Instructions to use Wellz1000/hermes-2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- HERMES
How to use Wellz1000/hermes-2 with HERMES:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
File size: 10,579 Bytes
176d459 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 | """Parallel.ai web search + content extraction — plugin form.
Subclasses :class:`agent.web_search_provider.WebSearchProvider`. Uses two
distinct Parallel SDK clients:
- ``Parallel`` (sync) — for :meth:`search`
- ``AsyncParallel`` (async) — for :meth:`extract`
This is the first plugin to exercise the **async-extract** code path in
the ABC: :meth:`extract` is declared ``async def``, and the dispatcher
in :func:`tools.web_tools.web_extract_tool` detects coroutines via
:func:`inspect.iscoroutinefunction` and awaits.
Config keys this provider responds to::
web:
search_backend: "parallel" # explicit per-capability
extract_backend: "parallel" # explicit per-capability
backend: "parallel" # shared fallback
# Optional: search mode (default "agentic"; also "fast" or "one-shot")
# via the PARALLEL_SEARCH_MODE env var.
Env vars::
PARALLEL_API_KEY=... # https://parallel.ai (required)
PARALLEL_SEARCH_MODE=agentic # optional: agentic|fast|one-shot
"""
from __future__ import annotations
import logging
import os
from typing import Any, Dict, List
from agent.web_search_provider import WebSearchProvider
logger = logging.getLogger(__name__)
# Module-level note: the canonical cache slots ``_parallel_client`` and
# ``_async_parallel_client`` live on :mod:`tools.web_tools` so tests that do
# ``tools.web_tools._parallel_client = None`` between cases see fresh state.
# The plugin reads/writes through that public module (see
# :func:`_get_sync_client` / :func:`_get_async_client`).
def _ensure_parallel_sdk_installed() -> None:
"""Trigger lazy install of the parallel SDK if it isn't present.
Mirrors the lazy-deps pattern used by the legacy implementation.
Swallows benign ImportError from the lazy_deps helper itself; if the
SDK is genuinely missing the subsequent ``from parallel import ...``
raises ImportError that the caller can handle.
"""
try:
from tools.lazy_deps import ensure as _lazy_ensure
_lazy_ensure("search.parallel", prompt=False)
except ImportError:
pass
except Exception as exc: # noqa: BLE001 — surface install hint as ImportError
raise ImportError(str(exc))
def _get_sync_client() -> Any:
"""Lazy-load + cache the sync Parallel client.
Cache lives on :mod:`tools.web_tools` (as ``_parallel_client``) so unit
tests that reset that name between cases keep working.
"""
import tools.web_tools as _wt
cached = getattr(_wt, "_parallel_client", None)
if cached is not None:
return cached
from agent.web_search_provider import get_provider_env
api_key = get_provider_env("PARALLEL_API_KEY")
if not api_key:
raise ValueError(
"PARALLEL_API_KEY environment variable not set. "
"Get your API key at https://parallel.ai"
)
_ensure_parallel_sdk_installed()
from parallel import Parallel # noqa: WPS433 — deliberately lazy
client = Parallel(api_key=api_key)
_wt._parallel_client = client
return client
def _get_async_client() -> Any:
"""Lazy-load + cache the async Parallel client.
Cache lives on :mod:`tools.web_tools` (as ``_async_parallel_client``).
"""
import tools.web_tools as _wt
cached = getattr(_wt, "_async_parallel_client", None)
if cached is not None:
return cached
from agent.web_search_provider import get_provider_env
api_key = get_provider_env("PARALLEL_API_KEY")
if not api_key:
raise ValueError(
"PARALLEL_API_KEY environment variable not set. "
"Get your API key at https://parallel.ai"
)
_ensure_parallel_sdk_installed()
from parallel import AsyncParallel # noqa: WPS433 — deliberately lazy
client = AsyncParallel(api_key=api_key)
_wt._async_parallel_client = client
return client
def _reset_clients_for_tests() -> None:
"""Drop both cached clients so tests can re-instantiate cleanly.
Clears the canonical slots on :mod:`tools.web_tools` (where
:func:`_get_sync_client` / :func:`_get_async_client` read/write them).
"""
import tools.web_tools as _wt
_wt._parallel_client = None
_wt._async_parallel_client = None
# Backward-compatible aliases for the names that lived in tools.web_tools
# before the migration (matches existing tests + external callers).
_get_parallel_client = _get_sync_client
_get_async_parallel_client = _get_async_client
def _resolve_search_mode() -> str:
"""Return the validated PARALLEL_SEARCH_MODE value (default "agentic")."""
mode = os.getenv("PARALLEL_SEARCH_MODE", "agentic").lower().strip()
if mode not in {"fast", "one-shot", "agentic"}:
mode = "agentic"
return mode
class ParallelWebSearchProvider(WebSearchProvider):
"""Parallel.ai search + async extract provider."""
@property
def name(self) -> str:
return "parallel"
@property
def display_name(self) -> str:
return "Parallel"
def is_available(self) -> bool:
"""Return True when ``PARALLEL_API_KEY`` is set to a non-empty value."""
from agent.web_search_provider import get_provider_env
return bool(get_provider_env("PARALLEL_API_KEY"))
def supports_search(self) -> bool:
return True
def supports_extract(self) -> bool:
return True
def search(self, query: str, limit: int = 5) -> Dict[str, Any]:
"""Execute a Parallel search (sync).
Uses the ``beta.search`` endpoint with the configured mode
(``PARALLEL_SEARCH_MODE`` env var, default "agentic"). Limit is
capped at 20 server-side.
"""
try:
from tools.interrupt import is_interrupted
if is_interrupted():
return {"success": False, "error": "Interrupted"}
mode = _resolve_search_mode()
logger.info(
"Parallel search: '%s' (mode=%s, limit=%d)", query, mode, limit
)
response = _get_sync_client().beta.search(
search_queries=[query],
objective=query,
mode=mode,
max_results=min(limit, 20),
)
web_results = []
for i, result in enumerate(response.results or []):
excerpts = result.excerpts or []
web_results.append(
{
"url": result.url or "",
"title": result.title or "",
"description": " ".join(excerpts) if excerpts else "",
"position": i + 1,
}
)
return {"success": True, "data": {"web": web_results}}
except ValueError as exc:
return {"success": False, "error": str(exc)}
except ImportError as exc:
return {
"success": False,
"error": f"Parallel SDK not installed: {exc}",
}
except Exception as exc: # noqa: BLE001
logger.warning("Parallel search error: %s", exc)
return {"success": False, "error": f"Parallel search failed: {exc}"}
async def extract(
self, urls: List[str], **kwargs: Any
) -> List[Dict[str, Any]]:
"""Extract content from one or more URLs via the async SDK.
Returns the legacy list-of-results shape that
:func:`tools.web_tools.web_extract_tool` expects: one entry per
successful URL plus one entry per failed URL with an ``error``
field. Errors are not raised — they're returned as per-URL items.
"""
try:
from tools.interrupt import is_interrupted
if is_interrupted():
return [
{"url": u, "error": "Interrupted", "title": ""} for u in urls
]
logger.info("Parallel extract: %d URL(s)", len(urls))
response = await _get_async_client().beta.extract(
urls=urls,
full_content=True,
)
results: List[Dict[str, Any]] = []
for result in response.results or []:
content = result.full_content or ""
if not content:
content = "\n\n".join(result.excerpts or [])
url = result.url or ""
title = result.title or ""
results.append(
{
"url": url,
"title": title,
"content": content,
"raw_content": content,
"metadata": {"sourceURL": url, "title": title},
}
)
for error in response.errors or []:
results.append(
{
"url": error.url or "",
"title": "",
"content": "",
"error": error.content or error.error_type or "extraction failed",
"metadata": {"sourceURL": error.url or ""},
}
)
return results
except ValueError as exc:
return [{"url": u, "title": "", "content": "", "error": str(exc)} for u in urls]
except ImportError as exc:
return [
{"url": u, "title": "", "content": "", "error": f"Parallel SDK not installed: {exc}"}
for u in urls
]
except Exception as exc: # noqa: BLE001
logger.warning("Parallel extract error: %s", exc)
return [
{"url": u, "title": "", "content": "", "error": f"Parallel extract failed: {exc}"}
for u in urls
]
def get_setup_schema(self) -> Dict[str, Any]:
return {
"name": "Parallel",
"badge": "paid",
"tag": "Objective-tuned search + parallel page extraction.",
"env_vars": [
{
"key": "PARALLEL_API_KEY",
"prompt": "Parallel API key",
"url": "https://parallel.ai",
},
],
}
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