DynamoFL Core Python Client

This is a dynamofl package built by DynamoAI to be used with DynamoAI System
It's a wrapper to interact with DynamoAI APIs. Example
- Create a model/AI System, Dataset, Test
- View Test Details
- Generate Billing Reports

Installation

$ pip install dynamofl

Usage

from dynamofl import DynamoFL

api_key = os.environ["API_KEY"]
api_host = os.environ["API_HOST"]

dfl = DynamoFL(token=api_key, host=api_host)

Version Compatability

DynamoAI has its own releases, and the deployed system knows what release version it's at (applicable from 3.21.0)
- So for systems older than 3.21.0, we don't do a compatibility check
There are certain changes that are not backward compatible, hence the SDK might not be compatible with all the versions of the DynamoAI System
The SDK is smart enough to validate at the time of initialization as to whether it's compatible with the DynamoAI system or not and accordingly raise an error if it's incompatible

What SDK Version was this compatibility engine introduced in?

0.1.0
Since the version compatibility engine is introduced in this version, the previous versions won't raise any error even if incompatible so we'd recommend you to upgrade to atleast 0.1.0 version of the sdk

What to do when the SDK is incompatible with the DynamoAI system being used with it?

We recommend using the compatible version of the sdk with the DynamoAI system you're running using the table below

SDK Version Compatibility

As mentioned above, we didn't have a compatibility engine before so the versions before 0.1.0 won't throw an error at instantiation even if they're incompatible

SDK Version	Compatible DynamoAI System Version
0.1.X	<= 3.21.X
0.2.X	<= 3.23.X
1.0.X	>= 3.23.X & < 3.24.0
2.0.0	>= 3.24.X & < 3.25.0
3.0.0	>= 3.25.X & < 3.26.0
3.1.0	>= 3.26.X & < 3.27.0
3.1.1	>= 3.26.X & < 3.27.0
3.1.2	>= 3.26.X & < 3.27.0
3.2.0	>= 3.26.X & < 3.27.0
3.2.1	>= 3.26.X & < 3.27.0

Changelog

0.1.1

Removes the ALLOWED_PII_CLASSES validation from the sdk and rely on DynamoAI platform solely for the validation
- This will introduce a delay in the feedback around valid PII classes that can be used for the attacks
- So, please refer to the documentation to see what classes you can use for validation based on the DynamoAI release that you're at!
- But it's for the longer good as the lesser the business logic in the core sdk, the lower chances of it being incompatible with the DynamoAI product release
Make GPU parameter truly optional for system policy compliance tests

0.1.2 & 0.1.3

Allow patch updates for requests package while preventing minor and major version updates

0.2.0

Adds compatibility with the new releases

1.0.0

Switch to new test endpoints as old ones are deprecated and removed in 3.23

2.0.0

Allow CPU Config as compute for Launching Attacks and Set Default to CPU Single Core, 2GB Memory
Supported only on 3.24.x >=

3.0.0

Universal Keys Support
Auth Data Management Methods
Remote Model Creation Update
Gemini AI System Creation Method
Bedrock AI System Creation Method
Supported only on 3.25.x >=

3.1.1

Expose optional perturbation_count on create_system_policy_compliance_test (default 1, allowed range 1-10)
- Number of perturbed variants generated per base prompt for each selected perturbation method
- Mapped to the same per-method attack.perturbation_count dict the create-test UI already sends
- Ignored when enable_perturbations is False
Compatible with DynamoAI 3.26.x (same as 3.1.0)

3.1.0

Expose synthetic-data controls on create_policy_jailbreak_test as optional kwargs: min_num_input_chars, n_attack_areas, n_base_prompts, policy_language, use_case (existing max_num_input_chars kwarg unchanged)
Expose synthetic-data controls on create_system_policy_compliance_test as optional kwargs: policies_language, num_topics, num_complaint_prompts, num_noncompliant_prompts, min_num_base_prompt_chars, max_num_base_prompt_chars, use_case
Bounds for each kwarg are validated server-side; refer to the docstrings for the allowed ranges and the Literal["en", "ja", "zh"] language allow-list
Breaking change: trims the test-creation surface to the four supported attack types. The following create_*_test methods have been removed from the DynamoFL client:
- create_performance_test
- create_membership_inference_test
- create_pii_inference_test
- create_pii_reconstruction_test
- create_hallucination_test
- create_pii_extraction_test
- create_rag_hallucination_test
- create_sequence_extraction_test
- create_cybersecurity_compliance_test
- create_bias_toxicity_test
- create_prompt_extraction_test
- create_multilingual_jailbreak_test
- create_rag_test
The supported test creators going forward are:
- create_static_jailbreak_test — Static Jailbreak
- create_adaptive_jailbreak_test — Adaptive Jailbreak (Tree of Attacks)
- create_policy_jailbreak_test — Policy Jailbreak
- create_system_policy_compliance_test — Guardrail Benchmark (test_type="guardrail_benchmark")
Drops the now-unused vector_db imports from src.py (the ChromaDB, LlamaIndexDB, LlamaIndexWithChromaDB, PostgresVectorDB, and CustomRagDB classes remain exported from the top-level dynamofl package and are unaffected)
Bumps the compatible DynamoAI server version to 3.26.x (drops 3.25.x support)

3.1.2, 3.2.0 & 3.2.1

No functional changes — these releases ship the same SDK code as 3.1.1 and were published as part of routine release/packaging runs
Listed here for completeness; moving between them is a no-op
Compatible with DynamoAI 3.26.x (same as 3.1.1)

Metadata

Release files for dynamofl 3.2.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for dynamofl 3.2.1
File	Size	Uploaded
dynamofl-3.2.1.tar.gz	48.0 kB	Aug 19, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for dynamofl 3.2.1
File	Interpreter	ABI	Platform	Reset
dynamofl-3.2.1-py3-none-any.whl 61.3 kB Aug 19, 2026	Python 3	none	any	Details

Total release size: 109.4 kB

Release files / dynamofl-3.2.1.tar.gz

Download URL	dynamofl-3.2.1.tar.gz
Size	48.0 kB
Tags	Source
SHA-256 checksum How to use checksums	`6e2f0f0a0239d95b9a2482801dc8f8f9137f05cb2c8da2b6e8b0a5db0ae5c090`
BLAKE2b-256 checksum How to use checksums	`8622787334f3d029f54a8c77d44076124591b2b4e4b4be9313cb9ce177a9b18e`
Upload date	Aug 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.1.0 CPython/3.10.20`

Release files / dynamofl-3.2.1-py3-none-any.whl

Download URL	dynamofl-3.2.1-py3-none-any.whl
Size	61.3 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`b1f59ee7c3c91d2f873cf9b62242a26b666f74f810278ce4261d12b19d67fd68`
BLAKE2b-256 checksum How to use checksums	`b0caf8055d7134b1f163bd1e6ec88af6cf085fa80cdfbd06914e55b49163efdf`
Upload date	Aug 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.1.0 CPython/3.10.20`