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helix.fhir.client.sdk

Continuous Integration Latest Release GitHub license

Fluent API to call the FHIR server that handles:

  1. Authentication to FHIR server
  2. Renewing access token when they expire
  3. Retry when there are transient errors
  4. Un-bundling the resources received from FHIR server
  5. Paging
  6. Streaming
  7. Logging
  8. Simulating a $graph call when the server does not support it

Usage

pip install helix.fhir.client.sdk

Documentation

https://icanbwell.github.io/helix.fhir.client.sdk/

Test Project using this

https://github.com/icanbwell/fhir-server-performance

Python Version Support

  • 1.x supports python 3.7+
  • 2.x supports python 3.10+
  • 3.x supports python 3.12+

Asynchronous Support

When communicating with FHIR servers, a lot of time is spent waiting for the server to respond. This is a good use case for using asynchronous programming. This SDK supports asynchronous programming using the async and await keywords.

The return types are Python AsyncGenerators. Python makes it very easy to work with AsyncGenerators.

For example, if the SDK provides a function like this:

async def get_resources(self) -> AsyncGenerator[FhirGetResponse, None]:
    ...

You can iterate over the results as they become available:

response: Optional[FhirGetResponse]
async for response in client.get_resources():
    print(response.resource)

Or you can get a list of responses (which will return AFTER all the responses are received:

responses: List[FhirGetResponse] = [response async for response in client.get_resources()]

Or you can aggregate the responses into one response (which will return AFTER all the responses are received:

response: Optional[FhirGetResponse] = await FhirGetResponse.from_async_generator(client.get_resources())

Data Streaming

For FHIR servers that support data streaming (e.g., b.well FHIR server), you can just set the use_data_streaming parameter to stream the data as it is received. The data will be streamed in AsyncGenerators as described above.

Streaming $merge Responses

use_data_streaming also applies to $merge calls (merge_async, merge_resources_async, merge_bundle_async, merge_bundle_uncompressed). When enabled, the SDK sends Accept: application/fhir+ndjson so a b.well FHIR server that supports it (see merge.md) can stream the $merge response back instead of building the whole response in memory first.

from helix_fhir_client_sdk.fhir_client import FhirClient

fhir_client = FhirClient().url(fhir_server_url).resource("Patient").use_data_streaming(True)

merge_response = await FhirMergeResponse.from_async_generator(
    fhir_client.merge_async(json_data_list=[json.dumps(patient_resource)])
)

This only changes how the response is read; it does not change the request body. If you also want the request body sent with chunked transfer encoding (independent of response streaming), opt in separately with send_data_as_chunked(True).

Error responses (e.g. a 400 with an OperationOutcome) are unaffected by streaming - the SDK always returns the full error body via response.error/response.responses[...]["issue"], whether or not use_data_streaming is enabled.

Persistent Sessions (Connection Reuse)

By default, the SDK creates a new HTTP session for each request. For better performance (~4× faster), you can use persistent sessions to reuse connections across multiple requests.

Important: When you provide a custom session factory using use_http_session(), YOU are responsible for managing the session lifecycle, including closing it when done. The SDK will NOT automatically close user-provided sessions.

import aiohttp
from helix_fhir_client_sdk.fhir_client import FhirClient

# Create a persistent session for connection reuse
session = aiohttp.ClientSession()

try:
    # Configure FhirClient to use persistent session
    fhir_client = (
        FhirClient()
        .url("https://fhir.example.com")
        .resource("Patient")
        .use_http_session(lambda: session)  # User provides session factory
    )
    
    # Multiple requests reuse the same connection (~4× performance boost)
    response1 = await fhir_client.get_async()
    response2 = await fhir_client.clone().resource("Observation").get_async()
    
finally:
    # User must close the session when done
    await session.close()

Session Lifecycle Rules:

  • No custom factory (default): SDK creates and closes the session automatically
  • Custom factory provided: User is responsible for closing the session

Storage Compression

The FHIR client SDK supports two types of compression:

  1. HTTP Compression (compress): Compresses HTTP request body when sending data to the server. Default: enabled
  2. In-Memory Storage (storage_mode): Controls how FHIR resources are stored in memory. Default: raw (no compression)

Disabling HTTP Compression

HTTP compression (gzip) is enabled by default for request bodies. To disable it:

from helix_fhir_client_sdk.fhir_client import FhirClient

# Disable HTTP compression for requests
fhir_client = FhirClient().url("https://fhir.example.com").compress(False)

In-Memory Storage Modes

The SDK supports different storage modes for FHIR resources through the set_storage_mode() method. By default, resources are stored as raw Python dictionaries (no compression).

from helix_fhir_client_sdk.fhir_client import FhirClient
from compressedfhir.utilities.compressed_dict.v1.compressed_dict_storage_mode import CompressedDictStorageMode

# Use raw storage (default) - no compression, resources stored as plain Python dicts
fhir_client = FhirClient().set_storage_mode(CompressedDictStorageMode(storage_type="raw"))

# Use msgpack storage - stores resources in msgpack format
fhir_client = FhirClient().set_storage_mode(CompressedDictStorageMode(storage_type="msgpack"))

# Use compressed msgpack storage - stores resources in compressed msgpack format
fhir_client = FhirClient().set_storage_mode(CompressedDictStorageMode(storage_type="compressed_msgpack"))

Available storage types:

  • raw: Default. Resources are stored as standard Python dictionaries (no compression)
  • msgpack: Resources are serialized using MessagePack for efficient storage
  • compressed_msgpack: Resources are serialized using MessagePack and then compressed

Getting Raw Python Dictionaries

To completely bypass the compressedfhir library and get plain Python dictionaries:

# Returns plain Python dicts, not FhirResource objects
result = await fhir_client.get_raw_resources_async()
resources = result["_resources"]  # list[dict[str, Any]]

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