mirror of
https://github.com/hwchase17/langchain.git
synced 2026-03-18 19:18:48 +00:00
Merge branch 'master' into wfh/add_llm_output_to_adapter
This commit is contained in:
William Fu-Hinthorn
604
cookbook/Multi_modal_RAG.ipynb
Normal file
604
cookbook/Multi_modal_RAG.ipynb
Normal file
File diff suppressed because one or more lines are too long
224
cookbook/multi_modal_QA.ipynb
Normal file
224
cookbook/multi_modal_QA.ipynb
Normal file
File diff suppressed because one or more lines are too long
@@ -6,9 +6,8 @@ from typing import Sequence
|
||||
|
||||
from fastapi import FastAPI
|
||||
from langserve import add_routes
|
||||
from langserve.packages import get_langserve_export
|
||||
|
||||
from langchain_cli.utils.packages import get_package_root
|
||||
from langchain_cli.utils.packages import get_langserve_export, get_package_root
|
||||
|
||||
|
||||
def create_demo_server(
|
||||
|
||||
@@ -9,7 +9,6 @@ from pathlib import Path
|
||||
from typing import Dict, List, Optional, Tuple
|
||||
|
||||
import typer
|
||||
from langserve.packages import get_langserve_export
|
||||
from typing_extensions import Annotated
|
||||
|
||||
from langchain_cli.utils.events import create_events
|
||||
@@ -19,7 +18,15 @@ from langchain_cli.utils.git import (
|
||||
parse_dependencies,
|
||||
update_repo,
|
||||
)
|
||||
from langchain_cli.utils.packages import get_package_root
|
||||
from langchain_cli.utils.packages import (
|
||||
LangServeExport,
|
||||
get_langserve_export,
|
||||
get_package_root,
|
||||
)
|
||||
from langchain_cli.utils.pyproject import (
|
||||
add_dependencies_to_pyproject_toml,
|
||||
remove_dependencies_from_pyproject_toml,
|
||||
)
|
||||
|
||||
REPO_DIR = Path(typer.get_app_dir("langchain")) / "git_repos"
|
||||
|
||||
@@ -98,7 +105,8 @@ def add(
|
||||
grouped[key_tup] = lst
|
||||
|
||||
installed_destination_paths: List[Path] = []
|
||||
installed_exports: List[Dict] = []
|
||||
installed_destination_names: List[str] = []
|
||||
installed_exports: List[LangServeExport] = []
|
||||
|
||||
for (git, ref), group_deps in grouped.items():
|
||||
if len(group_deps) == 1:
|
||||
@@ -131,23 +139,38 @@ def add(
|
||||
copy_repo(source_path, destination_path)
|
||||
typer.echo(f" - Downloaded {dep['subdirectory']} to {inner_api_path}")
|
||||
installed_destination_paths.append(destination_path)
|
||||
installed_destination_names.append(inner_api_path)
|
||||
installed_exports.append(langserve_export)
|
||||
|
||||
if len(installed_destination_paths) == 0:
|
||||
typer.echo("No packages installed. Exiting.")
|
||||
return
|
||||
|
||||
cwd = Path.cwd()
|
||||
installed_desination_strs = [
|
||||
str(p.relative_to(cwd)) for p in installed_destination_paths
|
||||
]
|
||||
cmd = ["pip", "install", "-e"] + installed_desination_strs
|
||||
cmd_str = " \\\n ".join(installed_desination_strs)
|
||||
install_str = f"To install:\n\npip install -e \\\n {cmd_str}"
|
||||
typer.echo(install_str)
|
||||
try:
|
||||
add_dependencies_to_pyproject_toml(
|
||||
project_root / "pyproject.toml",
|
||||
zip(installed_destination_names, installed_destination_paths),
|
||||
)
|
||||
except Exception:
|
||||
# Can fail if user modified/removed pyproject.toml
|
||||
typer.echo("Failed to add dependencies to pyproject.toml, continuing...")
|
||||
|
||||
if typer.confirm("Run it?"):
|
||||
subprocess.run(cmd, cwd=cwd)
|
||||
try:
|
||||
cwd = Path.cwd()
|
||||
installed_destination_strs = [
|
||||
str(p.relative_to(cwd)) for p in installed_destination_paths
|
||||
]
|
||||
except ValueError:
|
||||
# Can fail if the cwd is not a parent of the package
|
||||
typer.echo("Failed to print install command, continuing...")
|
||||
else:
|
||||
cmd = ["pip", "install", "-e"] + installed_destination_strs
|
||||
cmd_str = " \\\n ".join(installed_destination_strs)
|
||||
install_str = f"To install:\n\npip install -e \\\n {cmd_str}"
|
||||
typer.echo(install_str)
|
||||
|
||||
if typer.confirm("Run it?"):
|
||||
subprocess.run(cmd, cwd=cwd)
|
||||
|
||||
if typer.confirm("\nGenerate route code for these packages?", default=True):
|
||||
chain_names = []
|
||||
@@ -187,20 +210,43 @@ def add(
|
||||
@app_cli.command()
|
||||
def remove(
|
||||
api_paths: Annotated[List[str], typer.Argument(help="The API paths to remove")],
|
||||
*,
|
||||
project_dir: Annotated[
|
||||
Optional[Path], typer.Option(help="The project directory")
|
||||
] = None,
|
||||
):
|
||||
"""
|
||||
Removes the specified package from the current LangServe app.
|
||||
"""
|
||||
for api_path in api_paths:
|
||||
package_dir = Path.cwd() / "packages" / api_path
|
||||
if not package_dir.exists():
|
||||
typer.echo(f"Endpoint {api_path} does not exist. Skipping...")
|
||||
continue
|
||||
pyproject = package_dir / "pyproject.toml"
|
||||
langserve_export = get_langserve_export(pyproject)
|
||||
typer.echo(f"Removing {langserve_export['package_name']}...")
|
||||
|
||||
shutil.rmtree(package_dir)
|
||||
project_root = get_package_root(project_dir)
|
||||
|
||||
project_pyproject = project_root / "pyproject.toml"
|
||||
|
||||
package_root = project_root / "packages"
|
||||
|
||||
remove_deps: List[str] = []
|
||||
|
||||
for api_path in api_paths:
|
||||
package_dir = package_root / api_path
|
||||
if not package_dir.exists():
|
||||
typer.echo(f"Package {api_path} does not exist. Skipping...")
|
||||
continue
|
||||
try:
|
||||
pyproject = package_dir / "pyproject.toml"
|
||||
langserve_export = get_langserve_export(pyproject)
|
||||
typer.echo(f"Removing {langserve_export['package_name']}...")
|
||||
|
||||
shutil.rmtree(package_dir)
|
||||
remove_deps.append(api_path)
|
||||
except Exception:
|
||||
pass
|
||||
|
||||
try:
|
||||
remove_dependencies_from_pyproject_toml(project_pyproject, remove_deps)
|
||||
except Exception:
|
||||
# Can fail if user modified/removed pyproject.toml
|
||||
typer.echo("Failed to remove dependencies from pyproject.toml.")
|
||||
|
||||
|
||||
@app_cli.command()
|
||||
|
||||
@@ -9,10 +9,9 @@ from pathlib import Path
|
||||
from typing import Optional
|
||||
|
||||
import typer
|
||||
from langserve.packages import get_langserve_export
|
||||
from typing_extensions import Annotated
|
||||
|
||||
from langchain_cli.utils.packages import get_package_root
|
||||
from langchain_cli.utils.packages import get_langserve_export, get_package_root
|
||||
|
||||
package_cli = typer.Typer(no_args_is_help=True, add_completion=False)
|
||||
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
[tool.poetry]
|
||||
name = "langservehub-template"
|
||||
name = "__app_name__"
|
||||
version = "0.1.0"
|
||||
description = ""
|
||||
authors = ["Your Name <you@example.com>"]
|
||||
@@ -7,16 +7,12 @@ readme = "README.md"
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = "^3.11"
|
||||
sse-starlette = "^1.6.5"
|
||||
tomli-w = "^1.0.0"
|
||||
uvicorn = "^0.23.2"
|
||||
fastapi = "^0.103.2"
|
||||
langserve = ">=0.0.16"
|
||||
langserve = {extras = ["server"], version = ">=0.0.22"}
|
||||
|
||||
|
||||
[tool.poetry.group.dev.dependencies]
|
||||
uvicorn = "^0.23.2"
|
||||
pygithub = "^2.1.1"
|
||||
|
||||
langchain-cli = ">=0.0.15"
|
||||
|
||||
[build-system]
|
||||
requires = ["poetry-core"]
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
from pathlib import Path
|
||||
from typing import Optional, Set
|
||||
from typing import Any, Dict, Optional, Set, TypedDict
|
||||
|
||||
from tomlkit import load
|
||||
|
||||
|
||||
def get_package_root(cwd: Optional[Path] = None) -> Path:
|
||||
@@ -14,3 +16,30 @@ def get_package_root(cwd: Optional[Path] = None) -> Path:
|
||||
return package_root
|
||||
package_root = package_root.parent
|
||||
raise FileNotFoundError("No pyproject.toml found")
|
||||
|
||||
|
||||
class LangServeExport(TypedDict):
|
||||
"""
|
||||
Fields from pyproject.toml that are relevant to LangServe
|
||||
|
||||
Attributes:
|
||||
module: The module to import from, tool.langserve.export_module
|
||||
attr: The attribute to import from the module, tool.langserve.export_attr
|
||||
package_name: The name of the package, tool.poetry.name
|
||||
"""
|
||||
|
||||
module: str
|
||||
attr: str
|
||||
package_name: str
|
||||
|
||||
|
||||
def get_langserve_export(filepath: Path) -> LangServeExport:
|
||||
with open(filepath) as f:
|
||||
data: Dict[str, Any] = load(f)
|
||||
try:
|
||||
module = data["tool"]["langserve"]["export_module"]
|
||||
attr = data["tool"]["langserve"]["export_attr"]
|
||||
package_name = data["tool"]["poetry"]["name"]
|
||||
except KeyError as e:
|
||||
raise KeyError("Invalid LangServe PyProject.toml") from e
|
||||
return LangServeExport(module=module, attr=attr, package_name=package_name)
|
||||
|
||||
45
libs/cli/langchain_cli/utils/pyproject.py
Normal file
45
libs/cli/langchain_cli/utils/pyproject.py
Normal file
@@ -0,0 +1,45 @@
|
||||
from pathlib import Path
|
||||
from typing import Any, Dict, Iterable
|
||||
|
||||
from tomlkit import dump, inline_table, load
|
||||
from tomlkit.items import InlineTable
|
||||
|
||||
|
||||
def _get_dep_inline_table(path: Path) -> InlineTable:
|
||||
dep = inline_table()
|
||||
dep.update({"path": str(path), "develop": True})
|
||||
return dep
|
||||
|
||||
|
||||
def add_dependencies_to_pyproject_toml(
|
||||
pyproject_toml: Path, local_editable_dependencies: Iterable[tuple[str, Path]]
|
||||
) -> None:
|
||||
"""Add dependencies to pyproject.toml."""
|
||||
with open(pyproject_toml, encoding="utf-8") as f:
|
||||
# tomlkit types aren't amazing - treat as Dict instead
|
||||
pyproject: Dict[str, Any] = load(f)
|
||||
pyproject["tool"]["poetry"]["dependencies"].update(
|
||||
{
|
||||
name: _get_dep_inline_table(loc.relative_to(pyproject_toml.parent))
|
||||
for name, loc in local_editable_dependencies
|
||||
}
|
||||
)
|
||||
with open(pyproject_toml, "w", encoding="utf-8") as f:
|
||||
dump(pyproject, f)
|
||||
|
||||
|
||||
def remove_dependencies_from_pyproject_toml(
|
||||
pyproject_toml: Path, local_editable_dependencies: Iterable[str]
|
||||
) -> None:
|
||||
"""Remove dependencies from pyproject.toml."""
|
||||
with open(pyproject_toml, encoding="utf-8") as f:
|
||||
pyproject: Dict[str, Any] = load(f)
|
||||
# tomlkit types aren't amazing - treat as Dict instead
|
||||
dependencies = pyproject["tool"]["poetry"]["dependencies"]
|
||||
for name in local_editable_dependencies:
|
||||
try:
|
||||
del dependencies[name]
|
||||
except KeyError:
|
||||
pass
|
||||
with open(pyproject_toml, "w", encoding="utf-8") as f:
|
||||
dump(pyproject, f)
|
||||
337
libs/cli/poetry.lock
generated
337
libs/cli/poetry.lock
generated
@@ -185,101 +185,101 @@ files = [
|
||||
|
||||
[[package]]
|
||||
name = "charset-normalizer"
|
||||
version = "3.3.1"
|
||||
version = "3.3.2"
|
||||
description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
|
||||
optional = false
|
||||
python-versions = ">=3.7.0"
|
||||
files = [
|
||||
{file = "charset-normalizer-3.3.1.tar.gz", hash = "sha256:d9137a876020661972ca6eec0766d81aef8a5627df628b664b234b73396e727e"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8aee051c89e13565c6bd366813c386939f8e928af93c29fda4af86d25b73d8f8"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:352a88c3df0d1fa886562384b86f9a9e27563d4704ee0e9d56ec6fcd270ea690"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:223b4d54561c01048f657fa6ce41461d5ad8ff128b9678cfe8b2ecd951e3f8a2"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f861d94c2a450b974b86093c6c027888627b8082f1299dfd5a4bae8e2292821"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1171ef1fc5ab4693c5d151ae0fdad7f7349920eabbaca6271f95969fa0756c2d"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28f512b9a33235545fbbdac6a330a510b63be278a50071a336afc1b78781b147"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0e842112fe3f1a4ffcf64b06dc4c61a88441c2f02f373367f7b4c1aa9be2ad5"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3f9bc2ce123637a60ebe819f9fccc614da1bcc05798bbbaf2dd4ec91f3e08846"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:f194cce575e59ffe442c10a360182a986535fd90b57f7debfaa5c845c409ecc3"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:9a74041ba0bfa9bc9b9bb2cd3238a6ab3b7618e759b41bd15b5f6ad958d17605"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:b578cbe580e3b41ad17b1c428f382c814b32a6ce90f2d8e39e2e635d49e498d1"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:6db3cfb9b4fcecb4390db154e75b49578c87a3b9979b40cdf90d7e4b945656e1"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:debb633f3f7856f95ad957d9b9c781f8e2c6303ef21724ec94bea2ce2fcbd056"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-win32.whl", hash = "sha256:87071618d3d8ec8b186d53cb6e66955ef2a0e4fa63ccd3709c0c90ac5a43520f"},
|
||||
{file = "charset_normalizer-3.3.1-cp310-cp310-win_amd64.whl", hash = "sha256:e372d7dfd154009142631de2d316adad3cc1c36c32a38b16a4751ba78da2a397"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:ae4070f741f8d809075ef697877fd350ecf0b7c5837ed68738607ee0a2c572cf"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:58e875eb7016fd014c0eea46c6fa92b87b62c0cb31b9feae25cbbe62c919f54d"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:dbd95e300367aa0827496fe75a1766d198d34385a58f97683fe6e07f89ca3e3c"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:de0b4caa1c8a21394e8ce971997614a17648f94e1cd0640fbd6b4d14cab13a72"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:985c7965f62f6f32bf432e2681173db41336a9c2611693247069288bcb0c7f8b"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a15c1fe6d26e83fd2e5972425a772cca158eae58b05d4a25a4e474c221053e2d"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ae55d592b02c4349525b6ed8f74c692509e5adffa842e582c0f861751701a673"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:be4d9c2770044a59715eb57c1144dedea7c5d5ae80c68fb9959515037cde2008"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:851cf693fb3aaef71031237cd68699dded198657ec1e76a76eb8be58c03a5d1f"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:31bbaba7218904d2eabecf4feec0d07469284e952a27400f23b6628439439fa7"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:871d045d6ccc181fd863a3cd66ee8e395523ebfbc57f85f91f035f50cee8e3d4"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:501adc5eb6cd5f40a6f77fbd90e5ab915c8fd6e8c614af2db5561e16c600d6f3"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:f5fb672c396d826ca16a022ac04c9dce74e00a1c344f6ad1a0fdc1ba1f332213"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-win32.whl", hash = "sha256:bb06098d019766ca16fc915ecaa455c1f1cd594204e7f840cd6258237b5079a8"},
|
||||
{file = "charset_normalizer-3.3.1-cp311-cp311-win_amd64.whl", hash = "sha256:8af5a8917b8af42295e86b64903156b4f110a30dca5f3b5aedea123fbd638bff"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:7ae8e5142dcc7a49168f4055255dbcced01dc1714a90a21f87448dc8d90617d1"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:5b70bab78accbc672f50e878a5b73ca692f45f5b5e25c8066d748c09405e6a55"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:5ceca5876032362ae73b83347be8b5dbd2d1faf3358deb38c9c88776779b2e2f"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:34d95638ff3613849f473afc33f65c401a89f3b9528d0d213c7037c398a51296"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9edbe6a5bf8b56a4a84533ba2b2f489d0046e755c29616ef8830f9e7d9cf5728"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f6a02a3c7950cafaadcd46a226ad9e12fc9744652cc69f9e5534f98b47f3bbcf"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10b8dd31e10f32410751b3430996f9807fc4d1587ca69772e2aa940a82ab571a"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:edc0202099ea1d82844316604e17d2b175044f9bcb6b398aab781eba957224bd"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:b891a2f68e09c5ef989007fac11476ed33c5c9994449a4e2c3386529d703dc8b"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:71ef3b9be10070360f289aea4838c784f8b851be3ba58cf796262b57775c2f14"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:55602981b2dbf8184c098bc10287e8c245e351cd4fdcad050bd7199d5a8bf514"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:46fb9970aa5eeca547d7aa0de5d4b124a288b42eaefac677bde805013c95725c"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:520b7a142d2524f999447b3a0cf95115df81c4f33003c51a6ab637cbda9d0bf4"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-win32.whl", hash = "sha256:8ec8ef42c6cd5856a7613dcd1eaf21e5573b2185263d87d27c8edcae33b62a61"},
|
||||
{file = "charset_normalizer-3.3.1-cp312-cp312-win_amd64.whl", hash = "sha256:baec8148d6b8bd5cee1ae138ba658c71f5b03e0d69d5907703e3e1df96db5e41"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:63a6f59e2d01310f754c270e4a257426fe5a591dc487f1983b3bbe793cf6bac6"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1d6bfc32a68bc0933819cfdfe45f9abc3cae3877e1d90aac7259d57e6e0f85b1"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4f3100d86dcd03c03f7e9c3fdb23d92e32abbca07e7c13ebd7ddfbcb06f5991f"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:39b70a6f88eebe239fa775190796d55a33cfb6d36b9ffdd37843f7c4c1b5dc67"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e12f8ee80aa35e746230a2af83e81bd6b52daa92a8afaef4fea4a2ce9b9f4fa"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7b6cefa579e1237ce198619b76eaa148b71894fb0d6bcf9024460f9bf30fd228"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:61f1e3fb621f5420523abb71f5771a204b33c21d31e7d9d86881b2cffe92c47c"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:4f6e2a839f83a6a76854d12dbebde50e4b1afa63e27761549d006fa53e9aa80e"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:1ec937546cad86d0dce5396748bf392bb7b62a9eeb8c66efac60e947697f0e58"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:82ca51ff0fc5b641a2d4e1cc8c5ff108699b7a56d7f3ad6f6da9dbb6f0145b48"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:633968254f8d421e70f91c6ebe71ed0ab140220469cf87a9857e21c16687c034"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-win32.whl", hash = "sha256:c0c72d34e7de5604df0fde3644cc079feee5e55464967d10b24b1de268deceb9"},
|
||||
{file = "charset_normalizer-3.3.1-cp37-cp37m-win_amd64.whl", hash = "sha256:63accd11149c0f9a99e3bc095bbdb5a464862d77a7e309ad5938fbc8721235ae"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:5a3580a4fdc4ac05f9e53c57f965e3594b2f99796231380adb2baaab96e22761"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:2465aa50c9299d615d757c1c888bc6fef384b7c4aec81c05a0172b4400f98557"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:cb7cd68814308aade9d0c93c5bd2ade9f9441666f8ba5aa9c2d4b389cb5e2a45"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:91e43805ccafa0a91831f9cd5443aa34528c0c3f2cc48c4cb3d9a7721053874b"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:854cc74367180beb327ab9d00f964f6d91da06450b0855cbbb09187bcdb02de5"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c15070ebf11b8b7fd1bfff7217e9324963c82dbdf6182ff7050519e350e7ad9f"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2c4c99f98fc3a1835af8179dcc9013f93594d0670e2fa80c83aa36346ee763d2"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3fb765362688821404ad6cf86772fc54993ec11577cd5a92ac44b4c2ba52155b"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:dced27917823df984fe0c80a5c4ad75cf58df0fbfae890bc08004cd3888922a2"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:a66bcdf19c1a523e41b8e9d53d0cedbfbac2e93c649a2e9502cb26c014d0980c"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:ecd26be9f112c4f96718290c10f4caea6cc798459a3a76636b817a0ed7874e42"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:3f70fd716855cd3b855316b226a1ac8bdb3caf4f7ea96edcccc6f484217c9597"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:17a866d61259c7de1bdadef418a37755050ddb4b922df8b356503234fff7932c"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-win32.whl", hash = "sha256:548eefad783ed787b38cb6f9a574bd8664468cc76d1538215d510a3cd41406cb"},
|
||||
{file = "charset_normalizer-3.3.1-cp38-cp38-win_amd64.whl", hash = "sha256:45f053a0ece92c734d874861ffe6e3cc92150e32136dd59ab1fb070575189c97"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:bc791ec3fd0c4309a753f95bb6c749ef0d8ea3aea91f07ee1cf06b7b02118f2f"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0c8c61fb505c7dad1d251c284e712d4e0372cef3b067f7ddf82a7fa82e1e9a93"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2c092be3885a1b7899cd85ce24acedc1034199d6fca1483fa2c3a35c86e43041"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c2000c54c395d9e5e44c99dc7c20a64dc371f777faf8bae4919ad3e99ce5253e"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4cb50a0335382aac15c31b61d8531bc9bb657cfd848b1d7158009472189f3d62"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c30187840d36d0ba2893bc3271a36a517a717f9fd383a98e2697ee890a37c273"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fe81b35c33772e56f4b6cf62cf4aedc1762ef7162a31e6ac7fe5e40d0149eb67"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d0bf89afcbcf4d1bb2652f6580e5e55a840fdf87384f6063c4a4f0c95e378656"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:06cf46bdff72f58645434d467bf5228080801298fbba19fe268a01b4534467f5"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:3c66df3f41abee950d6638adc7eac4730a306b022570f71dd0bd6ba53503ab57"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:cd805513198304026bd379d1d516afbf6c3c13f4382134a2c526b8b854da1c2e"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:9505dc359edb6a330efcd2be825fdb73ee3e628d9010597aa1aee5aa63442e97"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:31445f38053476a0c4e6d12b047b08ced81e2c7c712e5a1ad97bc913256f91b2"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-win32.whl", hash = "sha256:bd28b31730f0e982ace8663d108e01199098432a30a4c410d06fe08fdb9e93f4"},
|
||||
{file = "charset_normalizer-3.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:555fe186da0068d3354cdf4bbcbc609b0ecae4d04c921cc13e209eece7720727"},
|
||||
{file = "charset_normalizer-3.3.1-py3-none-any.whl", hash = "sha256:800561453acdecedaac137bf09cd719c7a440b6800ec182f077bb8e7025fb708"},
|
||||
{file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9063e24fdb1e498ab71cb7419e24622516c4a04476b17a2dab57e8baa30d6e03"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6897af51655e3691ff853668779c7bad41579facacf5fd7253b0133308cf000d"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cd70574b12bb8a4d2aaa0094515df2463cb429d8536cfb6c7ce983246983e5a6"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8465322196c8b4d7ab6d1e049e4c5cb460d0394da4a27d23cc242fbf0034b6b5"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a9a8e9031d613fd2009c182b69c7b2c1ef8239a0efb1df3f7c8da66d5dd3d537"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:beb58fe5cdb101e3a055192ac291b7a21e3b7ef4f67fa1d74e331a7f2124341c"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:e06ed3eb3218bc64786f7db41917d4e686cc4856944f53d5bdf83a6884432e12"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:2e81c7b9c8979ce92ed306c249d46894776a909505d8f5a4ba55b14206e3222f"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:572c3763a264ba47b3cf708a44ce965d98555f618ca42c926a9c1616d8f34269"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-win32.whl", hash = "sha256:3d47fa203a7bd9c5b6cee4736ee84ca03b8ef23193c0d1ca99b5089f72645c73"},
|
||||
{file = "charset_normalizer-3.3.2-cp310-cp310-win_amd64.whl", hash = "sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:802fe99cca7457642125a8a88a084cef28ff0cf9407060f7b93dca5aa25480db"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:573f6eac48f4769d667c4442081b1794f52919e7edada77495aaed9236d13a96"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:549a3a73da901d5bc3ce8d24e0600d1fa85524c10287f6004fbab87672bf3e1e"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f27273b60488abe721a075bcca6d7f3964f9f6f067c8c4c605743023d7d3944f"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:65f6f63034100ead094b8744b3b97965785388f308a64cf8d7c34f2f2e5be0c4"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:753f10e867343b4511128c6ed8c82f7bec3bd026875576dfd88483c5c73b2fd8"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4a78b2b446bd7c934f5dcedc588903fb2f5eec172f3d29e52a9096a43722adfc"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:e537484df0d8f426ce2afb2d0f8e1c3d0b114b83f8850e5f2fbea0e797bd82ae"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:eb6904c354526e758fda7167b33005998fb68c46fbc10e013ca97f21ca5c8887"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:deb6be0ac38ece9ba87dea880e438f25ca3eddfac8b002a2ec3d9183a454e8ae"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:4ab2fe47fae9e0f9dee8c04187ce5d09f48eabe611be8259444906793ab7cbce"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:80402cd6ee291dcb72644d6eac93785fe2c8b9cb30893c1af5b8fdd753b9d40f"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-win32.whl", hash = "sha256:7cd13a2e3ddeed6913a65e66e94b51d80a041145a026c27e6bb76c31a853c6ab"},
|
||||
{file = "charset_normalizer-3.3.2-cp311-cp311-win_amd64.whl", hash = "sha256:663946639d296df6a2bb2aa51b60a2454ca1cb29835324c640dafb5ff2131a77"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:ddbb2551d7e0102e7252db79ba445cdab71b26640817ab1e3e3648dad515003b"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:55086ee1064215781fff39a1af09518bc9255b50d6333f2e4c74ca09fac6a8f6"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8f4a014bc36d3c57402e2977dada34f9c12300af536839dc38c0beab8878f38a"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a10af20b82360ab00827f916a6058451b723b4e65030c5a18577c8b2de5b3389"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8d756e44e94489e49571086ef83b2bb8ce311e730092d2c34ca8f7d925cb20aa"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6ac7ffc7ad6d040517be39eb591cac5ff87416c2537df6ba3cba3bae290c0fed"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:7ed9e526742851e8d5cc9e6cf41427dfc6068d4f5a3bb03659444b4cabf6bc26"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:8bdb58ff7ba23002a4c5808d608e4e6c687175724f54a5dade5fa8c67b604e4d"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:6b3251890fff30ee142c44144871185dbe13b11bab478a88887a639655be1068"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:b4a23f61ce87adf89be746c8a8974fe1c823c891d8f86eb218bb957c924bb143"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:efcb3f6676480691518c177e3b465bcddf57cea040302f9f4e6e191af91174d4"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-win32.whl", hash = "sha256:d965bba47ddeec8cd560687584e88cf699fd28f192ceb452d1d7ee807c5597b7"},
|
||||
{file = "charset_normalizer-3.3.2-cp312-cp312-win_amd64.whl", hash = "sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:95f2a5796329323b8f0512e09dbb7a1860c46a39da62ecb2324f116fa8fdc85c"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c002b4ffc0be611f0d9da932eb0f704fe2602a9a949d1f738e4c34c75b0863d5"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a981a536974bbc7a512cf44ed14938cf01030a99e9b3a06dd59578882f06f985"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3287761bc4ee9e33561a7e058c72ac0938c4f57fe49a09eae428fd88aafe7bb6"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:42cb296636fcc8b0644486d15c12376cb9fa75443e00fb25de0b8602e64c1714"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:c083af607d2515612056a31f0a8d9e0fcb5876b7bfc0abad3ecd275bc4ebc2d5"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:87d1351268731db79e0f8e745d92493ee2841c974128ef629dc518b937d9194c"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:bd8f7df7d12c2db9fab40bdd87a7c09b1530128315d047a086fa3ae3435cb3a8"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-musllinux_1_1_s390x.whl", hash = "sha256:c180f51afb394e165eafe4ac2936a14bee3eb10debc9d9e4db8958fe36afe711"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:8c622a5fe39a48f78944a87d4fb8a53ee07344641b0562c540d840748571b811"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-win32.whl", hash = "sha256:db364eca23f876da6f9e16c9da0df51aa4f104a972735574842618b8c6d999d4"},
|
||||
{file = "charset_normalizer-3.3.2-cp37-cp37m-win_amd64.whl", hash = "sha256:86216b5cee4b06df986d214f664305142d9c76df9b6512be2738aa72a2048f99"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:6463effa3186ea09411d50efc7d85360b38d5f09b870c48e4600f63af490e56a"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:6c4caeef8fa63d06bd437cd4bdcf3ffefe6738fb1b25951440d80dc7df8c03ac"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:37e55c8e51c236f95b033f6fb391d7d7970ba5fe7ff453dad675e88cf303377a"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fb69256e180cb6c8a894fee62b3afebae785babc1ee98b81cdf68bbca1987f33"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ae5f4161f18c61806f411a13b0310bea87f987c7d2ecdbdaad0e94eb2e404238"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b2b0a0c0517616b6869869f8c581d4eb2dd83a4d79e0ebcb7d373ef9956aeb0a"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:45485e01ff4d3630ec0d9617310448a8702f70e9c01906b0d0118bdf9d124cf2"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:eb00ed941194665c332bf8e078baf037d6c35d7c4f3102ea2d4f16ca94a26dc8"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:a50aebfa173e157099939b17f18600f72f84eed3049e743b68ad15bd69b6bf99"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:4d0d1650369165a14e14e1e47b372cfcb31d6ab44e6e33cb2d4e57265290044d"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:923c0c831b7cfcb071580d3f46c4baf50f174be571576556269530f4bbd79d04"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-win32.whl", hash = "sha256:6ef1d82a3af9d3eecdba2321dc1b3c238245d890843e040e41e470ffa64c3e25"},
|
||||
{file = "charset_normalizer-3.3.2-cp38-cp38-win_amd64.whl", hash = "sha256:eb8821e09e916165e160797a6c17edda0679379a4be5c716c260e836e122f54b"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:c235ebd9baae02f1b77bcea61bce332cb4331dc3617d254df3323aa01ab47bd4"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:5b4c145409bef602a690e7cfad0a15a55c13320ff7a3ad7ca59c13bb8ba4d45d"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:68d1f8a9e9e37c1223b656399be5d6b448dea850bed7d0f87a8311f1ff3dabb0"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:22afcb9f253dac0696b5a4be4a1c0f8762f8239e21b99680099abd9b2b1b2269"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e27ad930a842b4c5eb8ac0016b0a54f5aebbe679340c26101df33424142c143c"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b261ccdec7821281dade748d088bb6e9b69e6d15b30652b74cbbac25e280b796"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:d0eccceffcb53201b5bfebb52600a5fb483a20b61da9dbc885f8b103cbe7598c"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:9f96df6923e21816da7e0ad3fd47dd8f94b2a5ce594e00677c0013018b813458"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:7f04c839ed0b6b98b1a7501a002144b76c18fb1c1850c8b98d458ac269e26ed2"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:34d1c8da1e78d2e001f363791c98a272bb734000fcef47a491c1e3b0505657a8"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-win32.whl", hash = "sha256:aed38f6e4fb3f5d6bf81bfa990a07806be9d83cf7bacef998ab1a9bd660a581f"},
|
||||
{file = "charset_normalizer-3.3.2-cp39-cp39-win_amd64.whl", hash = "sha256:b01b88d45a6fcb69667cd6d2f7a9aeb4bf53760d7fc536bf679ec94fe9f3ff3d"},
|
||||
{file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -348,13 +348,13 @@ test = ["pytest (>=6)"]
|
||||
|
||||
[[package]]
|
||||
name = "fastapi"
|
||||
version = "0.104.0"
|
||||
version = "0.104.1"
|
||||
description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
|
||||
optional = false
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "fastapi-0.104.0-py3-none-any.whl", hash = "sha256:456482c1178fb7beb2814b88e1885bc49f9a81f079665016feffe3e1c6a7663e"},
|
||||
{file = "fastapi-0.104.0.tar.gz", hash = "sha256:9c44de45693ae037b0c6914727a29c49a40668432b67c859a87851fc6a7b74c6"},
|
||||
{file = "fastapi-0.104.1-py3-none-any.whl", hash = "sha256:752dc31160cdbd0436bb93bad51560b57e525cbb1d4bbf6f4904ceee75548241"},
|
||||
{file = "fastapi-0.104.1.tar.gz", hash = "sha256:e5e4540a7c5e1dcfbbcf5b903c234feddcdcd881f191977a1c5dfd917487e7ae"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -550,39 +550,40 @@ files = [
|
||||
|
||||
[[package]]
|
||||
name = "httpcore"
|
||||
version = "0.18.0"
|
||||
version = "1.0.1"
|
||||
description = "A minimal low-level HTTP client."
|
||||
optional = false
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "httpcore-0.18.0-py3-none-any.whl", hash = "sha256:adc5398ee0a476567bf87467063ee63584a8bce86078bf748e48754f60202ced"},
|
||||
{file = "httpcore-0.18.0.tar.gz", hash = "sha256:13b5e5cd1dca1a6636a6aaea212b19f4f85cd88c366a2b82304181b769aab3c9"},
|
||||
{file = "httpcore-1.0.1-py3-none-any.whl", hash = "sha256:c5e97ef177dca2023d0b9aad98e49507ef5423e9f1d94ffe2cfe250aa28e63b0"},
|
||||
{file = "httpcore-1.0.1.tar.gz", hash = "sha256:fce1ddf9b606cfb98132ab58865c3728c52c8e4c3c46e2aabb3674464a186e92"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
anyio = ">=3.0,<5.0"
|
||||
certifi = "*"
|
||||
h11 = ">=0.13,<0.15"
|
||||
sniffio = "==1.*"
|
||||
|
||||
[package.extras]
|
||||
asyncio = ["anyio (>=4.0,<5.0)"]
|
||||
http2 = ["h2 (>=3,<5)"]
|
||||
socks = ["socksio (==1.*)"]
|
||||
trio = ["trio (>=0.22.0,<0.23.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "httpx"
|
||||
version = "0.25.0"
|
||||
version = "0.25.1"
|
||||
description = "The next generation HTTP client."
|
||||
optional = false
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "httpx-0.25.0-py3-none-any.whl", hash = "sha256:181ea7f8ba3a82578be86ef4171554dd45fec26a02556a744db029a0a27b7100"},
|
||||
{file = "httpx-0.25.0.tar.gz", hash = "sha256:47ecda285389cb32bb2691cc6e069e3ab0205956f681c5b2ad2325719751d875"},
|
||||
{file = "httpx-0.25.1-py3-none-any.whl", hash = "sha256:fec7d6cc5c27c578a391f7e87b9aa7d3d8fbcd034f6399f9f79b45bcc12a866a"},
|
||||
{file = "httpx-0.25.1.tar.gz", hash = "sha256:ffd96d5cf901e63863d9f1b4b6807861dbea4d301613415d9e6e57ead15fc5d0"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
anyio = "*"
|
||||
certifi = "*"
|
||||
httpcore = ">=0.18.0,<0.19.0"
|
||||
httpcore = "*"
|
||||
idna = "*"
|
||||
sniffio = "*"
|
||||
|
||||
@@ -652,13 +653,13 @@ files = [
|
||||
|
||||
[[package]]
|
||||
name = "langchain"
|
||||
version = "0.0.329"
|
||||
version = "0.0.331"
|
||||
description = "Building applications with LLMs through composability"
|
||||
optional = false
|
||||
python-versions = ">=3.8.1,<4.0"
|
||||
files = [
|
||||
{file = "langchain-0.0.329-py3-none-any.whl", hash = "sha256:5f3e884991271e8b55eda4c63a11105dcd7da119682ce0e3d5d1385b3a4103d2"},
|
||||
{file = "langchain-0.0.329.tar.gz", hash = "sha256:488f3cb68a587696f136d4f01f97df8d8270e295b3cc56158057dab0f61f4166"},
|
||||
{file = "langchain-0.0.331-py3-none-any.whl", hash = "sha256:64e6e1a57b8deafc1c4e914820b2b8e22a5eed60d49432cadc3b8cca9d613694"},
|
||||
{file = "langchain-0.0.331.tar.gz", hash = "sha256:b1ac365faf7fe413d5aa38329f70f23589ed07152c1a1398a5f16319eb32beb6"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -692,13 +693,13 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "langserve"
|
||||
version = "0.0.22"
|
||||
version = "0.0.23"
|
||||
description = ""
|
||||
optional = false
|
||||
python-versions = ">=3.8.1,<4.0.0"
|
||||
files = [
|
||||
{file = "langserve-0.0.22-py3-none-any.whl", hash = "sha256:908239209959fc23202a09113b42c0e5838d046404a4e725602fe56af96bf340"},
|
||||
{file = "langserve-0.0.22.tar.gz", hash = "sha256:14a33986668c8d36aa2e58dc66307c021eaac18019d2b99e7fae30f6937650d1"},
|
||||
{file = "langserve-0.0.23-py3-none-any.whl", hash = "sha256:35f29ba83f7198dd0e6eff57b70b521a36d59d2133fd368d8b3161f55570f7bc"},
|
||||
{file = "langserve-0.0.23.tar.gz", hash = "sha256:4d4202fa3badc198aef884eb5dbfe4b0e9d27565872eae6a3e13d6c4a4aa0fd2"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -716,13 +717,13 @@ server = ["fastapi (>=0.90.1)", "sse-starlette (>=1.3.0,<2.0.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "langsmith"
|
||||
version = "0.0.52"
|
||||
version = "0.0.58"
|
||||
description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
|
||||
optional = false
|
||||
python-versions = ">=3.8.1,<4.0"
|
||||
files = [
|
||||
{file = "langsmith-0.0.52-py3-none-any.whl", hash = "sha256:d02a0ade5a53b36143084e57003ed38ccbdf5fc15a5a0eb14f8989ceaee0b807"},
|
||||
{file = "langsmith-0.0.52.tar.gz", hash = "sha256:1dc29082d257deea1859cb22c53d9481ca5c4a37f3af40c0f9d300fb8adc91db"},
|
||||
{file = "langsmith-0.0.58-py3-none-any.whl", hash = "sha256:75a82744da2d2fa647d8d8d66a2b3791edc914a640516fa2f46cd5502b697380"},
|
||||
{file = "langsmith-0.0.58.tar.gz", hash = "sha256:b935b37b7ce09d998e572e5e3a25f022c283eee6a8de661d41cbda02ce09c6b5"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -954,13 +955,13 @@ testing = ["pytest", "pytest-benchmark"]
|
||||
|
||||
[[package]]
|
||||
name = "poethepoet"
|
||||
version = "0.24.1"
|
||||
version = "0.24.2"
|
||||
description = "A task runner that works well with poetry."
|
||||
optional = false
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "poethepoet-0.24.1-py3-none-any.whl", hash = "sha256:3afa44b4fc7327df0dd912eda012604a072af2bb4d243fb0e41e8eca8dabf9ed"},
|
||||
{file = "poethepoet-0.24.1.tar.gz", hash = "sha256:f5a386387c382f08890c273d13495938208a8ce91ab71536abf388c776c4f366"},
|
||||
{file = "poethepoet-0.24.2-py3-none-any.whl", hash = "sha256:affaf7669542f54df05ed1e2be3d24028c9f4bd2ea514813fae7f01c5ca6e686"},
|
||||
{file = "poethepoet-0.24.2.tar.gz", hash = "sha256:f600ecdbf58b474f7dba273060b194242566ffccb41d75f5b0d1cb8f5aa8bf2e"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -1165,28 +1166,28 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
|
||||
|
||||
[[package]]
|
||||
name = "ruff"
|
||||
version = "0.1.3"
|
||||
description = "An extremely fast Python linter, written in Rust."
|
||||
version = "0.1.4"
|
||||
description = "An extremely fast Python linter and code formatter, written in Rust."
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
|
||||
{file = "ruff-0.1.3-py3-none-macosx_10_7_x86_64.whl", hash = "sha256:b46d43d51f7061652eeadb426a9e3caa1e0002470229ab2fc19de8a7b0766901"},
|
||||
{file = "ruff-0.1.3-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:b8afeb9abd26b4029c72adc9921b8363374f4e7edb78385ffaa80278313a15f9"},
|
||||
{file = "ruff-0.1.3-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ca3cf365bf32e9ba7e6db3f48a4d3e2c446cd19ebee04f05338bc3910114528b"},
|
||||
{file = "ruff-0.1.3-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4874c165f96c14a00590dcc727a04dca0cfd110334c24b039458c06cf78a672e"},
|
||||
{file = "ruff-0.1.3-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:eec2dd31eed114e48ea42dbffc443e9b7221976554a504767ceaee3dd38edeb8"},
|
||||
{file = "ruff-0.1.3-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:dc3ec4edb3b73f21b4aa51337e16674c752f1d76a4a543af56d7d04e97769613"},
|
||||
{file = "ruff-0.1.3-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2e3de9ed2e39160800281848ff4670e1698037ca039bda7b9274f849258d26ce"},
|
||||
{file = "ruff-0.1.3-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1c595193881922cc0556a90f3af99b1c5681f0c552e7a2a189956141d8666fe8"},
|
||||
{file = "ruff-0.1.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f75e670d529aa2288cd00fc0e9b9287603d95e1536d7a7e0cafe00f75e0dd9d"},
|
||||
{file = "ruff-0.1.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:76dd49f6cd945d82d9d4a9a6622c54a994689d8d7b22fa1322983389b4892e20"},
|
||||
{file = "ruff-0.1.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:918b454bc4f8874a616f0d725590277c42949431ceb303950e87fef7a7d94cb3"},
|
||||
{file = "ruff-0.1.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:d8859605e729cd5e53aa38275568dbbdb4fe882d2ea2714c5453b678dca83784"},
|
||||
{file = "ruff-0.1.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:0b6c55f5ef8d9dd05b230bb6ab80bc4381ecb60ae56db0330f660ea240cb0d4a"},
|
||||
{file = "ruff-0.1.3-py3-none-win32.whl", hash = "sha256:3e7afcbdcfbe3399c34e0f6370c30f6e529193c731b885316c5a09c9e4317eef"},
|
||||
{file = "ruff-0.1.3-py3-none-win_amd64.whl", hash = "sha256:7a18df6638cec4a5bd75350639b2bb2a2366e01222825562c7346674bdceb7ea"},
|
||||
{file = "ruff-0.1.3-py3-none-win_arm64.whl", hash = "sha256:12fd53696c83a194a2db7f9a46337ce06445fb9aa7d25ea6f293cf75b21aca9f"},
|
||||
{file = "ruff-0.1.3.tar.gz", hash = "sha256:3ba6145369a151401d5db79f0a47d50e470384d0d89d0d6f7fab0b589ad07c34"},
|
||||
{file = "ruff-0.1.4-py3-none-macosx_10_7_x86_64.whl", hash = "sha256:864958706b669cce31d629902175138ad8a069d99ca53514611521f532d91495"},
|
||||
{file = "ruff-0.1.4-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:9fdd61883bb34317c788af87f4cd75dfee3a73f5ded714b77ba928e418d6e39e"},
|
||||
{file = "ruff-0.1.4-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b4eaca8c9cc39aa7f0f0d7b8fe24ecb51232d1bb620fc4441a61161be4a17539"},
|
||||
{file = "ruff-0.1.4-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a9a1301dc43cbf633fb603242bccd0aaa34834750a14a4c1817e2e5c8d60de17"},
|
||||
{file = "ruff-0.1.4-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:78e8db8ab6f100f02e28b3d713270c857d370b8d61871d5c7d1702ae411df683"},
|
||||
{file = "ruff-0.1.4-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:80fea754eaae06335784b8ea053d6eb8e9aac75359ebddd6fee0858e87c8d510"},
|
||||
{file = "ruff-0.1.4-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6bc02a480d4bfffd163a723698da15d1a9aec2fced4c06f2a753f87f4ce6969c"},
|
||||
{file = "ruff-0.1.4-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9862811b403063765b03e716dac0fda8fdbe78b675cd947ed5873506448acea4"},
|
||||
{file = "ruff-0.1.4-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58826efb8b3efbb59bb306f4b19640b7e366967a31c049d49311d9eb3a4c60cb"},
|
||||
{file = "ruff-0.1.4-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:fdfd453fc91d9d86d6aaa33b1bafa69d114cf7421057868f0b79104079d3e66e"},
|
||||
{file = "ruff-0.1.4-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:e8791482d508bd0b36c76481ad3117987301b86072158bdb69d796503e1c84a8"},
|
||||
{file = "ruff-0.1.4-py3-none-musllinux_1_2_i686.whl", hash = "sha256:01206e361021426e3c1b7fba06ddcb20dbc5037d64f6841e5f2b21084dc51800"},
|
||||
{file = "ruff-0.1.4-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:645591a613a42cb7e5c2b667cbefd3877b21e0252b59272ba7212c3d35a5819f"},
|
||||
{file = "ruff-0.1.4-py3-none-win32.whl", hash = "sha256:99908ca2b3b85bffe7e1414275d004917d1e0dfc99d497ccd2ecd19ad115fd0d"},
|
||||
{file = "ruff-0.1.4-py3-none-win_amd64.whl", hash = "sha256:1dfd6bf8f6ad0a4ac99333f437e0ec168989adc5d837ecd38ddb2cc4a2e3db8a"},
|
||||
{file = "ruff-0.1.4-py3-none-win_arm64.whl", hash = "sha256:d98ae9ebf56444e18a3e3652b3383204748f73e247dea6caaf8b52d37e6b32da"},
|
||||
{file = "ruff-0.1.4.tar.gz", hash = "sha256:21520ecca4cc555162068d87c747b8f95e1e95f8ecfcbbe59e8dd00710586315"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -1224,12 +1225,56 @@ files = [
|
||||
|
||||
[[package]]
|
||||
name = "sqlalchemy"
|
||||
version = "2.0.22"
|
||||
version = "2.0.23"
|
||||
description = "Database Abstraction Library"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
|
||||
{file = "SQLAlchemy-2.0.22.tar.gz", hash = "sha256:5434cc601aa17570d79e5377f5fd45ff92f9379e2abed0be5e8c2fba8d353d2b"},
|
||||
{file = "SQLAlchemy-2.0.23-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:638c2c0b6b4661a4fd264f6fb804eccd392745c5887f9317feb64bb7cb03b3ea"},
|
||||
{file = "SQLAlchemy-2.0.23-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e3b5036aa326dc2df50cba3c958e29b291a80f604b1afa4c8ce73e78e1c9f01d"},
|
||||
{file = "SQLAlchemy-2.0.23-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c14eba45983d2f48f7546bb32b47937ee2cafae353646295f0e99f35b14286ab"},
|
||||
{file = "SQLAlchemy-2.0.23-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:89a01238fcb9a8af118eaad3ffcc5dedaacbd429dc6fdc43fe430d3a941ff965"},
|
||||
{file = "SQLAlchemy-2.0.23-cp310-cp310-win32.whl", hash = "sha256:cabafc7837b6cec61c0e1e5c6d14ef250b675fa9c3060ed8a7e38653bd732ff8"},
|
||||
{file = "SQLAlchemy-2.0.23-cp310-cp310-win_amd64.whl", hash = "sha256:87a3d6b53c39cd173990de2f5f4b83431d534a74f0e2f88bd16eabb5667e65c6"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d5578e6863eeb998980c212a39106ea139bdc0b3f73291b96e27c929c90cd8e1"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:62d9e964870ea5ade4bc870ac4004c456efe75fb50404c03c5fd61f8bc669a72"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c80c38bd2ea35b97cbf7c21aeb129dcbebbf344ee01a7141016ab7b851464f8e"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:75eefe09e98043cff2fb8af9796e20747ae870c903dc61d41b0c2e55128f958d"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:bd45a5b6c68357578263d74daab6ff9439517f87da63442d244f9f23df56138d"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a86cb7063e2c9fb8e774f77fbf8475516d270a3e989da55fa05d08089d77f8c4"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-win32.whl", hash = "sha256:b41f5d65b54cdf4934ecede2f41b9c60c9f785620416e8e6c48349ab18643855"},
|
||||
{file = "SQLAlchemy-2.0.23-cp311-cp311-win_amd64.whl", hash = "sha256:9ca922f305d67605668e93991aaf2c12239c78207bca3b891cd51a4515c72e22"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:d0f7fb0c7527c41fa6fcae2be537ac137f636a41b4c5a4c58914541e2f436b45"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:7c424983ab447dab126c39d3ce3be5bee95700783204a72549c3dceffe0fc8f4"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f508ba8f89e0a5ecdfd3761f82dda2a3d7b678a626967608f4273e0dba8f07ac"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6463aa765cf02b9247e38b35853923edbf2f6fd1963df88706bc1d02410a5577"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:e599a51acf3cc4d31d1a0cf248d8f8d863b6386d2b6782c5074427ebb7803bda"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:fd54601ef9cc455a0c61e5245f690c8a3ad67ddb03d3b91c361d076def0b4c60"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-win32.whl", hash = "sha256:42d0b0290a8fb0165ea2c2781ae66e95cca6e27a2fbe1016ff8db3112ac1e846"},
|
||||
{file = "SQLAlchemy-2.0.23-cp312-cp312-win_amd64.whl", hash = "sha256:227135ef1e48165f37590b8bfc44ed7ff4c074bf04dc8d6f8e7f1c14a94aa6ca"},
|
||||
{file = "SQLAlchemy-2.0.23-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:14aebfe28b99f24f8a4c1346c48bc3d63705b1f919a24c27471136d2f219f02d"},
|
||||
{file = "SQLAlchemy-2.0.23-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3e983fa42164577d073778d06d2cc5d020322425a509a08119bdcee70ad856bf"},
|
||||
{file = "SQLAlchemy-2.0.23-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e0dc9031baa46ad0dd5a269cb7a92a73284d1309228be1d5935dac8fb3cae24"},
|
||||
{file = "SQLAlchemy-2.0.23-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:5f94aeb99f43729960638e7468d4688f6efccb837a858b34574e01143cf11f89"},
|
||||
{file = "SQLAlchemy-2.0.23-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:63bfc3acc970776036f6d1d0e65faa7473be9f3135d37a463c5eba5efcdb24c8"},
|
||||
{file = "SQLAlchemy-2.0.23-cp37-cp37m-win32.whl", hash = "sha256:f48ed89dd11c3c586f45e9eec1e437b355b3b6f6884ea4a4c3111a3358fd0c18"},
|
||||
{file = "SQLAlchemy-2.0.23-cp37-cp37m-win_amd64.whl", hash = "sha256:1e018aba8363adb0599e745af245306cb8c46b9ad0a6fc0a86745b6ff7d940fc"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:64ac935a90bc479fee77f9463f298943b0e60005fe5de2aa654d9cdef46c54df"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:c4722f3bc3c1c2fcc3702dbe0016ba31148dd6efcd2a2fd33c1b4897c6a19693"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4af79c06825e2836de21439cb2a6ce22b2ca129bad74f359bddd173f39582bf5"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:683ef58ca8eea4747737a1c35c11372ffeb84578d3aab8f3e10b1d13d66f2bc4"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:d4041ad05b35f1f4da481f6b811b4af2f29e83af253bf37c3c4582b2c68934ab"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:aeb397de65a0a62f14c257f36a726945a7f7bb60253462e8602d9b97b5cbe204"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-win32.whl", hash = "sha256:42ede90148b73fe4ab4a089f3126b2cfae8cfefc955c8174d697bb46210c8306"},
|
||||
{file = "SQLAlchemy-2.0.23-cp38-cp38-win_amd64.whl", hash = "sha256:964971b52daab357d2c0875825e36584d58f536e920f2968df8d581054eada4b"},
|
||||
{file = "SQLAlchemy-2.0.23-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:616fe7bcff0a05098f64b4478b78ec2dfa03225c23734d83d6c169eb41a93e55"},
|
||||
{file = "SQLAlchemy-2.0.23-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0e680527245895aba86afbd5bef6c316831c02aa988d1aad83c47ffe92655e74"},
|
||||
{file = "SQLAlchemy-2.0.23-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4895a63e2c271ffc7a81ea424b94060f7b3b03b4ea0cd58ab5bb676ed02f4221"},
|
||||
{file = "SQLAlchemy-2.0.23-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:967c0b71156f793e6662dd839da54f884631755275ed71f1539c95bbada9aaab"},
|
||||
{file = "SQLAlchemy-2.0.23-cp39-cp39-win32.whl", hash = "sha256:0a8c6aa506893e25a04233bc721c6b6cf844bafd7250535abb56cb6cc1368884"},
|
||||
{file = "SQLAlchemy-2.0.23-cp39-cp39-win_amd64.whl", hash = "sha256:f3420d00d2cb42432c1d0e44540ae83185ccbbc67a6054dcc8ab5387add6620b"},
|
||||
{file = "SQLAlchemy-2.0.23-py3-none-any.whl", hash = "sha256:31952bbc527d633b9479f5f81e8b9dfada00b91d6baba021a869095f1a97006d"},
|
||||
{file = "SQLAlchemy-2.0.23.tar.gz", hash = "sha256:c1bda93cbbe4aa2aa0aa8655c5aeda505cd219ff3e8da91d1d329e143e4aff69"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -1238,7 +1283,8 @@ typing-extensions = ">=4.2.0"
|
||||
|
||||
[package.extras]
|
||||
aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
|
||||
aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
|
||||
aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
|
||||
aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
|
||||
asyncio = ["greenlet (!=0.4.17)"]
|
||||
asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
|
||||
mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
|
||||
@@ -1248,7 +1294,7 @@ mssql-pyodbc = ["pyodbc"]
|
||||
mypy = ["mypy (>=0.910)"]
|
||||
mysql = ["mysqlclient (>=1.4.0)"]
|
||||
mysql-connector = ["mysql-connector-python"]
|
||||
oracle = ["cx_oracle (>=7)"]
|
||||
oracle = ["cx-oracle (>=8)"]
|
||||
oracle-oracledb = ["oracledb (>=1.0.1)"]
|
||||
postgresql = ["psycopg2 (>=2.7)"]
|
||||
postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
|
||||
@@ -1258,7 +1304,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
|
||||
postgresql-psycopg2cffi = ["psycopg2cffi"]
|
||||
postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
|
||||
pymysql = ["pymysql"]
|
||||
sqlcipher = ["sqlcipher3_binary"]
|
||||
sqlcipher = ["sqlcipher3-binary"]
|
||||
|
||||
[[package]]
|
||||
name = "sse-starlette"
|
||||
@@ -1317,6 +1363,17 @@ files = [
|
||||
{file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "tomlkit"
|
||||
version = "0.12.2"
|
||||
description = "Style preserving TOML library"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
|
||||
{file = "tomlkit-0.12.2-py3-none-any.whl", hash = "sha256:eeea7ac7563faeab0a1ed8fe12c2e5a51c61f933f2502f7e9db0241a65163ad0"},
|
||||
{file = "tomlkit-0.12.2.tar.gz", hash = "sha256:df32fab589a81f0d7dc525a4267b6d7a64ee99619cbd1eeb0fae32c1dd426977"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "typer"
|
||||
version = "0.9.0"
|
||||
@@ -1535,4 +1592,4 @@ serve = []
|
||||
[metadata]
|
||||
lock-version = "2.0"
|
||||
python-versions = ">=3.8.1,<4.0"
|
||||
content-hash = "0952bdae96fcb733d79128960e2d6ed6309b4366f9781ec142320aeccaeec07a"
|
||||
content-hash = "9aa00d7144f6e0dea9f8e5df25d0aa69117809ba4eea7d3d0664cd3fcccab2f4"
|
||||
|
||||
@@ -8,11 +8,10 @@ readme = "README.md"
|
||||
[tool.poetry.dependencies]
|
||||
python = ">=3.8.1,<4.0"
|
||||
typer = {extras = ["all"], version = "^0.9.0"}
|
||||
tomli = "^2.0.1"
|
||||
gitpython = "^3.1.40"
|
||||
langserve = {extras = ["all"], version = ">=0.0.16"}
|
||||
fastapi = "^0.104.0"
|
||||
uvicorn = "^0.23.2"
|
||||
tomlkit = "^0.12.2"
|
||||
|
||||
[tool.poetry.scripts]
|
||||
langchain = "langchain_cli.cli:app"
|
||||
|
||||
@@ -1,6 +1,6 @@
|
||||
[tool.poetry]
|
||||
name = "langchain"
|
||||
version = "0.0.331rc1"
|
||||
version = "0.0.331rc2"
|
||||
description = "Building applications with LLMs through composability"
|
||||
authors = []
|
||||
license = "MIT"
|
||||
|
||||
92
templates/neo4j-cypher-memory/README.md
Normal file
92
templates/neo4j-cypher-memory/README.md
Normal file
@@ -0,0 +1,92 @@
|
||||
|
||||
# neo4j-cypher-memory
|
||||
|
||||
This template allows you to have conversations with a Neo4j graph database in natural language, using an OpenAI LLM.
|
||||
It transforms a natural language question into a Cypher query (used to fetch data from Neo4j databases), executes the query, and provides a natural language response based on the query results.
|
||||
Additionally, it features a conversational memory module that stores the dialogue history in the Neo4j graph database.
|
||||
The conversation memory is uniquely maintained for each user session, ensuring personalized interactions.
|
||||
To facilitate this, please supply both the `user_id` and `session_id` when using the conversation chain.
|
||||
|
||||
## Environment Setup
|
||||
|
||||
Define the following environment variables:
|
||||
|
||||
```
|
||||
OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>
|
||||
NEO4J_URI=<YOUR_NEO4J_URI>
|
||||
NEO4J_USERNAME=<YOUR_NEO4J_USERNAME>
|
||||
NEO4J_PASSWORD=<YOUR_NEO4J_PASSWORD>
|
||||
```
|
||||
|
||||
## Neo4j database setup
|
||||
|
||||
There are a number of ways to set up a Neo4j database.
|
||||
|
||||
### Neo4j Aura
|
||||
|
||||
Neo4j AuraDB is a fully managed cloud graph database service.
|
||||
Create a free instance on [Neo4j Aura](https://neo4j.com/cloud/platform/aura-graph-database?utm_source=langchain&utm_content=langserve).
|
||||
When you initiate a free database instance, you'll receive credentials to access the database.
|
||||
|
||||
## Populating with data
|
||||
|
||||
If you want to populate the DB with some example data, you can run `python ingest.py`.
|
||||
This script will populate the database with sample movie data.
|
||||
|
||||
## Usage
|
||||
|
||||
To use this package, you should first have the LangChain CLI installed:
|
||||
|
||||
```shell
|
||||
pip install -U langchain-cli
|
||||
```
|
||||
|
||||
To create a new LangChain project and install this as the only package, you can do:
|
||||
|
||||
```shell
|
||||
langchain app new my-app --package neo4j-cypher-memory
|
||||
```
|
||||
|
||||
If you want to add this to an existing project, you can just run:
|
||||
|
||||
```shell
|
||||
langchain app add neo4j-cypher-memory
|
||||
```
|
||||
|
||||
And add the following code to your `server.py` file:
|
||||
```python
|
||||
from neo4j_cypher_memory import chain as neo4j_cypher_memory_chain
|
||||
|
||||
add_routes(app, neo4j_cypher_memory_chain, path="/neo4j-cypher-memory")
|
||||
```
|
||||
|
||||
(Optional) Let's now configure LangSmith.
|
||||
LangSmith will help us trace, monitor and debug LangChain applications.
|
||||
LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/).
|
||||
If you don't have access, you can skip this section
|
||||
|
||||
```shell
|
||||
export LANGCHAIN_TRACING_V2=true
|
||||
export LANGCHAIN_API_KEY=<your-api-key>
|
||||
export LANGCHAIN_PROJECT=<your-project> # if not specified, defaults to "default"
|
||||
```
|
||||
|
||||
If you are inside this directory, then you can spin up a LangServe instance directly by:
|
||||
|
||||
```shell
|
||||
langchain serve
|
||||
```
|
||||
|
||||
This will start the FastAPI app with a server is running locally at
|
||||
[http://localhost:8000](http://localhost:8000)
|
||||
|
||||
We can see all templates at [http://127.0.0.1:8000/docs](http://127.0.0.1:8000/docs)
|
||||
We can access the playground at [http://127.0.0.1:8000/neo4j_cypher_memory/playground](http://127.0.0.1:8000/neo4j_cypher/playground)
|
||||
|
||||
We can access the template from code with:
|
||||
|
||||
```python
|
||||
from langserve.client import RemoteRunnable
|
||||
|
||||
runnable = RemoteRunnable("http://localhost:8000/neo4j-cypher-memory")
|
||||
```
|
||||
16
templates/neo4j-cypher-memory/ingest.py
Normal file
16
templates/neo4j-cypher-memory/ingest.py
Normal file
@@ -0,0 +1,16 @@
|
||||
from langchain.graphs import Neo4jGraph
|
||||
|
||||
graph = Neo4jGraph()
|
||||
|
||||
graph.query(
|
||||
"""
|
||||
MERGE (m:Movie {name:"Top Gun"})
|
||||
WITH m
|
||||
UNWIND ["Tom Cruise", "Val Kilmer", "Anthony Edwards", "Meg Ryan"] AS actor
|
||||
MERGE (a:Actor {name:actor})
|
||||
MERGE (a)-[:ACTED_IN]->(m)
|
||||
WITH a
|
||||
WHERE a.name = "Tom Cruise"
|
||||
MERGE (a)-[:ACTED_IN]->(:Movie {name:"Mission Impossible"})
|
||||
"""
|
||||
)
|
||||
23
templates/neo4j-cypher-memory/main.py
Normal file
23
templates/neo4j-cypher-memory/main.py
Normal file
@@ -0,0 +1,23 @@
|
||||
from neo4j_cypher_memory.chain import chain
|
||||
|
||||
if __name__ == "__main__":
|
||||
original_query = "Who played in Top Gun?"
|
||||
print(
|
||||
chain.invoke(
|
||||
{
|
||||
"question": original_query,
|
||||
"user_id": "user_123",
|
||||
"session_id": "session_1",
|
||||
}
|
||||
)
|
||||
)
|
||||
follow_up_query = "Did they play in any other movies?"
|
||||
print(
|
||||
chain.invoke(
|
||||
{
|
||||
"question": follow_up_query,
|
||||
"user_id": "user_123",
|
||||
"session_id": "session_1",
|
||||
}
|
||||
)
|
||||
)
|
||||
@@ -0,0 +1,3 @@
|
||||
from neo4j_cypher_memory.chain import chain
|
||||
|
||||
__all__ = ["chain"]
|
||||
146
templates/neo4j-cypher-memory/neo4j_cypher_memory/chain.py
Normal file
146
templates/neo4j-cypher-memory/neo4j_cypher_memory/chain.py
Normal file
@@ -0,0 +1,146 @@
|
||||
from typing import Any, Dict, List
|
||||
|
||||
from langchain.chains.graph_qa.cypher_utils import CypherQueryCorrector, Schema
|
||||
from langchain.chat_models import ChatOpenAI
|
||||
from langchain.graphs import Neo4jGraph
|
||||
from langchain.memory import ChatMessageHistory
|
||||
from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
|
||||
from langchain.pydantic_v1 import BaseModel
|
||||
from langchain.schema.output_parser import StrOutputParser
|
||||
from langchain.schema.runnable import RunnablePassthrough
|
||||
|
||||
# Connection to Neo4j
|
||||
graph = Neo4jGraph()
|
||||
|
||||
# Cypher validation tool for relationship directions
|
||||
corrector_schema = [
|
||||
Schema(el["start"], el["type"], el["end"])
|
||||
for el in graph.structured_schema.get("relationships")
|
||||
]
|
||||
cypher_validation = CypherQueryCorrector(corrector_schema)
|
||||
|
||||
# LLMs
|
||||
cypher_llm = ChatOpenAI(model_name="gpt-4", temperature=0.0)
|
||||
qa_llm = ChatOpenAI(model_name="gpt-3.5-turbo", temperature=0.0)
|
||||
|
||||
|
||||
def convert_messages(input: List[Dict[str, Any]]) -> ChatMessageHistory:
|
||||
history = ChatMessageHistory()
|
||||
for item in input:
|
||||
history.add_user_message(item["result"]["question"])
|
||||
history.add_ai_message(item["result"]["answer"])
|
||||
return history
|
||||
|
||||
|
||||
def get_history(input: Dict[str, Any]) -> ChatMessageHistory:
|
||||
input.pop("question")
|
||||
# Lookback conversation window
|
||||
window = 3
|
||||
data = graph.query(
|
||||
"""
|
||||
MATCH (u:User {id:$user_id})-[:HAS_SESSION]->(s:Session {id:$session_id}),
|
||||
(s)-[:LAST_MESSAGE]->(last_message)
|
||||
MATCH p=(last_message)<-[:NEXT*0.."""
|
||||
+ str(window)
|
||||
+ """]-()
|
||||
WITH p, length(p) AS length
|
||||
ORDER BY length DESC LIMIT 1
|
||||
UNWIND reverse(nodes(p)) AS node
|
||||
MATCH (node)-[:HAS_ANSWER]->(answer)
|
||||
RETURN {question:node.text, answer:answer.text} AS result
|
||||
""",
|
||||
params=input,
|
||||
)
|
||||
history = convert_messages(data)
|
||||
return history.messages
|
||||
|
||||
|
||||
def save_history(input):
|
||||
input.pop("response")
|
||||
# store history to database
|
||||
graph.query(
|
||||
"""MERGE (u:User {id: $user_id})
|
||||
WITH u
|
||||
OPTIONAL MATCH (u)-[:HAS_SESSION]->(s:Session{id: $session_id}),
|
||||
(s)-[l:LAST_MESSAGE]->(last_message)
|
||||
FOREACH (_ IN CASE WHEN last_message IS NULL THEN [1] ELSE [] END |
|
||||
CREATE (u)-[:HAS_SESSION]->(s1:Session {id:$session_id}),
|
||||
(s1)-[:LAST_MESSAGE]->(q:Question {text:$question, cypher:$query, date:datetime()}),
|
||||
(q)-[:HAS_ANSWER]->(:Answer {text:$output}))
|
||||
FOREACH (_ IN CASE WHEN last_message IS NOT NULL THEN [1] ELSE [] END |
|
||||
CREATE (last_message)-[:NEXT]->(q:Question
|
||||
{text:$question, cypher:$query, date:datetime()}),
|
||||
(q)-[:HAS_ANSWER]->(:Answer {text:$output}),
|
||||
(s)-[:LAST_MESSAGE]->(q)
|
||||
DELETE l) """,
|
||||
params=input,
|
||||
)
|
||||
|
||||
# Return LLM response to the chain
|
||||
return input["output"]
|
||||
|
||||
|
||||
# Generate Cypher statement based on natural language input
|
||||
cypher_template = """This is important for my career.
|
||||
Based on the Neo4j graph schema below, write a Cypher query that would answer the user's question:
|
||||
{schema}
|
||||
|
||||
Question: {question}
|
||||
Cypher query:""" # noqa: E501
|
||||
|
||||
cypher_prompt = ChatPromptTemplate.from_messages(
|
||||
[
|
||||
(
|
||||
"system",
|
||||
"Given an input question, convert it to a Cypher query. No pre-amble.",
|
||||
),
|
||||
MessagesPlaceholder(variable_name="history"),
|
||||
("human", cypher_template),
|
||||
]
|
||||
)
|
||||
|
||||
cypher_response = (
|
||||
RunnablePassthrough.assign(schema=lambda _: graph.get_schema, history=get_history)
|
||||
| cypher_prompt
|
||||
| cypher_llm.bind(stop=["\nCypherResult:"])
|
||||
| StrOutputParser()
|
||||
)
|
||||
|
||||
# Generate natural language response based on database results
|
||||
response_template = """Based on the the question, Cypher query, and Cypher response, write a natural language response:
|
||||
Question: {question}
|
||||
Cypher query: {query}
|
||||
Cypher Response: {response}""" # noqa: E501
|
||||
|
||||
response_prompt = ChatPromptTemplate.from_messages(
|
||||
[
|
||||
(
|
||||
"system",
|
||||
"Given an input question and Cypher response, convert it to a "
|
||||
"natural language answer. No pre-amble.",
|
||||
),
|
||||
("human", response_template),
|
||||
]
|
||||
)
|
||||
|
||||
chain = (
|
||||
RunnablePassthrough.assign(query=cypher_response)
|
||||
| RunnablePassthrough.assign(
|
||||
response=lambda x: graph.query(cypher_validation(x["query"])),
|
||||
)
|
||||
| RunnablePassthrough.assign(
|
||||
output=response_prompt | qa_llm | StrOutputParser(),
|
||||
)
|
||||
| save_history
|
||||
)
|
||||
|
||||
# Add typing for input
|
||||
|
||||
|
||||
class Question(BaseModel):
|
||||
question: str
|
||||
user_id: str
|
||||
session_id: str
|
||||
|
||||
|
||||
chain = chain.with_types(input_type=Question)
|
||||
1463
templates/neo4j-cypher-memory/poetry.lock
generated
Normal file
1463
templates/neo4j-cypher-memory/poetry.lock
generated
Normal file
File diff suppressed because it is too large
Load Diff
27
templates/neo4j-cypher-memory/pyproject.toml
Normal file
27
templates/neo4j-cypher-memory/pyproject.toml
Normal file
@@ -0,0 +1,27 @@
|
||||
[tool.poetry]
|
||||
name = "neo4j-cypher-memory"
|
||||
version = "0.1.0"
|
||||
description = ""
|
||||
authors = [
|
||||
"Tomaz Bratanic <tomaz.bratanic@neo4j.com>",
|
||||
]
|
||||
readme = "README.md"
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = ">=3.8.1,<4.0"
|
||||
langchain = ">=0.0.325"
|
||||
neo4j = ">5.12"
|
||||
openai = "^0.28.1"
|
||||
|
||||
[tool.poetry.group.dev.dependencies]
|
||||
langchain-cli = ">=0.0.15"
|
||||
|
||||
[tool.langserve]
|
||||
export_module = "neo4j_cypher_memory"
|
||||
export_attr = "chain"
|
||||
|
||||
[build-system]
|
||||
requires = [
|
||||
"poetry-core",
|
||||
]
|
||||
build-backend = "poetry.core.masonry.api"
|
||||
0
templates/neo4j-cypher-memory/tests/__init__.py
Normal file
0
templates/neo4j-cypher-memory/tests/__init__.py
Normal file
Reference in New Issue
Block a user