Skip to main content

Decorator to wrap LLM calls for production use with a simple, answer-only interface.

Project description

llmwrap

llmwrap is a Python library for wrapping an LLM-calling function with a simple decorator. You configure the decorator once, keep your own model-calling code inside a normal Python function, and call that function as usual.

Install

pip install arbis-llmwrap

Quick Start

Decorate your LLM function once, then call it with prompts as usual:

from llmwrap import wrap_llm_call

@wrap_llm_call(
    company_name="My Company",
    project_name="My Project",
    agent_name="My Agent",
    secret_key="vt_live_xxxx",
    max_tries=3,
)
def user_llm(prompt: str) -> str:
    # Call your LLM provider here and return a string.
    response = some_client.chat(prompt)
    return response

answer = user_llm("What is 2+2?")

How To Use The Decorator

wrap_llm_call(...) is a decorator factory. You call it with configuration values, and it returns a decorator that wraps your function.

from llmwrap import wrap_llm_call

decorator = wrap_llm_call(
    company_name="My Company",
    project_name="My Project",
    agent_name="My Agent",
    secret_key="vt_live_xxxx",
    max_tries=3,
)

You usually apply it directly with @wrap_llm_call(...).

Decorator Arguments

company_name: str

Name of your company or organization.

project_name: str

Name of the project this function belongs to.

agent_name: str

Name of the agent, assistant, or workflow this function represents.

secret_key: str

Credential value passed when configuring the decorator.

max_tries: int = 3

Maximum number of attempts used by the wrapper. The value must be >= 1.

Requirements For The Wrapped Function

The wrapped function should follow the current interface below:

  • The first argument must be prompt.
  • The function must return a Python str.

Example:

@wrap_llm_call(
    company_name="My Company",
    project_name="My Project",
    agent_name="Support Bot",
    secret_key="vt_live_xxxx",
)
def ask_model(prompt: str) -> str:
    return my_model.generate(prompt)

Calling A Decorated Function

Once decorated, call your function the same way you would call any normal Python function:

result = ask_model("Write a short welcome message.")
print(result)

The decorated function returns a string.

Using Your Own LLM Client

You can keep your provider-specific code inside the wrapped function. The decorator does not require a specific SDK.

@wrap_llm_call(
    company_name="My Company",
    project_name="Internal Tools",
    agent_name="Draft Writer",
    secret_key="vt_live_xxxx",
)
def generate_copy(prompt: str) -> str:
    response = client.responses.create(
        model="my-model",
        input=prompt,
    )
    return response.output_text

Common Pattern

Keep the decorated function small and focused:

  • accept a prompt string
  • call your LLM provider
  • return the resulting text
@wrap_llm_call(
    company_name="Example Co",
    project_name="Docs",
    agent_name="Summarizer",
    secret_key="vt_live_xxxx",
    max_tries=2,
)
def summarize(prompt: str) -> str:
    return provider.generate_text(prompt)

Current Limitations

At the moment, the decorator expects:

  • prompt as the first function argument
  • a string return value from the wrapped function

If your function takes a different signature or returns a tuple, dict, or object, adapt that function so it still exposes a prompt first argument and returns the text as str.

License

MIT. See LICENSE.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

arbis_llmwrap-0.3.3-cp314-cp314-win_amd64.whl (52.7 kB view details)

Uploaded CPython 3.14Windows x86-64

arbis_llmwrap-0.3.3-cp314-cp314-win32.whl (45.4 kB view details)

Uploaded CPython 3.14Windows x86

arbis_llmwrap-0.3.3-cp314-cp314-musllinux_1_2_x86_64.whl (342.2 kB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

arbis_llmwrap-0.3.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (342.7 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

arbis_llmwrap-0.3.3-cp314-cp314-macosx_11_0_arm64.whl (56.8 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

arbis_llmwrap-0.3.3-cp313-cp313-win_amd64.whl (51.4 kB view details)

Uploaded CPython 3.13Windows x86-64

arbis_llmwrap-0.3.3-cp313-cp313-win32.whl (44.0 kB view details)

Uploaded CPython 3.13Windows x86

arbis_llmwrap-0.3.3-cp313-cp313-musllinux_1_2_x86_64.whl (346.1 kB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

arbis_llmwrap-0.3.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (346.5 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

arbis_llmwrap-0.3.3-cp313-cp313-macosx_11_0_arm64.whl (56.8 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

arbis_llmwrap-0.3.3-cp312-cp312-win_amd64.whl (52.0 kB view details)

Uploaded CPython 3.12Windows x86-64

arbis_llmwrap-0.3.3-cp312-cp312-win32.whl (44.3 kB view details)

Uploaded CPython 3.12Windows x86

arbis_llmwrap-0.3.3-cp312-cp312-musllinux_1_2_x86_64.whl (350.7 kB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

arbis_llmwrap-0.3.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (350.1 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

arbis_llmwrap-0.3.3-cp312-cp312-macosx_11_0_arm64.whl (57.0 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

arbis_llmwrap-0.3.3-cp311-cp311-win_amd64.whl (55.2 kB view details)

Uploaded CPython 3.11Windows x86-64

arbis_llmwrap-0.3.3-cp311-cp311-win32.whl (46.3 kB view details)

Uploaded CPython 3.11Windows x86

arbis_llmwrap-0.3.3-cp311-cp311-musllinux_1_2_x86_64.whl (350.9 kB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

arbis_llmwrap-0.3.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (348.1 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

arbis_llmwrap-0.3.3-cp311-cp311-macosx_11_0_arm64.whl (55.7 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

arbis_llmwrap-0.3.3-cp310-cp310-win_amd64.whl (54.7 kB view details)

Uploaded CPython 3.10Windows x86-64

arbis_llmwrap-0.3.3-cp310-cp310-win32.whl (46.6 kB view details)

Uploaded CPython 3.10Windows x86

arbis_llmwrap-0.3.3-cp310-cp310-musllinux_1_2_x86_64.whl (336.2 kB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

arbis_llmwrap-0.3.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (333.0 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

arbis_llmwrap-0.3.3-cp310-cp310-macosx_11_0_arm64.whl (56.4 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

arbis_llmwrap-0.3.3-cp39-cp39-win_amd64.whl (55.0 kB view details)

Uploaded CPython 3.9Windows x86-64

arbis_llmwrap-0.3.3-cp39-cp39-win32.whl (46.9 kB view details)

Uploaded CPython 3.9Windows x86

arbis_llmwrap-0.3.3-cp39-cp39-musllinux_1_2_x86_64.whl (336.2 kB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ x86-64

arbis_llmwrap-0.3.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (333.0 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

arbis_llmwrap-0.3.3-cp39-cp39-macosx_11_0_arm64.whl (57.0 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

File details

Details for the file arbis_llmwrap-0.3.3-cp314-cp314-win_amd64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 97afef0e43bf831ffb04e41b360e878c1fd0247b13a980605453e75f5c0e1a72
MD5 3f374a3f929d19d89c74b531e2a1eb06
BLAKE2b-256 a74c2e9e773ea3299dbdea24ad0063507c7508aa070acaf594b1885056c5a96d

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp314-cp314-win_amd64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp314-cp314-win32.whl.

File metadata

  • Download URL: arbis_llmwrap-0.3.3-cp314-cp314-win32.whl
  • Upload date:
  • Size: 45.4 kB
  • Tags: CPython 3.14, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for arbis_llmwrap-0.3.3-cp314-cp314-win32.whl
Algorithm Hash digest
SHA256 bf16eb18efa038745b78611d6ede9c18635ce3392d2d20a30301b3dda88d7aa8
MD5 e358ae28491bc3132ba7f04bb04c8313
BLAKE2b-256 723ac70d842a92b0c078f5bc1143cfffba7b41b8d74a9964bed1d879e3270ff5

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp314-cp314-win32.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 89e56d2f8b72720934ce081137e6172f583f6886c9b214cd7e9bec647c4cca10
MD5 302d0167802a17786a5bd6784949c607
BLAKE2b-256 1c38ef78bddb95ae4dff1b6bfea1427def5871b972fbb6df93f417b1a45642c7

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 3a38597dde4affb610581c43e6abb105ad571677d95fa265d0fa8382f97893c9
MD5 1e976ed985daed71536f4fdc424dfb20
BLAKE2b-256 80d781ae7387de670aed0aa56b8172db55d7367c4689e21b8dd47bbdd9b43fbc

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c871a9ff00da069422fa18b8a8650b249c452b02dc37b3140cd40ef277bfe5d7
MD5 8726faf1f778b44a855f82b5c7c74d9f
BLAKE2b-256 d8d73b8602a7009803dfae06accbe0b25622b8878a421d04fb04c4f794121cfc

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 6b69e603d1fb2278045e870e61d410b88a55a511490387f8a22e51d9af1dc5f0
MD5 6c42b38be2d256bac91b2612d9029fa1
BLAKE2b-256 01000e4df7cfa0c67f1739366378b339e6c4e66e92f5362292d42d67237b569c

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp313-cp313-win_amd64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp313-cp313-win32.whl.

File metadata

  • Download URL: arbis_llmwrap-0.3.3-cp313-cp313-win32.whl
  • Upload date:
  • Size: 44.0 kB
  • Tags: CPython 3.13, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for arbis_llmwrap-0.3.3-cp313-cp313-win32.whl
Algorithm Hash digest
SHA256 8748c0b7765548d3cff869923cf7c0771dd02a06444585ae827d447daaa57ee2
MD5 c4fa1e3eb8bf523ed5655bcd6fba1560
BLAKE2b-256 edf90f07eed3a22bd30d7648ce100c8d8cecd5675d2f24114eedac9b3bbe8155

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp313-cp313-win32.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 23521964a9c27443ca6e65df575fcfe4dd5a657f20608ec3ae82bb70662498d1
MD5 7374c0be4aa6f325b71f45a6bca0b594
BLAKE2b-256 359ddde9dca71e185df5d4341cc81d1b2124b912416fb6a6b64271c5771a2ef6

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 0bc18b8ca637ec71ee3e807b422ae3078f8e8985f027afb22ed39c69c627819e
MD5 bab3318bdd74588b2b4d697f6b5435d2
BLAKE2b-256 6d3c0e270627b47600ccc85cd43ccccffe59df0ecbaef7c06cd0ea3d52aafefa

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9c0282c175c1095872123abb844564f6d0fd7ec6d7221b2bbe7a6a67796f9928
MD5 0ae8b32936c233953aa06c8a3691533a
BLAKE2b-256 956c4550cdc14d6eba7ad0d8c106b2dfbc1d587c3a2a2059c78ff7f2c9e6694f

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 16cbb4903703092c0a0591de14877f86c514126325618fd6de018dcd453cc93c
MD5 85038005f5dd077e1d50626753b82a47
BLAKE2b-256 0559736f75e8b0a2bb29a43dd34896018410c702eeee9a3ab0a2e4763562bc88

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp312-cp312-win_amd64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp312-cp312-win32.whl.

File metadata

  • Download URL: arbis_llmwrap-0.3.3-cp312-cp312-win32.whl
  • Upload date:
  • Size: 44.3 kB
  • Tags: CPython 3.12, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for arbis_llmwrap-0.3.3-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 696ad8aad91c1ca089a52c4e72ee3a82b8d44993cf0474032d89e0a1b3458725
MD5 c0a4736fab5ec0ab4256fba6da2f4cb8
BLAKE2b-256 01b0141acc4876cf01f66606bcd298b1dfa8efc8b5e85d29446eb13a537be03c

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp312-cp312-win32.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 6e3b32fabcd56aa01cf92d042dd31f390332dadb486c521b19f83c934906f8a7
MD5 e8b87d6a977812d783a68183b65338d6
BLAKE2b-256 866703a5746b11d47bca4b8bb296f084024fb2182d5989bdccf3415fff021a63

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 e7c80c6e3da11fe9201ac39a7a3feb0ee3be7464d4d3e0bcf5a268408596a6ec
MD5 66fdbc48a344be476db618c465261671
BLAKE2b-256 db1c92fd5e5ca2c85455f83cf628cae3d41299130ce3cd3c4a63d4b606de08bc

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f8688953be7623fe8ba3ba425697a47fc512e2ef59302b040cf9450a373e6717
MD5 1eefd3cb4f96ca38ed703b479f8ec100
BLAKE2b-256 4b44501d3e6e02c511083dc859a3aa26ad6c373321c5652d58ad1a3aaada75ca

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 e6c0890edda36c759c270488edc73ccc7b88fed368311932d650f7d42e796074
MD5 5adef64dd5e47063a185beb696f17436
BLAKE2b-256 4e6ef81f90b11583269d8546b19a2cd4f28e6ed6ad109191c549cc2cc68d2095

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp311-cp311-win_amd64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp311-cp311-win32.whl.

File metadata

  • Download URL: arbis_llmwrap-0.3.3-cp311-cp311-win32.whl
  • Upload date:
  • Size: 46.3 kB
  • Tags: CPython 3.11, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for arbis_llmwrap-0.3.3-cp311-cp311-win32.whl
Algorithm Hash digest
SHA256 60deb70c475c1a02f8082a23f35118459e37a1351b2f844369cb3f51a00b0c06
MD5 8f385763f3e37d10c19df223413ae31a
BLAKE2b-256 dbc848b229b8ee671bd637e0ca077903e799a66e1d26e8e7ab9b0a5d3535c434

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp311-cp311-win32.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 9e4f411e283e5b0e11c3c9d7e2c00447d199b360befb4bc917c54754241cf198
MD5 b494265dbc1f4117189858cb5774f7c1
BLAKE2b-256 e86ab622749e90cddfb8e742a8b423dc032ece47532ab8a0b6ded7407b6165e4

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 d37a18728be15d8aab7e5509906f4c9b3555319da414a551bcd58b4b4f209521
MD5 7bf50bdd10f38fa14a26085da987bcaa
BLAKE2b-256 e38de2ceaedf85c03a0cff55c5afb3317a059d732584e696b5fb00f07cf22600

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6b5c4a2a3738486272d82acfb9fce9f1299b92cfa8b658f258d92fa2b5c639cc
MD5 32fb92ad50f749545ffddb2c63c28b5d
BLAKE2b-256 a81022caf82d49734f34458b5b0546943b5faaf1c9272b38ff723469f21288fb

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 ece0a5d24d7a7ca0812d93ac6580d3f9167712357df9fff0160b6c8a511cda5c
MD5 a92695df891b9523649ebc12614e54e5
BLAKE2b-256 2587915e7e83ada1f9938ddf3bcaa9523f78cf23ac8e8f146f6eb0d8a1719245

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp310-cp310-win_amd64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp310-cp310-win32.whl.

File metadata

  • Download URL: arbis_llmwrap-0.3.3-cp310-cp310-win32.whl
  • Upload date:
  • Size: 46.6 kB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for arbis_llmwrap-0.3.3-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 e6fd3670eec02328065bfcc3c4e8c8941e9ba3db9b3f3475ee2f7cda78de08d7
MD5 e71fe164327677be8ee5cc2aade5f477
BLAKE2b-256 43d29e1cdd9bf5e84caaa34503995a89f32595fc52fd290c014a3e1eceede840

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp310-cp310-win32.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 d4832fa9bcd293e37d86eac42c3e20b09700d8fcd8cd9c97abd954cb9370dbf9
MD5 d4bf1aec3771175cb3e4640798ff9ecf
BLAKE2b-256 b8510a225351f0996def482c0ffbf33ed51f1ae030fa037258658e690eb4bf26

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 19493f36bf9fa36372174fcfd289cc39cff690dffb5839c9f268f1729ab7dfc1
MD5 f2be77223ed1efe4621b333d759deb4b
BLAKE2b-256 caee03ab6b86cba0445f4d33ff3bcf71a9783d5272438c571a10bdd6ac5e73cb

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9d121afe10b69619597ca8cfed13afeb0b9d1cf508cdfd28a13d996082de9c25
MD5 08689c0881c9cadeceb674a122e82dbb
BLAKE2b-256 3c479f50cb942b7192b101af42b0cbfe49137d1f45600908e705f5a6d51d522c

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 fd765ea5da449dac250b216619201f339e9df32ee0537cd37df6568dd561f2a6
MD5 52b7e0ece6d3e2d6067112b92f1fdab2
BLAKE2b-256 b5fcae4e8a8ec28d8df0914bcae5c1009457f1aaad182cc9163255afdb6cfe68

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp39-cp39-win_amd64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp39-cp39-win32.whl.

File metadata

  • Download URL: arbis_llmwrap-0.3.3-cp39-cp39-win32.whl
  • Upload date:
  • Size: 46.9 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for arbis_llmwrap-0.3.3-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 71c83c4b05bedf724857ce676a5dfead4326c1d503ead2accb32c93a59f08501
MD5 bed2750420f730ecd8be97d9febba6aa
BLAKE2b-256 779d6e9b97fe4631b052678e5d8295236fb30d23dbeea0a8bbd1a181fd19564f

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp39-cp39-win32.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 984f37230da13333387fd0ffe6d0a59ff276f831b414ee5b964927d549ad1102
MD5 0641d0dcf7f4020873f82884597755d5
BLAKE2b-256 c1b354926dbc4f95d68ccbdf60c18e2955a0ae535dd457bf11e7f81fd80b7576

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp39-cp39-musllinux_1_2_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 f207d1e1f661ec20d2b2e94ff78ab10f528bf953b3ce5058add935e5d6817db8
MD5 779806521cb9e9c60336802f661fd6ce
BLAKE2b-256 dab3722807ac832fef44b2d3488b0f9da64aa93ae07bb631a5d90b96d9880f79

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file arbis_llmwrap-0.3.3-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for arbis_llmwrap-0.3.3-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 957a30f338c2f5c519439f5b250f485959f40e403f3c2d943de598994e774dd5
MD5 de129bf0e1bb1088e924f62493b86a95
BLAKE2b-256 29f9f155ff04272412bfcc12bb3ad9680ad2d0cb629fb8c51d9b7bd5f2bf8133

See more details on using hashes here.

Provenance

The following attestation bundles were made for arbis_llmwrap-0.3.3-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on ArbisAI/Arbis-Decorator

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page