Pre-release

This release is a pre-release and may not be stable for production use.

Amesa Inference

A lightweight inference package for running Amesa agents using ONNX models without Ray or PyTorch dependencies.

Overview

composabl_inference provides a standalone inference engine for running trained Amesa agents. It uses ONNX Runtime for model inference, making it suitable for deployment scenarios where you want to avoid heavy dependencies like Ray and PyTorch.

Features

ONNX-based inference: Uses ONNX Runtime for efficient model inference
No Ray or PyTorch dependencies: Lightweight package suitable for production deployment
Network management: Supports both local and remote objects (agents, perceptors, controllers)
Compatible API: Similar interface to Trainer.package() for easy migration

Installation

pip install amesa-inference

Usage

Basic Inference

from composabl_inference import InferenceEngine
from composabl_core import Agent

# Create inference engine (only license needed for license validation)
engine = InferenceEngine(license="your-license-key")

# Load agent
agent = Agent.load("path/to/agent")
await engine.load_agent(agent)

# Package agent for inference (similar to Trainer.package())
await engine.package()

# Run inference
observation = {...}  # Your observation from the simulator
action = engine.execute(observation)

With Remote Objects

The inference engine supports remote agents, perceptors, and controllers, just like the Trainer:

from composabl_inference import InferenceEngine

# Optional: provide custom config for NetworkMgr (e.g., for remote targets)
config = {
    "target": {
        "local": {
            "address": "localhost:1337",
        },
    },
}

engine = InferenceEngine(license="your-license-key", config=config)
await engine.load_agent("path/to/agent")
await engine.package()

# The agent processor will automatically handle remote objects
action = engine.execute(observation)

Cleanup

# Clean up resources
await engine.close()

Architecture

Components

InferenceEngine: Main entry point for inference operations
NetworkMgr: Manages network connections (non-Ray version)
ONNXInferenceEngine: Handles ONNX model loading and inference
ONNXAgentProcessor: Processes agents using ONNX models instead of PyTorch

Differences from Trainer

Uses ONNX Runtime instead of PyTorch for model inference
NetworkMgr is not a Ray actor (runs in the same process)
No Ray initialization required
Lighter weight, suitable for production deployment

Requirements

Python >= 3.10
composabl-core
composabl-api
onnxruntime
numpy

License

Proprietary and confidential - Copyright (C) Amesa, Inc

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.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.8 MB view details)

Uploaded Sep 1, 2026 CPython 3.11manylinux: glibc 2.17+ x86-64

amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.8 MB view details)

Uploaded Sep 1, 2026 CPython 3.11manylinux: glibc 2.17+ ARM64

amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_11_0_arm64.whl (437.3 kB view details)

Uploaded Sep 1, 2026 CPython 3.11macOS 11.0+ ARM64

amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_x86_64.whl (440.0 kB view details)

Uploaded Sep 1, 2026 CPython 3.11macOS 10.9+ x86-64

amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_universal2.whl (875.5 kB view details)

Uploaded Sep 1, 2026 CPython 3.11macOS 10.9+ universal2 (ARM64, x86-64)

amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.7 MB view details)

Uploaded Sep 1, 2026 CPython 3.10manylinux: glibc 2.17+ x86-64

amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.7 MB view details)

Uploaded Sep 1, 2026 CPython 3.10manylinux: glibc 2.17+ ARM64

amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_11_0_arm64.whl (442.4 kB view details)

Uploaded Sep 1, 2026 CPython 3.10macOS 11.0+ ARM64

amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_x86_64.whl (444.9 kB view details)

Uploaded Sep 1, 2026 CPython 3.10macOS 10.9+ x86-64

amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_universal2.whl (885.6 kB view details)

Uploaded Sep 1, 2026 CPython 3.10macOS 10.9+ universal2 (ARM64, x86-64)

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Sep 1, 2026
Size: 2.8 MB
Tags: CPython 3.11, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`a4cfc82f8bc95d996f5278ad57db7beb0dd31c6f9eae189af714d2bca9a44ae2`
MD5	`02ced02a97b02c27e6c1618c692148e6`
BLAKE2b-256	`233df384112ce177aa4e6c138c466c66c81422868663a8309f03f3ac4b9b4a93`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: a4cfc82f8bc95d996f5278ad57db7beb0dd31c6f9eae189af714d2bca9a44ae2
- Sigstore transparency entry: 2669697996
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Sep 1, 2026
Size: 2.8 MB
Tags: CPython 3.11, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`571881054772cecab22c43bf01818aaf2c3d90171060914b38c9e165194601d7`
MD5	`8f68440d1350c7399661e7ba18b7282c`
BLAKE2b-256	`2a9686600a308332f6dc1a1c751dab9c0c7b2a7d3e3eb5b5a258ce185eb086fb`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: 571881054772cecab22c43bf01818aaf2c3d90171060914b38c9e165194601d7
- Sigstore transparency entry: 2669698241
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_11_0_arm64.whl
Upload date: Sep 1, 2026
Size: 437.3 kB
Tags: CPython 3.11, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`bf9c4f95d90348da34c015a6a238a4a134f5a08b467712ce2bd97be14c4e9f7e`
MD5	`a850c2ff623628523673d336e2b9b736`
BLAKE2b-256	`86f52b349327444e6c829195e976823b06c73667dfcba6000f2e9df0056006e3`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_11_0_arm64.whl
- Subject digest: bf9c4f95d90348da34c015a6a238a4a134f5a08b467712ce2bd97be14c4e9f7e
- Sigstore transparency entry: 2669698221
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_x86_64.whl
Upload date: Sep 1, 2026
Size: 440.0 kB
Tags: CPython 3.11, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`ee87e41578342c30a367427bcac2a2a835d688dcbd95e82289e1d94af17117ba`
MD5	`8e9533cb7bb53e461ea07c763a8ef8e0`
BLAKE2b-256	`39af9eee00dc2ba0f1440d58d5e89dd57da28cbf1865b5991fc73a1d8718d6ca`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_x86_64.whl
- Subject digest: ee87e41578342c30a367427bcac2a2a835d688dcbd95e82289e1d94af17117ba
- Sigstore transparency entry: 2669697966
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_universal2.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_universal2.whl
Upload date: Sep 1, 2026
Size: 875.5 kB
Tags: CPython 3.11, macOS 10.9+ universal2 (ARM64, x86-64)
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_universal2.whl
Algorithm	Hash digest
SHA256	`17ceab956cbdb9ad4dfa4d24ae3be734aaf8f7527de14d18fd5ade36d2c40f65`
MD5	`e41d40a6da4114637c70bc8be5e55f21`
BLAKE2b-256	`5e30ac291c9dd10c2520900419ba1105e232739bcfcc8f73cf1a1ba57a34454b`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_universal2.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp311-cp311-macosx_10_9_universal2.whl
- Subject digest: 17ceab956cbdb9ad4dfa4d24ae3be734aaf8f7527de14d18fd5ade36d2c40f65
- Sigstore transparency entry: 2669698150
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Sep 1, 2026
Size: 2.7 MB
Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`90aa2f4a3d48b8e020604b4c281c4363b61331a2a746d5f73ac9d97698ec173e`
MD5	`685d6302a7427051db68811aa16ed5ce`
BLAKE2b-256	`3ffdcc33caf0658fa2289170f10ceae8ba1f12f37fc1061d67ea27314e43c638`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 90aa2f4a3d48b8e020604b4c281c4363b61331a2a746d5f73ac9d97698ec173e
- Sigstore transparency entry: 2669698272
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Sep 1, 2026
Size: 2.7 MB
Tags: CPython 3.10, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`dc5961359d94e95d9e53deee7830bd0b44ed4546814bcaffaff221e4757782b8`
MD5	`a66227fb05f50fb40d3e4b933ad59987`
BLAKE2b-256	`1496ebbeef206db23970435a604f58b2c40855d2a0927e11d1a8e03997ebea63`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: dc5961359d94e95d9e53deee7830bd0b44ed4546814bcaffaff221e4757782b8
- Sigstore transparency entry: 2669698028
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_11_0_arm64.whl
Upload date: Sep 1, 2026
Size: 442.4 kB
Tags: CPython 3.10, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`137f6465853fe8c1ac243b8658c9534b3c22de541296eb1a85c4f649cd97247e`
MD5	`b55200d6a0e6ad7b8d787581fe62bb13`
BLAKE2b-256	`696a1a3ebc196702a0b7e2666b84d907909d3caf5db74a14f169c8fba91bf202`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_11_0_arm64.whl
- Subject digest: 137f6465853fe8c1ac243b8658c9534b3c22de541296eb1a85c4f649cd97247e
- Sigstore transparency entry: 2669698194
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_x86_64.whl
Upload date: Sep 1, 2026
Size: 444.9 kB
Tags: CPython 3.10, macOS 10.9+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`a97a7a2d564e015ec69a067e0b44845ae6e5dfe04284398f012849fb499b64b1`
MD5	`7d92d312fcddb0a546d7553c697c2e37`
BLAKE2b-256	`6a2e3a855b3df0487a9434358c2d808b83e298d0f154e092c95e2512f84eef36`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_x86_64.whl
- Subject digest: a97a7a2d564e015ec69a067e0b44845ae6e5dfe04284398f012849fb499b64b1
- Sigstore transparency entry: 2669698051
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push

File details

Details for the file amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_universal2.whl.

File metadata

Download URL: amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_universal2.whl
Upload date: Sep 1, 2026
Size: 885.6 kB
Tags: CPython 3.10, macOS 10.9+ universal2 (ARM64, x86-64)
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_universal2.whl
Algorithm	Hash digest
SHA256	`957e102d967fb4dfcae96cb2fa6655d14fcf907ebbb2b01feb1c3595f1ce3902`
MD5	`2fef41ec02dfb575ee614e52c0f2b4a5`
BLAKE2b-256	`1d5fd2196d71dc80ec00bb516485e3e1ef3fd003be2b09478dbc816e08d96abc`

See more details on using hashes here.

Provenance

The following attestation bundles were made for amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_universal2.whl:

Publisher: build-and-publish-package-dev.yaml on Composabl/sdk.composabl.ai

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: amesa_inference_dev-0.38.0.dev17-cp310-cp310-macosx_10_9_universal2.whl
- Subject digest: 957e102d967fb4dfcae96cb2fa6655d14fcf907ebbb2b01feb1c3595f1ce3902
- Sigstore transparency entry: 2669698102
- Sigstore integration time: Sep 1, 2026
Source repository:
- Permalink: Composabl/sdk.composabl.ai@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Branch / Tag: refs/heads/main
- Owner: https://github.com/Composabl
- Access: private
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: build-and-publish-package-dev.yaml@abf02b3c1ea647189d75662e96dd68bd7b0afe8d
- Trigger Event: push