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deepagents
libs/evals/tests/evals/test_iterative_constraint_satisfaction.py
.py
"""Eval test for iterative constraint satisfaction. Asks a deep agent to produce a paragraph under two simultaneous hard constraints: exact word count AND every sentence must start with the phrase `Zebra protocol`. The agent is wired with `RubricMiddleware`, so a separate grader sub-agent evaluates each draft against ...
195
7,369
deepagents
libs/evals/tests/evals/llm_judge.py
.py
"""LLM-as-judge assertion for agent trajectory evaluation. Thin adapter around `openevals.llm.create_llm_as_judge` that exposes a `SuccessAssertion` for the deepagents `TrajectoryScorer` framework. Each criterion is evaluated independently; the overall assertion fails when any single criterion fails. Source: adapted ...
262
9,505
deepagents
libs/evals/tests/evals/test_goal_tools.py
.py
"""Behavioral evals for the static goal-tool prompt and state notices.""" from __future__ import annotations from typing import TYPE_CHECKING import pytest from deepagents_code.goal_state_notice import build_goal_state_notice from deepagents_code.goal_tools import GOAL_TOOL_NAMES, GoalToolsMiddleware from langchain....
253
7,508
deepagents
libs/evals/tests/evals/test_tool_usage_relational.py
.py
"""Eval tests for relational data tool usage. Recreates the relational data environment from langchain-benchmarks: fake users, locations, and foods connected by IDs. The agent receives *only* the lookup / search tools (no filesystem) and must chain them to answer questions. """ from __future__ import annotations fr...
1,207
40,301
deepagents
libs/evals/tests/evals/test_external_benchmarks.py
.py
"""Eval tests drawn from curated external benchmarks. Runs a focused hard-set of 15 cases across three public benchmarks: - FRAMES: multi-hop retrieval with arithmetic/temporal reasoning - Nexus: deeply nested function composition (depth 4-6) - BFCL v3: multi-turn stateful tool calling across API domains Each benchma...
86
2,865
deepagents
libs/evals/tests/evals/test_followup_quality.py
.py
"""Eval tests for followup question quality. Tests whether the agent asks relevant, non-redundant followup questions when given underspecified requests. Uses the LLM-as-judge to evaluate semantic quality of the questions. Ported from the agent-builder-graphs followup eval suite and adapted for deepagents. """ from _...
109
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deepagents
libs/evals/tests/evals/test_memory.py
.py
"""Eval tests for memory recall and persistence. Tests whether the agent can load context from seeded memory files, use that context to guide behavior (naming conventions, code style), handle missing memory files gracefully, and correctly distinguish durable preferences from transient information. Written internally ...
527
18,248
deepagents
libs/evals/tests/evals/conftest.py
.py
from __future__ import annotations import os from datetime import UTC, datetime from typing import TYPE_CHECKING, Any, Literal import pytest from langchain.chat_models import init_chat_model if TYPE_CHECKING: from langchain_core.language_models import BaseChatModel from deepagents import __version__ as deepagen...
280
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deepagents
libs/evals/tests/evals/tau2_airline/test_tau2_airline.py
.py
"""Parametrized pytest tests for 15 tau2 airline tasks. Each test creates a fresh airline environment, runs a multi-turn conversation between a deepagents agent and an LLM user simulator, then evaluates the result using tau2's DB state + communicate info scoring. Based on τ-bench / τ²-bench / τ³-bench by Sierra Resea...
179
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deepagents
libs/evals/tests/evals/tau2_airline/evaluation.py
.py
"""Evaluation logic for tau2 airline tasks. Reimplements the core tau2 evaluation strategy: - **DB check**: replay expected actions on a fresh database, compare final state against the actual database after the conversation. - **Communicate check**: verify that expected information substrings appear in agent messa...
369
11,962
deepagents
libs/evals/tests/evals/tau2_airline/runner.py
.py
"""Multi-turn conversation orchestrator for tau2 airline evaluations. Drives a back-and-forth conversation between a deepagents agent and an LLM-powered user simulator, collecting the full transcript and tool call log for later evaluation. Based on τ-bench / τ²-bench / τ³-bench by Sierra Research (MIT License). See L...
118
3,523
deepagents
libs/evals/tests/evals/tau2_airline/domain.py
.py
"""Airline domain models and LangChain tool wrappers for tau2 benchmark evaluation. Reimplements the essential tau2 airline domain (data models, database, tools) as self-contained code so the evals run without a cross-repo dependency. Based on τ-bench / τ²-bench / τ³-bench by Sierra Research (MIT License). See LICENS...
891
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deepagents
libs/evals/tests/evals/tau2_airline/user_sim.py
.py
"""LLM-powered user simulator for multi-turn airline customer service evaluation. Uses a cheap model to play the customer role based on a tau2 task scenario. The simulator follows tau2's simulation guidelines: disclose information progressively, stay in character, and emit stop tokens when the task is done. Based on ...
131
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deepagents
libs/evals/tests/evals/memory_agent_bench/test_memory_agent_bench.py
.py
"""MemoryAgentBench evaluation tests for deepagents. Runs the MemoryAgentBench benchmark (ICLR 2026) using the deepagents runner. Data is loaded from the `ai-hyz/MemoryAgentBench` HuggingFace dataset. Each test feeds context chunks to the agent, then poses questions and evaluates responses against ground-truth answers...
460
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deepagents
libs/evals/tests/evals/memory_agent_bench/eval_utils.py
.py
"""Evaluation utilities for MemoryAgentBench integration. Adapted from https://github.com/HUST-AI-HYZ/MemoryAgentBench (ICLR 2026: Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions) Only the subset needed for Conflict Resolution and Test-Time Learning splits is included here. """ from __future_...
67
1,926
deepagents
libs/evals/tests/evals/memory_agent_bench/configs.py
.py
"""Dataset configurations for MemoryAgentBench. Each config mirrors one of the YAML files from the original benchmark at https://github.com/HUST-AI-HYZ/MemoryAgentBench/tree/main/configs/data_conf Only the fields used by our adapter are included. """ from __future__ import annotations from dataclasses import datacl...
253
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deepagents
libs/evals/tests/evals/memory_agent_bench/data_utils.py
.py
"""Data loading utilities for MemoryAgentBench integration. Loads data from the `ai-hyz/MemoryAgentBench` HuggingFace dataset and prepares it for consumption by the deepagents eval runner. Adapted from https://github.com/HUST-AI-HYZ/MemoryAgentBench """ from __future__ import annotations import logging from datacla...
201
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deepagents
libs/evals/tests/evals/data/bfcl_apis/travel_booking.py
.py
import random from copy import deepcopy from datetime import datetime from typing import Dict, List, Optional, Tuple, Union from .long_context import ( BOOKING_RECORD_EXTENSION, CREDIT_CARD_EXTENSION, ) DEFAULT_STATE = { "random_seed": 141053, "credit_card_list": {}, "booking_record": {}, "acc...
924
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deepagents
libs/evals/tests/evals/data/bfcl_apis/long_context.py
.py
# Stub for BFCL long_context constants. # We set long_context=False for all cases, so these are never accessed. # Vendoring the real file would add ~92K tokens of constant data. CAR_STATUS_METADATA_EXTENSION = "" INTERMEDIARY_CITIES: list[str] = [] LONG_WEATHER_EXTENSION: dict = {} PARKING_BRAKE_INSTRUCTION = "" AUTOM...
18
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deepagents
libs/evals/tests/evals/data/bfcl_apis/message_api.py
.py
import random from copy import deepcopy from typing import Dict, List, Optional, Union DEFAULT_STATE = { "generated_ids": set(), "user_count": 4, "user_map": { "Alice": "USR001", "Bob": "USR002", "Catherine": "USR003", "Daniel": "USR004", }, "inbox": [ { ...
321
12,534
deepagents
libs/evals/tests/evals/data/bfcl_apis/trading_bot.py
.py
import random from copy import deepcopy from datetime import datetime, time, timedelta from typing import Dict, List, Optional, Union from .long_context import ( AUTOMOBILE_EXTENSION, MA_5_EXTENSION, MA_20_EXTENSION, ORDER_DETAIL_EXTENSION, TECHNOLOGY_EXTENSION, TRANSACTION_HISTORY_EXTENSION, ...
684
23,740
deepagents
libs/evals/tests/evals/data/bfcl_apis/vehicle_control.py
.py
import random from copy import deepcopy from typing import Dict, List, Union from .long_context import ( CAR_STATUS_METADATA_EXTENSION, INTERMEDIARY_CITIES, LONG_WEATHER_EXTENSION, PARKING_BRAKE_INSTRUCTION, ) MAX_FUEL_LEVEL = 50 MIN_FUEL_LEVEL = 0.0 MILE_PER_GALLON = 20.0 MAX_BATTERY_VOLTAGE = 14.0 M...
704
29,504
deepagents
libs/evals/tests/evals/data/bfcl_apis/ticket_api.py
.py
from copy import deepcopy from typing import Dict, List, Optional, Union DEFAULT_STATE = { "ticket_queue": [], "ticket_counter": 1, "current_user": None, } class TicketAPI: """ A class representing the Ticket API for managing support tickets. This class provides methods for creating, retriev...
266
9,677
deepagents
libs/evals/scripts/harbor_langsmith.py
.py
#!/usr/bin/env python3 """CLI for LangSmith integration with Harbor. Thin CLI wrapper around `deepagents_harbor.langsmith`. All business logic lives in that module; this script only handles argument parsing. """ import argparse import asyncio import json import sys from pathlib import Path from dotenv import load_do...
196
6,484
deepagents
libs/evals/scripts/analyze.py
.py
#!/usr/bin/env python3 """Analyze job trials from a jobs directory. Scans through trial directories, extracts trajectory data and success metrics. """ import argparse import asyncio import json from dataclasses import dataclass from enum import Enum from functools import lru_cache from pathlib import Path from typing...
890
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deepagents
libs/evals/scripts/generate_radar.py
.py
"""Generate radar charts from eval results. Usage: # Toy data (experimentation) python scripts/generate_radar.py --toy -o charts/radar.png # From evals_summary.json (CI / post-run) python scripts/generate_radar.py --summary evals_summary.json -o charts/radar.png # From per-category JSON (alternat...
271
9,725
deepagents
libs/evals/scripts/generate_eval_catalog.py
.py
"""Generate `EVAL_CATALOG.md` from eval test files and `categories.json`. Usage: python scripts/generate_eval_catalog.py # writes EVAL_CATALOG.md python scripts/generate_eval_catalog.py --check # exits 1 if file is stale """ from __future__ import annotations import argparse import ast import dif...
192
6,428
deepagents
libs/evals/scripts/run_trials.py
.py
"""Run the eval suite N times for the same model/config and aggregate stats. Each trial invokes `pytest tests/evals` with the same flags as `make evals`, writes its own per-trial report to `--out-dir`, and creates its own LangSmith experiment. After all trials complete, per-metric mean / median / stdev / min / max are...
640
22,574
deepagents
libs/evals/scripts/composite_radar.py
.py
r"""Generate a composite radar chart by overlaying multiple GitHub Actions eval runs. Each `📊 Evals` run uploads an `evals-summary` artifact whose payload is a JSON array of model results. To compare results across separate dispatches (e.g. a bake-off where each model was run as its own workflow dispatch), this scrip...
225
7,527
deepagents
libs/evals/scripts/generate_model_groups.py
.py
"""Generate MODEL_GROUPS.md from the canonical model registry. Usage: python scripts/generate_model_groups.py # writes MODEL_GROUPS.md python scripts/generate_model_groups.py --check # exits 1 if file is stale """ from __future__ import annotations import argparse import importlib.util from pathli...
131
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deepagents
libs/evals/deepagents_evals/radar.py
.py
"""Radar chart generation for eval results. Produces per-model radar (spider) charts where each axis represents an eval category (e.g. file_operations, memory, tool_use) and the radial position encodes the score (0-1 correctness). """ from __future__ import annotations import importlib import importlib.util import j...
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deepagents
libs/evals/deepagents_evals/tau3_subset.py
.py
"""Curated tau3-bench subset for probing deep-agent conversation behavior. 30 tasks (drawn from telecom + banking_knowledge) stratified by difficulty for a behavior spread, not leaderboard parity. Tiers are the **measured** pass rate of `anthropic:claude-opus-4-8` over 3 rollouts per task at full agent timeout (langsm...
218
8,780
deepagents
libs/evals/deepagents_evals/trial_summary.py
.py
"""Helpers for rendering trial summary tables in the GHA step summary.""" from __future__ import annotations def _esc(value: object) -> str: """Escape characters that would break a markdown table row. Pipes terminate cells, backslashes need to be doubled before pipe escapes survive a second pass, and ne...
66
2,368
deepagents
libs/evals/deepagents_evals/cli.py
.py
"""Unified, agent-friendly CLI for the Deep Agents evaluation suite. Wraps the scattered `Makefile` targets and `scripts/*.py` entry points behind a single `deepagents-evals` console script with discoverable subcommands and machine-readable output. Subcommands: run Run the eval suite once (single trial...
726
27,466
deepagents
libs/partners/quickjs/tests/_common.py
.py
"""Shared test helpers for QuickJS test suites.""" from __future__ import annotations from collections.abc import ( Iterator, # noqa: TC003 — pydantic resolves field annotations at runtime Sequence, # noqa: TC003 — pydantic resolves field annotations at runtime ) from typing import Any from langchain_core....
30
977
deepagents
libs/partners/quickjs/tests/unit_tests/test_end_to_end.py
.py
"""End-to-end tests for `CodeInterpreterMiddleware` with a fake LLM. Regression gate for the sync tool handler: before the worker-thread refactor, sync `invoke` ran `ctx.eval`, which cannot dispatch async host functions (PTC bridges are `is_async=True`). Any eval that referenced `tools.*` surfaced as: <error type...
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deepagents
libs/partners/quickjs/tests/unit_tests/test_snapshot.py
.py
"""Unit tests for the QuickJS snapshot patch-chain delta encoding. Covers the pure encoding helpers in ``langchain_quickjs._snapshot`` (``coerce_record``, ``replay_snapshot_chain``, the snap/patch/clear records) and the ``CodeInterpreterMiddleware`` policy around them: ``_snapshot_update`` encoding decisions, ``before...
515
20,133
deepagents
libs/partners/quickjs/tests/unit_tests/test_thread_affinity.py
.py
"""Thread/loop-affinity regression tests for QuickJS PTC async dispatch.""" from __future__ import annotations import asyncio from collections.abc import ( Iterator, # noqa: TC003 — pydantic resolves annotations at runtime ) from typing import TYPE_CHECKING, Any from deepagents import create_deep_agent from lan...
203
6,777
deepagents
libs/partners/quickjs/tests/unit_tests/test_ptc.py
.py
"""Tests for programmatic tool calling (PTC). PTC exposes agent tools as `tools.<camelCase>` async functions inside the REPL so one `eval` can orchestrate many tool invocations. """ from __future__ import annotations import json from typing import Any, Literal import pytest from langchain_core.messages import ToolM...
898
29,589
deepagents
libs/partners/quickjs/tests/unit_tests/test_snapshot_persistence.py
.py
"""Unit tests for cross-turn REPL snapshot persistence.""" from __future__ import annotations from typing import Any, Literal import pytest from deepagents import create_deep_agent from langchain_core.messages import AIMessage, HumanMessage, ToolMessage from langgraph.checkpoint.memory import InMemorySaver from lan...
305
9,552
deepagents
libs/partners/quickjs/tests/unit_tests/test_prompt_modes.py
.py
"""Unit tests for mode-specific prompt rendering.""" from typing import Literal import pytest from langchain_quickjs._prompt import ( render_eval_tool_code_doc, render_eval_tool_description, render_repl_system_prompt, ) @pytest.mark.parametrize( ("mode", "expected_fragment"), [ ( ...
95
2,850
deepagents
libs/partners/quickjs/tests/unit_tests/test_subagent_events.py
.py
"""Tests for live subagent lifecycle events emitted on the custom stream. `call_subagent_task_tool` emits start/complete (or error) events via the runtime's `stream_writer` so a UI can render a live fan-out panel. These tests cover event shape, ordering, id propagation, truncation, and that telemetry failures never br...
230
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deepagents
libs/partners/quickjs/tests/unit_tests/test_end_to_end_async.py
.py
"""Async end-to-end tests for `CodeInterpreterMiddleware` with a fake LLM. Covers the same integration surfaces as the prior quickjs e2e suite: agent wiring, REPL execution, PTC tool calls, runtime propagation, error surfacing, and concurrent agent runs. """ from __future__ import annotations import asyncio from col...
262
8,536
deepagents
libs/partners/quickjs/tests/unit_tests/test_repl_middleware.py
.py
"""Unit tests for CodeInterpreterMiddleware and its backing REPL wrapper.""" from __future__ import annotations import asyncio import threading from typing import TYPE_CHECKING, Any, cast from unittest.mock import MagicMock, patch import pytest from deepagents.backends.state import StateBackend from deepagents.middl...
1,438
46,404
deepagents
libs/partners/quickjs/tests/unit_tests/smoke_tests/test_system_prompt.py
.py
"""Snapshot smoke tests for the quickjs system prompt. These tests render the system prompt that `CodeInterpreterMiddleware` injects into a `create_deep_agent` agent and compare it against committed snapshots in `snapshots/`. Their purpose is to catch *drift in the deepagents SDK* that silently changes the prompt the ...
234
6,968
deepagents
libs/partners/quickjs/tests/unit_tests/smoke_tests/conftest.py
.py
from __future__ import annotations from pathlib import Path import pytest def pytest_addoption(parser: pytest.Parser) -> None: parser.addoption( "--update-snapshots", action="store_true", default=False, help="Update smoke test snapshots on disk.", ) @pytest.fixture def snap...
27
592
deepagents
libs/partners/quickjs/tests/benchmarks/_common.py
.py
"""Shared helpers for QuickJS CodSpeed benchmark suites.""" from __future__ import annotations from collections.abc import ( Iterator, # noqa: TC003 # pydantic resolves this annotation at runtime ) from typing import TYPE_CHECKING, Any from deepagents import create_deep_agent from langchain_core.messages impor...
155
4,965
deepagents
libs/partners/quickjs/tests/benchmarks/test_quickjs_throughput.py
.py
"""Wall-time throughput benchmarks for QuickJS REPL middleware. Run locally: `make benchmark` Run with CodSpeed: `uv run --group test pytest ./tests -m benchmark --codspeed` These tests measure throughput for many single-thread eval iterations where the workload combines PTC tool calls with `console.log` output. ""...
116
3,765
deepagents
libs/partners/quickjs/tests/benchmarks/test_quickjs_memory.py
.py
"""Memory benchmarks for QuickJS REPL middleware. Run locally: `make benchmark` Run with CodSpeed: `uv run --group test pytest ./tests -m benchmark --codspeed` These tests exercise memory-targeted workloads for QuickJS eval execution under different thread counts and tool shapes. """ from __future__ import annotat...
134
3,907
deepagents
libs/partners/quickjs/tests/integration_tests/test_postgres.py
.py
from __future__ import annotations import uuid from collections.abc import ( Iterator, # noqa: TC003 — pydantic resolves annotations at runtime ) from typing import Any import pytest from deepagents.middleware.subagents import SubAgentMiddleware from langchain.agents import create_agent from langchain_core.langu...
157
5,420
deepagents
libs/partners/quickjs/tests/integration_tests/test_rlm.py
.py
"""Integration tests for PTC against real deepagents middlewares. Uses a real model and a real `SubAgentMiddleware`-provided `task` tool. The assertion is coarse — "the subagent actually ran" — because the model's phrasing is not deterministic, but the wiring between PTC, `task`, and a spawned subagent graph is covere...
178
6,223
deepagents
libs/partners/quickjs/langchain_quickjs/middleware.py
.py
"""`CodeInterpreterMiddleware`: exposes a sandboxed JavaScript REPL tool.""" import asyncio import contextlib import logging import uuid from collections.abc import Awaitable, Callable from typing import TYPE_CHECKING, Annotated, Any, Literal, NotRequired from deepagents.middleware._utils import append_to_system_mess...
576
22,526
deepagents
libs/partners/quickjs/langchain_quickjs/_snapshot.py
.py
"""Patch-chain delta encoding for the QuickJS REPL heap snapshot. The QuickJS snapshot is a full serialization of the REPL heap, rewritten in its entirety on every turn. Persisting it through a plain ``LastValue`` channel copies the whole payload (~1.4 MB in practice) into every checkpoint, so checkpoint storage grows...
126
4,896
deepagents
libs/partners/quickjs/langchain_quickjs/_repl.py
.py
"""Thread-keyed QuickJS REPL registry, console bridge, and result formatter. Kept separate from `middleware.py` so the REPL mechanics stay testable without constructing an agent or wiring up LangGraph state. """ from __future__ import annotations import asyncio import contextlib import hashlib import json import log...
1,063
41,248
deepagents
libs/partners/quickjs/langchain_quickjs/_ptc.py
.py
"""Programmatic tool calling (PTC) support for `CodeInterpreterMiddleware`. PTC exposes the agent's LangChain tools inside the JavaScript REPL as `tools.<camelCaseName>(input)` async functions. Instead of issuing N serial tool calls, the model writes one `eval` that loops / parallelises / chains tools in-code: co...
153
5,361
deepagents
libs/partners/quickjs/langchain_quickjs/__init__.py
.py
"""langchain-quickjs: persistent JS REPL middleware for agents.""" from langchain_quickjs._ptc import PTCOption from langchain_quickjs._subagent import ( SUBAGENT_STREAM_EVENT_TYPE, SubagentCompleteEvent, SubagentErrorEvent, SubagentStartEvent, SubagentStreamEvent, ) from langchain_quickjs.middlewa...
22
563
deepagents
libs/partners/quickjs/langchain_quickjs/_prompt.py
.py
"""Prompt/rendering helpers for REPL and PTC system prompts.""" from __future__ import annotations import contextlib import inspect import json import re from typing import TYPE_CHECKING, Any, Literal, get_type_hints from pydantic import TypeAdapter if TYPE_CHECKING: from collections.abc import Sequence fr...
544
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deepagents
libs/partners/quickjs/langchain_quickjs/_subagent.py
.py
"""QuickJS adapter for the Deep Agents `task` subagent tool.""" from __future__ import annotations import json import logging import time import uuid from dataclasses import replace from typing import TYPE_CHECKING, Any, Final, Literal, NotRequired, TypedDict from langchain.agents.structured_output import AutoStrate...
357
12,322
deepagents
libs/partners/quickjs/langchain_quickjs/_format.py
.py
"""Formatting and output-coercion helpers for the QuickJS REPL.""" from __future__ import annotations import json from typing import TYPE_CHECKING, Any from langchain_core.messages import ToolMessage from langgraph.types import Command from pydantic import BaseModel from quickjs_rs import UNDEFINED if TYPE_CHECKING...
227
8,278
deepagents
libs/partners/runloop/tests/test_import.py
.py
import langchain_runloop def test_import_runloop() -> None: assert langchain_runloop is not None
6
103
deepagents
libs/partners/runloop/tests/unit_tests/test_provider.py
.py
"""Unit tests for RunloopProvider blueprint bootstrapping.""" from __future__ import annotations from unittest.mock import MagicMock, patch import httpx import pytest from langchain_runloop.provider import ( RunloopProvider, _default_resolve_env, _ensure_blueprint, ) def _make_provider(*, env: dict[st...
394
15,388
deepagents
libs/partners/runloop/tests/unit_tests/test_import.py
.py
from __future__ import annotations import langchain_runloop from langchain_runloop import RunloopProvider, RunloopSandbox def test_public_exports() -> None: """Stable public surface for downstream imports.""" assert set(langchain_runloop.__all__) == {"RunloopProvider", "RunloopSandbox"} assert RunloopPro...
12
425
deepagents
libs/partners/runloop/tests/integration_tests/test_integration.py
.py
from __future__ import annotations import os from typing import TYPE_CHECKING import pytest from langchain_tests.integration_tests import SandboxIntegrationTests if TYPE_CHECKING: from collections.abc import Iterator from deepagents.backends.protocol import SandboxBackendProtocol from langchain_runloop imp...
43
1,204
deepagents
libs/partners/runloop/langchain_runloop/provider.py
.py
"""Runloop devbox lifecycle (create, attach, delete).""" from __future__ import annotations import logging import os from typing import TYPE_CHECKING, Any from runloop_api_client import ( APIConnectionError, APITimeoutError, AuthenticationError, NotFoundError, PermissionDeniedError, ) from runloo...
247
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deepagents
libs/partners/runloop/langchain_runloop/_version.py
.py
"""Version information for `langchain-runloop`.""" # Keep the `x-release-please-version` annotation — release-please uses it to # bump `__version__` in sync with `pyproject.toml` on every release PR. __version__ = "0.0.7" # x-release-please-version
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deepagents
libs/partners/runloop/langchain_runloop/__init__.py
.py
"""Runloop sandbox integration for Deep Agents.""" from langchain_runloop.provider import RunloopProvider from langchain_runloop.sandbox import RunloopSandbox __all__ = ["RunloopProvider", "RunloopSandbox"]
7
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deepagents
libs/partners/runloop/langchain_runloop/sandbox.py
.py
"""Runloop sandbox implementation.""" from __future__ import annotations from typing import TYPE_CHECKING if TYPE_CHECKING: from runloop_api_client.sdk import Devbox from deepagents.backends.protocol import ( ExecuteResponse, FileDownloadResponse, FileUploadResponse, ) from deepagents.backends.sandb...
79
2,577
deepagents
libs/partners/vercel/tests/unit_tests/test_sandbox.py
.py
from __future__ import annotations import logging import threading from typing import TYPE_CHECKING, cast from unittest.mock import MagicMock, patch import pytest from langchain_vercel_sandbox import VercelSandbox from langchain_vercel_sandbox.sandbox import MAX_OUTPUT_BYTES if TYPE_CHECKING: from vercel.sandbo...
447
13,963
deepagents
libs/partners/vercel/tests/unit_tests/test_import.py
.py
from __future__ import annotations from deepagents.backends.sandbox import BaseSandbox import langchain_vercel_sandbox from langchain_vercel_sandbox import VercelSandbox def test_import_vercel_sandbox() -> None: assert langchain_vercel_sandbox is not None assert issubclass(VercelSandbox, BaseSandbox)
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deepagents
libs/partners/vercel/tests/integration_tests/test_integration.py
.py
from __future__ import annotations from datetime import timedelta from typing import TYPE_CHECKING import pytest from langchain_tests.integration_tests import SandboxIntegrationTests from langchain_vercel_sandbox import VercelSandbox vercel_sandbox = pytest.importorskip("vercel.sandbox") if TYPE_CHECKING: from...
31
844
deepagents
libs/partners/vercel/langchain_vercel_sandbox/_version.py
.py
"""Version information for `langchain-vercel-sandbox`.""" # Keep the `x-release-please-version` annotation — release-please uses it to # bump `__version__` in sync with `pyproject.toml` on every release PR. __version__ = "0.0.2" # x-release-please-version
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deepagents
libs/partners/vercel/langchain_vercel_sandbox/__init__.py
.py
"""Vercel Sandbox integration for Deep Agents.""" from langchain_vercel_sandbox.sandbox import ( VercelSandbox, ) __all__ = ["VercelSandbox"]
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deepagents
libs/partners/vercel/langchain_vercel_sandbox/sandbox.py
.py
"""Vercel Sandbox backend implementation.""" from __future__ import annotations import logging import queue import threading import time from typing import TYPE_CHECKING from deepagents.backends.protocol import ( FILE_NOT_FOUND, INVALID_PATH, IS_DIRECTORY, PERMISSION_DENIED, ExecuteResponse, ...
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deepagents
libs/partners/modal/langchain_modal/_version.py
.py
"""Version information for `langchain-modal`.""" # Keep the `x-release-please-version` annotation — release-please uses it to # bump `__version__` in sync with `pyproject.toml` on every release PR. __version__ = "0.0.6" # x-release-please-version
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251
deepagents
libs/partners/modal/langchain_modal/__init__.py
.py
"""Modal sandbox integration for Deep Agents.""" from langchain_modal.sandbox import ModalSandbox __all__ = ["ModalSandbox"]
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127
deepagents
libs/partners/modal/langchain_modal/sandbox.py
.py
"""Modal sandbox implementation.""" from __future__ import annotations import contextlib import modal from deepagents.backends.protocol import ( ExecuteResponse, FileDownloadResponse, FileUploadResponse, ) from deepagents.backends.sandbox import BaseSandbox class ModalSandbox(BaseSandbox): """Modal...
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deepagents
libs/partners/modal/tests/test_import.py
.py
import langchain_modal def test_import_modal() -> None: assert langchain_modal is not None
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deepagents
libs/partners/modal/tests/unit_tests/test_import.py
.py
from __future__ import annotations import langchain_modal def test_import_modal() -> None: assert langchain_modal is not None
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deepagents
libs/partners/modal/tests/integration_tests/test_integration.py
.py
from __future__ import annotations import os from typing import TYPE_CHECKING import modal import pytest from langchain_tests.integration_tests import SandboxIntegrationTests if TYPE_CHECKING: from collections.abc import Iterator from deepagents.backends.protocol import SandboxBackendProtocol from langchai...
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deepagents
libs/partners/daytona/tests/test_import.py
.py
from __future__ import annotations import langchain_daytona def test_import_daytona() -> None: assert langchain_daytona is not None
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deepagents
libs/partners/daytona/tests/unit_tests/test_import.py
.py
from __future__ import annotations from types import SimpleNamespace from typing import TYPE_CHECKING from unittest.mock import MagicMock, patch import langchain_daytona from langchain_daytona.sandbox import DaytonaSandbox if TYPE_CHECKING: from collections.abc import Callable ADAPTIVE_POLLING_FAST_THRESHOLD = ...
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4,185
deepagents
libs/partners/daytona/tests/integration_tests/test_integration.py
.py
from __future__ import annotations from typing import TYPE_CHECKING import daytona import pytest from langchain_tests.integration_tests import SandboxIntegrationTests from langchain_daytona import DaytonaSandbox if TYPE_CHECKING: from collections.abc import Iterator from deepagents.backends.protocol import...
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deepagents
libs/partners/daytona/langchain_daytona/_version.py
.py
"""Version information for `langchain-daytona`.""" # Keep the `x-release-please-version` annotation — release-please uses it to # bump `__version__` in sync with `pyproject.toml` on every release PR. __version__ = "0.0.8" # x-release-please-version
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253
deepagents
libs/partners/daytona/langchain_daytona/__init__.py
.py
"""Daytona sandbox integration for Deep Agents.""" from langchain_daytona.sandbox import ( DaytonaSandbox, ) __all__ = ["DaytonaSandbox"]
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144
deepagents
libs/partners/daytona/langchain_daytona/sandbox.py
.py
"""Daytona sandbox backend implementation.""" from __future__ import annotations import time from collections.abc import Callable from typing import cast from uuid import uuid4 import daytona from daytona import FileDownloadRequest, FileUpload, SessionExecuteRequest from deepagents.backends.protocol import ( Exe...
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7,267
heretic
tests/test_config.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import unittest from pydantic import ValidationError from heretic.config import ScorerConfig class ScorerConfigTests(unittest.TestCase): def test_accepts_slug_like_instance_na...
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1,805
heretic
tests/run_tests.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import hashlib import subprocess import sys from pathlib import Path # TODO: Replace this with hashlib.file_digest when we drop support for Python 3.10. def get_file_sha256(file_pat...
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heretic
src/heretic/evaluator.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors from dataclasses import dataclass from typing import Any from optuna.study import StudyDirection from pydantic import BaseModel from .config import DatasetSpecification, ScorerConfi...
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9,595
heretic
src/heretic/scorer.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors from abc import ABC, abstractmethod from dataclasses import dataclass from pydantic import BaseModel from heretic.plugin import Context, Plugin from .config import Settings as Here...
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1,914
heretic
src/heretic/progress.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors from typing import Any import tqdm import tqdm.auto from rich.progress import Progress # A class that provides the same interface as tqdm, # but displays progress bars using Rich. ...
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heretic
src/heretic/main.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors # ruff: noqa: E402 import sys # Ensure standard output/error use UTF-8 instead of system default charmap (e.g. cp1252 on Windows). for stream in (sys.stdout, sys.stderr): if ( ...
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63,785
heretic
src/heretic/utils.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import hashlib import json import os import platform import tempfile import traceback from dataclasses import dataclass from datetime import datetime, timezone from importlib.metadata...
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heretic
src/heretic/analyzer.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors from pathlib import Path import numpy as np import torch import torch.linalg as LA import torch.nn.functional as F from numpy.typing import NDArray from rich.progress import track fr...
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heretic
src/heretic/model.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import math from contextlib import suppress from dataclasses import dataclass from typing import Any, Type, cast import bitsandbytes as bnb import torch import torch.linalg as LA imp...
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heretic
src/heretic/system.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import gc import importlib.metadata import json import os import platform import re import subprocess import sys from dataclasses import dataclass from typing import Any import cpuin...
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heretic
src/heretic/reproduce.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import json import platform import random import shutil from dataclasses import asdict from enum import IntEnum from pathlib import Path from typing import Any, cast from urllib.reque...
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heretic
src/heretic/config.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors from enum import Enum from typing import Dict, Literal from pydantic import ( BaseModel, Field, NonNegativeInt, PositiveInt, field_validator, ) from pydantic_sett...
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heretic
src/heretic/plugin.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import importlib import importlib.util import inspect import sys import types from pathlib import Path from types import ModuleType from typing import Annotated, Any, TypeVar, Union, ...
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heretic
src/heretic/scorers/kl_divergence.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors import torch.nn.functional as F from pydantic import BaseModel, Field from heretic.config import DatasetSpecification from heretic.plugin import Context from heretic.scorer import Sc...
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heretic
src/heretic/scorers/keyword_rate.py
.py
# SPDX-License-Identifier: AGPL-3.0-or-later # Copyright (C) 2025-2026 Philipp Emanuel Weidmann <pew@worldwidemann.com> + contributors from pydantic import BaseModel, Field from heretic.config import DatasetSpecification from heretic.scorer import Context, Score, Scorer from heretic.utils import print DEFAULT_KEYWO...
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