Feature: Redis Session Management #1247

rafaelpierre · 2025-07-25T11:26:27Z

Add Redis Session Support and Restructure Memory Module

Context

I've fully switched to OpenAI Agents SDK at my company and I was looking for a distributed-systems friendly session management mechanism. I wasn't sure at the beginning if creating a RedisSession would defeat the "lightweight" purpose of OpenAI Agents SDK, so initially I've published openai-agents-redis on PyPi. It follows the Session protocol and works quite similarly to SQLLiteSession - but with redis as the backend.

Since I think the community would benefit from having this additional option for session management, I'm creating this PR - which incorporates the work I've done to support Redis for session management within OpenAI Agents SDK.

🚀 Overview

This PR introduces Redis-based session storage for the OpenAI Agents SDK and restructures the memory module for better organization and extensibility. The changes provide developers with a distributed, scalable alternative to SQLite sessions while maintaining full backward compatibility.

🎯 Key Features

✨ New Redis Session Implementation

RedisSession: Full-featured Redis-based session storage with TTL support
RedisSessionManager: Connection pooling and session management
Async/await support: Native async context managers for proper resource cleanup
Automatic expiration: Built-in TTL support for session lifecycle management

🏗️ Memory Module Restructuring

Provider-based architecture: Organized session implementations under agents.memory.providers
Clean imports: Improved import paths for better developer experience
Protocol-based design: Clear contracts for custom session implementations

📁 Changes Summary

New Files

src/agents/memory/providers/redis.py - Redis session implementation (345 lines)
src/agents/memory/providers/sqlite.py - Extracted SQLite session (278 lines)
src/agents/memory/providers/__init__.py - Provider module initialization
tests/test_redis_session.py - Comprehensive test suite (553 lines, 33 tests)

Modified Files

src/agents/memory/__init__.py - Updated exports for new structure
src/agents/memory/session.py - Cleaned up to contain only protocol definitions
docs/sessions.md - Documentation update
pyproject.toml - Added Redis dependency
Documentation updated for new module structure

🔧 Technical Implementation

Redis Session Features

from agents.memory.providers.redis import RedisSession, RedisSessionManager

# Basic usage with TTL
session = RedisSession("user_123", ttl=3600)

# Production usage with connection pooling
manager = RedisSessionManager(max_connections=10, default_ttl=7200)
session = manager.get_session("user_123")

Key Capabilities

Atomic operations: Redis pipelines ensure data consistency
Connection pooling: Efficient resource management for production use
Session management: List, delete, and manage sessions at scale
Error handling: Robust handling of connection issues and data corruption
Context managers: Automatic resource cleanup

🧪 Testing

Test Coverage (33 tests)

23 tests for RedisSession class
9 tests for RedisSessionManager class
1 integration test for complete lifecycle

Test Features

Edge cases: Invalid JSON, empty sessions, connection failures
Async support: Full async/await testing patterns
Resource management: Context manager and cleanup testing

Test Results

$ uv run pytest tests/test_redis_session.py -v
============================== 33 passed in 0.07s ==============================

📚 Documentation Updates

sessions.md

Redis examples: Usage patterns and best practices
Comparison guide: SQLite vs Redis decision matrix
Production examples: Connection pooling and session management
Migration guide: How to switch from SQLite to Redis
API reference: Updated with new import paths


### Backward Compatibility
- ✅ Existing SQLite functionality preserved
- ✅ Same API contract maintained

## 🔍 Quality Assurance

### Code Quality
- ✅ **Linting**: 100% compliance with project standards
- ✅ **Type hints**: Full type annotation coverage
- ✅ **Documentation**: Docstrings and examples

### Testing
- ✅ **Unit tests**: 33 test cases
- ✅ **Integration tests**: Full lifecycle testing
- ✅ **Mocking**: No external dependencies in tests
- ✅ **Edge cases**: Error conditions and resource cleanup

### Performance
- ✅ **Connection pooling**: Efficient resource usage
- ✅ **Async operations**: Non-blocking I/O throughout
- ✅ **Atomic operations**: Redis pipelines for consistency
- ✅ **Memory efficiency**: Proper resource cleanup

## 🚦 Dependencies

### New Dependencies
- `redis[hiredis]>=6.2.0` - High-performance Redis client with optional C extensions

### Development Setup
```bash
# Redis is included by default
pip install openai-agents

# For development, start Redis:
docker run -d -p 6379:6379 redis:latest

🔮 Future Considerations

This provider-based architecture enables:

Additional session backends (DynamoDB, MongoDB, etc.)
Custom session implementations for specific use cases
Enhanced monitoring and observability features
Advanced session management capabilities

📋 Checklist

✅ Redis session implementation with full feature parity
✅ Connection pooling and session management
✅ Comprehensive test suite (33 tests, 100% pass rate)
✅ Updated documentation with examples and guides
✅ Backward compatibility maintained
✅ Code quality standards met
✅ Production-ready error handling and resource management

rafaelpierre · 2025-07-25T11:38:03Z

@seratch @rm-openai would you mind taking a look?

seratch

Left a few general comments. I think supporting redis is a great addition for many developers. I would like @rm-openai to make the final decision on whether we should have this though!

docs/sessions.md

…arate PR

pyproject.toml

src/agents/memory/providers/redis.py

docs/scripts/generate_ref_files.py

seratch · 2025-07-28T09:05:22Z

May I ask you to resolve the uv.lock conflicts?

rafaelpierre · 2025-07-28T09:07:23Z

May I ask you to resolve the uv.lock conflicts?

@seratch sure thing, that is done!

rafaelpierre · 2025-07-28T09:16:21Z

@seratch tests are failing due to missing redis dependency in uv.lock - I'll do uv sync once I get home since I have no access to pypi.org from work to do it (only have access to a private PyPi mirror, but using it would mess up uv.lock).

I think once that is done, tests will pass

thanks for the reviews and the patience :)

seratch · 2025-07-28T09:27:40Z

That's weird. This project has many tests with LiteLLM etc. Perhaps, the uv.lock in this PR needs updates to have redis dep for tests.

rafaelpierre · 2025-07-28T16:21:33Z

That's weird. This project has many tests with LiteLLM etc. Perhaps, the uv.lock in this PR needs updates to have redis dep for tests.

exactly, that was the issue. should be good now.

examples/realtime/cli/demo.py

rafaelpierre · 2025-07-28T20:28:27Z

@seratch tests are passing locally, should be good to go now. would you mind giving one final pass?

seratch · 2025-07-29T05:24:47Z

Need to resolve python 3.9 test failures and mypy errors.

rafaelpierre · 2025-07-29T07:35:07Z

Need to resolve python 3.9 test failures and mypy errors.

done!

rafaelpierre · 2025-07-29T12:34:04Z

Need to resolve python 3.9 test failures and mypy errors.

good news @seratch , all checks are passing 🚀

seratch · 2025-07-29T23:16:28Z

results.json

@@ -0,0 +1,1899 @@
+{"dryrun":false,"job":"Tests/build-docs  ","jobID":"build-docs","level":"info","matrix":{},"msg":"⭐ Run Set up job","step":"Set up job","stepid":["--setup-job"],"time":"2025-07-29T11:56:59+02:00"}


Can you delete this file?

seratch · 2025-07-29T23:18:27Z

src/agents/memory/session.py

@@ -102,268 +97,3 @@ async def pop_item(self) -> TResponseInputItem | None:
    async def clear_session(self) -> None:
        """Clear all items for this session."""
        ...
-
-
-class SQLiteSession(SessionABC):


some people may import this class from agents.memory.session; for backward-compatibility, can you import of the class in this file? Adding a simple comment mentioning the necessity of backward compatibility would be appreciated too.

seratch · 2025-07-29T23:19:32Z

@rm-openai This PR looks almost good to me; if you have any feedback, sharing them here would be appreciated

artificial-aidan · 2025-08-01T18:48:33Z

pyproject.toml

@@ -38,6 +38,7 @@ voice = ["numpy>=2.2.0, <3; python_version>='3.10'", "websockets>=15.0, <16"]
 viz = ["graphviz>=0.17"]
 litellm = ["litellm>=1.67.4.post1, <2"]
 realtime = ["websockets>=15.0, <16"]
+redis = ["redis[hiredis]>=6.2.0"]


This shouldn't include hiredis here. Only redis is needed, and requiring hiredis could cause issues on certain systems.

artificial-aidan · 2025-08-01T18:50:56Z

src/agents/memory/providers/redis.py

+        current_time = time.time()  # Use float for higher precision
+
+        # Check if session already exists
+        exists = await client.exists(self.session_key)


Is there a possible race here if 2 clients tried to create the same session at once? Does the client.exist and client.hset need to be in a multi/exec/watch?

artificial-aidan · 2025-08-01T18:51:15Z

src/agents/memory/providers/redis.py

+    a hash to store session metadata.
+    """
+
+    def __init__(


I think it would make sense here to have the constructor take a redis client, and a classmethod for from_url. Because if someone already has a redis client, they may want to reuse that. See here

rafaelpierre · 2025-08-01T19:43:31Z

no, client.exist and client.hset are atomic.

…

On Fri, Aug 1, 2025, 8:51 PM Aidan ***@***.***> wrote: ***@***.**** commented on this pull request. ------------------------------ In src/agents/memory/providers/redis.py <#1247 (comment)> : > + if self._redis_client is None: + self._redis_client = redis.from_url( + self.redis_url, + db=self.db, + decode_responses=True, + retry_on_error=[redis.BusyLoadingError, redis.ConnectionError], + retry_on_timeout=True, + ) + return self._redis_client + + async def _ensure_session_exists(self, client: redis.Redis) -> None: + """Ensure session metadata exists in Redis.""" + current_time = time.time() # Use float for higher precision + + # Check if session already exists + exists = await client.exists(self.session_key) Is there a possible race here if 2 clients tried to create the same session at once? Does the client.exist and client.hset need to be in a multi/exec/watch? — Reply to this email directly, view it on GitHub <#1247 (review)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ADEPZYXJOLO3C5HJOXMJZQD3LOZKJAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43YUDVNRWFEZLROVSXG5CSMV3GSZLXHMZTAOBQGI2DCMBRHA> . You are receiving this because you authored the thread.Message ID: ***@***.***>

rafaelpierre · 2025-08-01T19:48:44Z

can you ellaborate on which issues? in terms of the benefits - from redis python client readme: “Hiredis is a C library maintained by the core Redis team. Pieter Noordhuis was kind enough to create Python bindings. Using Hiredis can provide up to a 10x speed improvement in parsing responses from the Redis server."

…

On Fri, Aug 1, 2025, 8:48 PM Aidan ***@***.***> wrote: ***@***.**** commented on this pull request. ------------------------------ In pyproject.toml <#1247 (comment)> : > @@ -38,6 +38,7 @@ voice = ["numpy>=2.2.0, <3; python_version>='3.10'", "websockets>=15.0, <16"] viz = ["graphviz>=0.17"] litellm = ["litellm>=1.67.4.post1, <2"] realtime = ["websockets>=15.0, <16"] +redis = ["redis[hiredis]>=6.2.0"] This shouldn't include hiredis here. Only redis is needed, and requiring hiredis could cause issues on certain systems. — Reply to this email directly, view it on GitHub <#1247 (review)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ADEPZYWEMC2TKY2RS7RFW5T3LOZBPAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43YUDVNRWFEZLROVSXG5CSMV3GSZLXHMZTAOBQGIZTKNJWGA> . You are receiving this because you authored the thread.Message ID: ***@***.***>

artificial-aidan · 2025-08-01T20:24:50Z

can you ellaborate on which issues? in terms of the benefits - from redis python client readme: “Hiredis is a C library maintained by the core Redis team. Pieter Noordhuis was kind enough to create Python bindings. Using Hiredis can provide up to a 10x speed improvement in parsing responses from the Redis server."
…
On Fri, Aug 1, 2025, 8:48 PM Aidan @.> wrote: @.* commented on this pull request. ------------------------------ In pyproject.toml <#1247 (comment)> : > @@ -38,6 +38,7 @@ voice = ["numpy>=2.2.0, <3; python_version>='3.10'", "websockets>=15.0, <16"] viz = ["graphviz>=0.17"] litellm = ["litellm>=1.67.4.post1, <2"] realtime = ["websockets>=15.0, <16"] +redis = ["redis[hiredis]>=6.2.0"] This shouldn't include hiredis here. Only redis is needed, and requiring hiredis could cause issues on certain systems. — Reply to this email directly, view it on GitHub <#1247 (review)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/ADEPZYWEMC2TKY2RS7RFW5T3LOZBPAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43YUDVNRWFEZLROVSXG5CSMV3GSZLXHMZTAOBQGIZTKNJWGA . You are receiving this because you authored the thread.Message ID: @.***>

Someone may not want to use hiredis. Technically the requirement of this sdk is that the redis library exists. It does not depend on hireds. Requiring a user to use hiredis is overly prescriptive.

artificial-aidan · 2025-08-01T20:25:35Z

no, client.exist and client.hset are atomic.
…
On Fri, Aug 1, 2025, 8:51 PM Aidan @.> wrote: @.* commented on this pull request. ------------------------------ In src/agents/memory/providers/redis.py <#1247 (comment)> : > + if self._redis_client is None: + self._redis_client = redis.from_url( + self.redis_url, + db=self.db, + decode_responses=True, + retry_on_error=[redis.BusyLoadingError, redis.ConnectionError], + retry_on_timeout=True, + ) + return self._redis_client + + async def _ensure_session_exists(self, client: redis.Redis) -> None: + """Ensure session metadata exists in Redis.""" + current_time = time.time() # Use float for higher precision + + # Check if session already exists + exists = await client.exists(self.session_key) Is there a possible race here if 2 clients tried to create the same session at once? Does the client.exist and client.hset need to be in a multi/exec/watch? — Reply to this email directly, view it on GitHub <#1247 (review)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/ADEPZYXJOLO3C5HJOXMJZQD3LOZKJAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43YUDVNRWFEZLROVSXG5CSMV3GSZLXHMZTAOBQGI2DCMBRHA . You are receiving this because you authored the thread.Message ID: @.***>

they are not called together atomically. Is it an issue if client.hset is called twice?

rafaelpierre · 2025-08-01T20:28:59Z

that sounds more like your opinion rather than an argument. I see no reason to take hiredis out, only benefits.

…

On Fri, Aug 1, 2025, 10:25 PM Aidan ***@***.***> wrote: *artificial-aidan* left a comment (openai/openai-agents-python#1247) <#1247 (comment)> can you ellaborate on which issues? in terms of the benefits - from redis python client readme: “Hiredis is a C library maintained by the core Redis team. Pieter Noordhuis was kind enough to create Python bindings. Using Hiredis can provide up to a 10x speed improvement in parsing responses from the Redis server." … <#m_2085295882385902969_> On Fri, Aug 1, 2025, 8:48 PM Aidan *@*.*> wrote: @.** commented on this pull request. ------------------------------ In pyproject.toml <#1247 (comment) <#1247 (comment)>> : > @@ -38,6 +38,7 @@ voice = ["numpy>=2.2.0, <3; python_version>='3.10'", "websockets>=15.0, <16"] viz = ["graphviz>=0.17"] litellm = ["litellm>=1.67.4.post1, <2"] realtime = ["websockets>=15.0, <16"] +redis = ["redis[hiredis]>=6.2.0"] This shouldn't include hiredis here. Only redis is needed, and requiring hiredis could cause issues on certain systems. — Reply to this email directly, view it on GitHub <#1247 (review) <#1247 (review)>>, or unsubscribe https://github.com/notifications/unsubscribe-auth/ADEPZYWEMC2TKY2RS7RFW5T3LOZBPAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43YUDVNRWFEZLROVSXG5CSMV3GSZLXHMZTAOBQGIZTKNJWGA . You are receiving this because you authored the thread.Message ID: *@* .***> Someone may not want to use hiredis. Technically the requirement of this sdk is that the redis library exists. It does not depend on hireds. Requiring a user to use hiredis is overly prescriptive. — Reply to this email directly, view it on GitHub <#1247 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ADEPZYRXFO6WIKAM6TWWPET3LPEKRAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZTCNBVGY4DINRXGQ> . You are receiving this because you authored the thread.Message ID: ***@***.***>

SDAravind · 2025-08-03T01:59:18Z

Why we plan to store all the function tool calls in the message history?

Shouldn't it be only user query and assistant reponse in message conversation key. While keeping all the history of function tool calls in another metakey as this is increasing the context window when session is provided in Runner. We need to have moving context window with limit set to 10 pairs that can be customizable from runner. This will greatly enhance llm response times, rate limits.

artificial-aidan · 2025-08-04T16:07:34Z

that sounds more like your opinion rather than an argument. I see no reason to take hiredis out, only benefits.
…
On Fri, Aug 1, 2025, 10:25 PM Aidan @.> wrote: artificial-aidan left a comment (openai/openai-agents-python#1247) <#1247 (comment)> can you ellaborate on which issues? in terms of the benefits - from redis python client readme: “Hiredis is a C library maintained by the core Redis team. Pieter Noordhuis was kind enough to create Python bindings. Using Hiredis can provide up to a 10x speed improvement in parsing responses from the Redis server." … <#m_2085295882385902969_> On Fri, Aug 1, 2025, 8:48 PM Aidan @.> wrote: @. commented on this pull request. ------------------------------ In pyproject.toml <#1247 (comment) <#1247 (comment)>> : > @@ -38,6 +38,7 @@ voice = ["numpy>=2.2.0, <3; python_version>='3.10'", "websockets>=15.0, <16"] viz = ["graphviz>=0.17"] litellm = ["litellm>=1.67.4.post1, <2"] realtime = ["websockets>=15.0, <16"] +redis = ["redis[hiredis]>=6.2.0"] This shouldn't include hiredis here. Only redis is needed, and requiring hiredis could cause issues on certain systems. — Reply to this email directly, view it on GitHub <#1247 (review) <#1247 (review)>>, or unsubscribe https://github.com/notifications/unsubscribe-auth/ADEPZYWEMC2TKY2RS7RFW5T3LOZBPAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43YUDVNRWFEZLROVSXG5CSMV3GSZLXHMZTAOBQGIZTKNJWGA . You are receiving this because you authored the thread.Message ID: @ .> Someone may not want to use hiredis. Technically the requirement of this sdk is that the redis library exists. It does not depend on hireds. Requiring a user to use hiredis is overly prescriptive. — Reply to this email directly, view it on GitHub <#1247 (comment)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/ADEPZYRXFO6WIKAM6TWWPET3LPEKRAVCNFSM6AAAAACCLMU4FCVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZTCNBVGY4DINRXGQ . You are receiving this because you authored the thread.Message ID: @.>

It is not my opinion. There are platforms where a user may not want to be required to use hiredis. To pick a random example, python 3.10 alpine on linux/riscv64. hiredis does not have a wheel published that meets this combination, requiring a build toolchain to be added to compile hiredis.

This is not an argument about whether or not hiredis is better, its an argument that a package like openai-agents-python should not dictate whether or not a C binding is required (when it is objectively NOT required) to use a functionality of the package. Not requiring hiredis would not prevent an end user from adding it to their own dependencies to speed things up. But requiring it would make a currently pure python package depend on a build toolchain.

restructure agents.memory, create redis session, tests and docs

526f464

rafaelpierre changed the title ~~restructure agents.memory, create redis session, tests and docs~~ Feature: Redis Session Management Jul 25, 2025

seratch reviewed Jul 25, 2025

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seratch added enhancement New feature or request feature:sessions labels Jul 25, 2025

seratch requested a review from rm-openai July 25, 2025 12:06

Rafael Pierre added 6 commits July 25, 2025 15:14

revert sessions.md to previous version, will add redis details in sep…

07332b5

…arate PR

fix mypy errors

cb31507

fix tests

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remove readme redis tests

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rollback generate_ref_files

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ruff

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add optional dev group for redis

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inherit from SessionABC

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ruff fix

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remove RedisSessionManager

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revert sessions.md

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remove RedisSessionManager tests, ruff

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remove conflict from uv.lock

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uv sync

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openai

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lock:

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Merge branch 'main' into feature/redis-session

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Merge branch 'main' into feature/redis-session

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dependencies

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Merge branch 'main' into feature/redis-session

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Merge branch 'main' into feature/redis-session

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seratch mentioned this pull request Jul 31, 2025

SQLAlchemy Session Store for Production Databases #1328

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artificial-aidan reviewed Aug 1, 2025

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		@@ -0,0 +1,1899 @@
		{"dryrun":false,"job":"Tests/build-docs ","jobID":"build-docs","level":"info","matrix":{},"msg":"⭐ Run Set up job","step":"Set up job","stepid":["--setup-job"],"time":"2025-07-29T11:56:59+02:00"}

Feature: Redis Session Management #1247

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Feature: Redis Session Management #1247

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rafaelpierre commented Jul 25, 2025

Add Redis Session Support and Restructure Memory Module

Context

🚀 Overview

🎯 Key Features

✨ New Redis Session Implementation

🏗️ Memory Module Restructuring

📁 Changes Summary

New Files

Modified Files

🔧 Technical Implementation

Redis Session Features

Key Capabilities

🧪 Testing

Test Coverage (33 tests)

Test Features

Test Results

📚 Documentation Updates

sessions.md

🔮 Future Considerations

📋 Checklist

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