr_disabled | assert | complex_expr | 15 | import warnings
import pytest
from datapizza.type import Node, NodeType
from datapizza.modules.parsers.docling.docling_parser import DoclingParser
from datapizza.modules.parsers.docling.ocr_options import OCREngine, OCROptions
def test_parser_with_ocr_disabled(mock_docling_parser):
"""Test parser with OCR disabl... | OCREngine.NONE | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-tools/web_fetch/tests/test_web_fetch.py | test_web_fetch_tool_success | assert | complex_expr | 21 | import httpx
import pytest
from httpx import Request
from datapizza.tools.web_fetch import WebFetchTool
def tool():
"""Provides a WebFetchTool instance."""
return WebFetchTool()
def test_web_fetch_tool_success(tool, httpx_mock):
"""Test a successful web fetch."""
url = "https://example.com"
httpx... | request.headers | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-modules/parsers/azure/tests/test_azure_parser.py | test_azure_parser_parse | assert | complex_expr | 29 | import json
import os
import pytest
from datapizza.type import NodeType
from datapizza.modules.parsers.azure import AzureParser
def sample_azure_result():
with open(
os.path.join(os.path.dirname(__file__), "attention_wikipedia_test.json"),
) as f:
sample_result = json.load(f)
return sampl... | NodeType.DOCUMENT | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datapizza-labs/datapizza-ai | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | train | train | datapizza-ai-core/datapizza/tools/tests/test_tools.py | test_tool_with_function | assert | complex_expr | 17 | from typing import Any
from ..tools import Tool, tool
def mt_test_function():
return "test"
def decorated_function(x: int, y: str = "default") -> str:
"""Test function docstring"""
return f"{x} {y}"
def test_tool_with_function():
# Test basic Tool initialization with a function
t = Tool(func=mt_... | t.schema["description"] | f137de8230fb29baa105fac1db1f5305036ffbf6 | 27 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/check_trials.py | check_trials_are_flawless | assert | complex_expr | 64 | import typing as T
import numpy as np
import pandas as pd
from syftr.helpers import get_flows_from_trials
NON_NAN_COLUMNS = [
"number",
"values_0",
"values_1",
"datetime_start",
"datetime_complete",
"duration",
"user_attrs_dataset",
"user_attrs_flow",
"user_attrs_flow_name",
"... | df_trials.columns | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_meta.py | test_reusing_a_study | assert | variable | 30 | from pathlib import Path
from syftr.configuration import cfg
from syftr.helpers import get_baselines_from_trials
from syftr.optuna_helper import (
get_completed_trials,
get_flows_from_trials,
get_pareto_flows,
)
from syftr.studies import StudyConfig
from syftr.tuner.qa_tuner import run
from tests.check_tri... | baselines_reused | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_meta.py | test_separate_pareto_replace_llm_evaluation | assert | func_call | 33 | from pathlib import Path
from syftr.configuration import cfg
from syftr.helpers import get_baselines_from_trials
from syftr.optuna_helper import (
get_completed_trials,
get_flows_from_trials,
get_pareto_flows,
)
from syftr.studies import StudyConfig
from syftr.tuner.qa_tuner import run
from tests.check_tri... | len(pareto_flows_holdout) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_meta.py | test_separate_pareto_replace_llm_evaluation | assert | complex_expr | 40 | from pathlib import Path
from syftr.configuration import cfg
from syftr.helpers import get_baselines_from_trials
from syftr.optuna_helper import (
get_completed_trials,
get_flows_from_trials,
get_pareto_flows,
)
from syftr.studies import StudyConfig
from syftr.tuner.qa_tuner import run
from tests.check_tri... | study_config.pareto.replacement_llm_name | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_meta.py | test_separate_pareto_evaluation | assert | func_call | 32 | from pathlib import Path
from syftr.configuration import cfg
from syftr.helpers import get_baselines_from_trials
from syftr.optuna_helper import (
get_completed_trials,
get_flows_from_trials,
get_pareto_flows,
)
from syftr.studies import StudyConfig
from syftr.tuner.qa_tuner import run
from tests.check_tri... | sorted( pareto_flows_holdout, key=lambda d: sorted(d.items()) ) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_no_rag.py | test_no_rag_seeding | assert | numeric_literal | 19 | from pathlib import Path
from syftr.configuration import cfg
from syftr.studies import StudyConfig
from tests.check_trials import check_trials_are_flawless
from tests.e2e.optimization import run_and_test_optimization
PARAM_LIST = ["rag_mode"]
def test_no_rag_seeding():
study_config_file = Path(cfg.paths.test_stu... | 9 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_no_rag.py | test_no_rag_optimization | assert | numeric_literal | 25 | from pathlib import Path
from syftr.configuration import cfg
from syftr.studies import StudyConfig
from tests.check_trials import check_trials_are_flawless
from tests.e2e.optimization import run_and_test_optimization
PARAM_LIST = ["rag_mode"]
def test_no_rag_optimization():
study_config_file = Path(
cfg.... | 5 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_seeding.py | test_seeding_with_search_space_violation | assert | numeric_literal | 20 | from pathlib import Path
import optuna
import pytest
from syftr.configuration import cfg
from syftr.studies import StudyConfig
from tests.check_trials import check_trials_are_flawless
from tests.e2e.optimization import run_and_test_optimization
def test_seeding_with_search_space_violation():
study_config_file_na... | 2 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_seeding.py | test_seeding_individual_and_variations | assert | func_call | 28 | from pathlib import Path
import optuna
import pytest
from syftr.configuration import cfg
from syftr.studies import StudyConfig
from tests.check_trials import check_trials_are_flawless
from tests.e2e.optimization import run_and_test_optimization
def test_seeding_individual_and_variations():
study_config_file_name... | len(df_all) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_seeding.py | test_seeding_with_search_space_violation_and_exception | pytest.raises | variable | 19 | from pathlib import Path
import optuna
import pytest
from syftr.configuration import cfg
from syftr.studies import StudyConfig
from tests.check_trials import check_trials_are_flawless
from tests.e2e.optimization import run_and_test_optimization
def test_seeding_with_search_space_violation_and_exception():
study_... | ValueError) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_synthetic.py | test_agents_with_synthetic_crag | assert | func_call | 27 | from pathlib import Path
import optuna
from syftr.configuration import cfg
from syftr.studies import StudyConfig
from tests.check_trials import check_trials_are_flawless
from tests.e2e.optimization import run_and_test_optimization
def test_agents_with_synthetic_crag():
study_config_file_name = "test-synthetic-cr... | len(df_all) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/e2e/test_tools.py | test_agents_with_tool_use | assert | numeric_literal | 28 | import pytest
from syftr.configuration import cfg
from syftr.studies import StudyConfig
from tests.check_trials import check_trials_are_flawless
from tests.e2e.optimization import run_and_test_optimization
@pytest.mark.parametrize(
"config_file_name",
[
"test-tools-anthropic-haiku-35.yaml",
# ... | 5 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_agentic_rag.py | test_subquestion_flow | assert | numeric_literal | 37 | import typing as T
import pytest
from llama_index.core.callbacks import CBEventType
from syftr.flows import CritiqueAgentFlow, ReActAgentFlow, SubQuestionRAGFlow
from syftr.logger import logger
from syftr.studies import StudyConfig
QA_PAIRS = {
"hotpotqa_hf/dev": [
("Were Scott Derrickson and Ed Wood bot... | 1 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_agentic_rag.py | test_subquestion_flow | assert | numeric_literal | 38 | import typing as T
import pytest
from llama_index.core.callbacks import CBEventType
from syftr.flows import CritiqueAgentFlow, ReActAgentFlow, SubQuestionRAGFlow
from syftr.logger import logger
from syftr.studies import StudyConfig
QA_PAIRS = {
"hotpotqa_hf/dev": [
("Were Scott Derrickson and Ed Wood bot... | 0 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_agentic_rag.py | test_coa_agent_flow_math | assert | complex_expr | 35 | import typing as T
import pytest
from llama_index.core.callbacks import CBEventType
from syftr.flows import CritiqueAgentFlow, ReActAgentFlow, SubQuestionRAGFlow
from syftr.logger import logger
from syftr.studies import StudyConfig
QA_PAIRS = {
"hotpotqa_hf/dev": [
("Were Scott Derrickson and Ed Wood bot... | response.text | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_generator.py | test_basic_generator | assert | func_call | 6 | def test_basic_generator(basic_flow):
response, duration, call_data = basic_flow.generate(
"What is the capital of France?"
)
assert "paris" in | str(response).lower() | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_llm_token_counter.py | test_token_counts_basic_generator | assert | numeric_literal | 10 | from syftr.flows import Flow
def test_token_counts_basic_generator(basic_flow_all_llms):
response, duration, call_data = basic_flow_all_llms.generate(
"What is the capital of France?"
)
assert "paris" in str(response.text).lower()
assert duration
assert len(call_data) >= | 1 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_llm_token_counter.py | test_token_counts_basic_generator | assert | numeric_literal | 11 | from syftr.flows import Flow
def test_token_counts_basic_generator(basic_flow_all_llms):
response, duration, call_data = basic_flow_all_llms.generate(
"What is the capital of France?"
)
assert "paris" in str(response.text).lower()
assert duration
assert len(call_data) >= 1, call_data
a... | 0 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_llm_token_counter.py | test_token_counts_basic_generator | assert | func_call | 8 | from syftr.flows import Flow
def test_token_counts_basic_generator(basic_flow_all_llms):
response, duration, call_data = basic_flow_all_llms.generate(
"What is the capital of France?"
)
assert "paris" in | str(response.text).lower() | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_rag.py | test_real_data_hybrid_flow | assert | numeric_literal | 20 | import typing as T
import pytest
from llama_index.core.callbacks import CBEventType
from syftr.flows import RAGFlow
from syftr.storage import SyftrQADataset
from syftr.studies import StudyConfig
def test_real_data_hybrid_flow(
real_hybrid_flow: T.Tuple[RAGFlow, StudyConfig], llama_debug
):
flow, _ = real_hyb... | 0 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/flows/test_rag.py | test_real_data_hybrid_flow | assert | none_literal | 19 | import typing as T
import pytest
from llama_index.core.callbacks import CBEventType
from syftr.flows import RAGFlow
from syftr.storage import SyftrQADataset
from syftr.studies import StudyConfig
def test_real_data_hybrid_flow(
real_hybrid_flow: T.Tuple[RAGFlow, StudyConfig], llama_debug
):
flow, _ = real_hyb... | None | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_embedding_models.py | test_embedding_model_skip_timeout | assert | complex_expr | 16 | import logging
import typing as T
import pytest
from syftr.embeddings.timeouts import EmbeddingPreemptiveTimeoutError
from syftr.huggingface_helper import get_embedding_model
from syftr.logger import logger
from syftr.storage import FinanceBenchHF, PartitionMap
from syftr.studies import StudyConfig
def test_embeddin... | caplog.text | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_embedding_models.py | test_embedding_models | assert | collection | 30 | import logging
import typing as T
import pytest
from syftr.embeddings.timeouts import EmbeddingPreemptiveTimeoutError
from syftr.huggingface_helper import get_embedding_model
from syftr.logger import logger
from syftr.storage import FinanceBenchHF, PartitionMap
from syftr.studies import StudyConfig
def test_embeddin... | [True, False] | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_embedding_models.py | test_embedding_model_timeout | pytest.raises | variable | 14 | import logging
import typing as T
import pytest
from syftr.embeddings.timeouts import EmbeddingPreemptiveTimeoutError
from syftr.huggingface_helper import get_embedding_model
from syftr.logger import logger
from syftr.storage import FinanceBenchHF, PartitionMap
from syftr.studies import StudyConfig
def test_embeddin... | EmbeddingPreemptiveTimeoutError) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_embedding_models_hf_api.py | test_hf_endpoint_vdb_creation | assert | none_literal | 60 | import os
from pathlib import Path
from llama_index.core import VectorStoreIndex
from llama_index.core.ingestion import IngestionPipeline
from llama_index.core.node_parser import (
SentenceSplitter,
)
from syftr.configuration import cfg
from syftr.hf_endpoint_models import get_hf_endpoint_embed_model
def test_hf... | None | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_eval.py | test_eval_react_rag_agent_normal | assert | numeric_literal | 19 | import pytest
from optuna import TrialPruned
from syftr.evaluation import eval_dataset
from syftr.pruning import CostPruner, ParetoPruner
def test_eval_react_rag_agent_normal(react_agent_flow):
flow, study_config = react_agent_flow
study_config.optimization.use_pareto_pruner = False
study_config.optimizat... | 0 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_eval.py | test_eval_react_rag_agent_variance_mitigation_pruning | assert | bool_literal | 37 | import pytest
from optuna import TrialPruned
from syftr.evaluation import eval_dataset
from syftr.pruning import CostPruner, ParetoPruner
def test_eval_react_rag_agent_variance_mitigation_pruning(
react_agent_flow, monkeypatch
):
flow, study_config = react_agent_flow
study_config.optimization.use_pareto_p... | True | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_eval.py | test_eval_react_rag_agent_variance_mitigation_timeout | pytest.raises | variable | 16 | import pytest
from optuna import TrialPruned
from syftr.evaluation import eval_dataset
from syftr.pruning import CostPruner, ParetoPruner
def test_eval_react_rag_agent_variance_mitigation_timeout(react_agent_flow):
flow, study_config = react_agent_flow
study_config.optimization.use_pareto_pruner = False
s... | TrialPruned) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_eval.py | test_eval_react_rag_agent_bias_variance_mitigation | pytest.raises | variable | 13 | import pytest
from optuna import TrialPruned
from syftr.evaluation import eval_dataset
from syftr.pruning import CostPruner, ParetoPruner
def test_eval_react_rag_agent_bias_variance_mitigation(react_agent_flow):
flow, study_config = react_agent_flow
study_config.optimization.use_pareto_pruner = False
stud... | AssertionError) | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_eval.py | test_eval_react_rag_agent_normal | assert | complex_expr | 20 | import pytest
from optuna import TrialPruned
from syftr.evaluation import eval_dataset
from syftr.pruning import CostPruner, ParetoPruner
def test_eval_react_rag_agent_normal(react_agent_flow):
flow, study_config = react_agent_flow
study_config.optimization.use_pareto_pruner = False
study_config.optimizat... | results["num_total"] | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_hf_datasets.py | test_drdocs_hf | assert | numeric_literal | 31 | import datasets
from syftr.storage import (
BrightHF,
CragTask3HF,
DRDocsHF,
FinanceBenchHF,
HotPotQAHF,
MultiHopRAGHF,
PartitionMap,
PhantomWikiV001HF,
PhantomWikiv050,
SyntheticCragTask3HF,
SyntheticFinanceBenchHF,
SyntheticHotPotQAHF,
)
def test_drdocs_hf():
"""D... | 2 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_hf_datasets.py | test_drdocs_hf | assert | numeric_literal | 42 | import datasets
from syftr.storage import (
BrightHF,
CragTask3HF,
DRDocsHF,
FinanceBenchHF,
HotPotQAHF,
MultiHopRAGHF,
PartitionMap,
PhantomWikiV001HF,
PhantomWikiv050,
SyntheticCragTask3HF,
SyntheticFinanceBenchHF,
SyntheticHotPotQAHF,
)
def test_drdocs_hf():
"""D... | 5 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_hf_datasets.py | test_crag_hf | assert | numeric_literal | 107 | import datasets
from syftr.storage import (
BrightHF,
CragTask3HF,
DRDocsHF,
FinanceBenchHF,
HotPotQAHF,
MultiHopRAGHF,
PartitionMap,
PhantomWikiV001HF,
PhantomWikiv050,
SyntheticCragTask3HF,
SyntheticFinanceBenchHF,
SyntheticHotPotQAHF,
)
def test_crag_hf():
def _t... | 1 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
datarobot/syftr | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | train | train | tests/functional/test_hf_datasets.py | test_crag_hf | assert | numeric_literal | 115 | import datasets
from syftr.storage import (
BrightHF,
CragTask3HF,
DRDocsHF,
FinanceBenchHF,
HotPotQAHF,
MultiHopRAGHF,
PartitionMap,
PhantomWikiV001HF,
PhantomWikiv050,
SyntheticCragTask3HF,
SyntheticFinanceBenchHF,
SyntheticHotPotQAHF,
)
def test_crag_hf():
def _t... | 7 | 8ee8c42b1c4fa4506d2678d844e8a40c552cef98 | 8 | v2_extractor_at_anchor |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.