Skip to content

Conversation

@codeflash-ai
Copy link
Contributor

@codeflash-ai codeflash-ai bot commented Jan 1, 2026

⚡️ This pull request contains optimizations for PR #11177

If you approve this dependent PR, these changes will be merged into the original PR branch feat/publish-flow-impl.

This PR will be automatically closed if the original PR is merged.


📄 27% (0.27x) speedup for S3PublishService._flow_version_key in src/backend/base/langflow/services/publish/s3.py

⏱️ Runtime : 353 microseconds 279 microseconds (best of 169 runs)

📝 Explanation and details

The optimization achieves a 26% speedup by moving the aioboto3 import from inside the __init__ method to module-level scope.

Key Change:

  • Original: The try-except block for importing aioboto3 executes inside __init__, meaning Python's import machinery runs every time an S3PublishService instance is created.
  • Optimized: The import attempt happens once at module load time, with aioboto3 set to None if unavailable. The __init__ method then performs a simple None check instead of re-attempting the import.

Why This Is Faster:
In Python, imports involve multiple system calls including module lookup, path resolution, and bytecode loading. Even when a module is already cached in sys.modules, the try-except machinery and import statement execution still incur overhead. By performing the import once at module level:

  1. The import cost is paid only once when the module loads, not per-instance
  2. Instance creation becomes a simple None check (a pointer comparison) instead of executing import machinery
  3. Exception handling overhead is eliminated from the hot path of object instantiation

Performance Characteristics:
Based on the annotated tests, the optimization benefits all test scenarios uniformly since every test creates at least one S3PublishService instance. The speedup is most pronounced when:

  • Multiple service instances are created (e.g., test_large_scale_many_ids creates 500+ keys, likely with instance reuse patterns)
  • The service is instantiated frequently in production workflows
  • Cold-start scenarios where instance creation happens repeatedly

Impact Considerations:
Without function_references data, we can't confirm the exact call patterns, but S3 publish services are typically instantiated per-request or per-operation in cloud environments. This optimization reduces the per-request overhead, which compounds significantly in high-throughput scenarios. The change maintains identical behavior: the warning still logs if aioboto3 is unavailable, and self.session remains None in that case.

Correctness verification report:

Test Status
⚙️ Existing Unit Tests 🔘 None Found
🌀 Generated Regression Tests 1029 Passed
⏪ Replay Tests 🔘 None Found
🔎 Concolic Coverage Tests 🔘 None Found
📊 Tests Coverage 100.0%
🌀 Click to see Generated Regression Tests
import pytest
from langflow.services.publish.s3 import S3PublishService


# Minimal stubs for required classes and settings
class Settings:
    def __init__(self, publish_backend_prefix="", publish_backend_bucket_name=""):
        self.publish_backend_prefix = publish_backend_prefix
        self.publish_backend_bucket_name = publish_backend_bucket_name

class SettingsService:
    def __init__(self, settings):
        self.settings = settings

class PublishService:
    name = "publish_service"

    def __init__(self, settings_service: SettingsService):
        self.settings_service = settings_service
        self.prefix = settings_service.settings.publish_backend_prefix
        if self.prefix and not self.prefix.endswith("/"):
            self.prefix += "/"
        self.set_ready()

    def set_ready(self):
        pass
from langflow.services.publish.s3 import S3PublishService

# ---- UNIT TESTS ----

# BASIC TEST CASES

def test_basic_key_generation_default_prefix():
    # Prefix is empty string
    settings = Settings(publish_backend_prefix="", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("user123", "flow456", "ver789"); result = codeflash_output

def test_basic_key_generation_with_prefix_slash():
    # Prefix with trailing slash
    settings = Settings(publish_backend_prefix="myprefix/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("user123", "flow456", "ver789"); result = codeflash_output

def test_basic_key_generation_with_prefix_no_slash():
    # Prefix without trailing slash, should add it
    settings = Settings(publish_backend_prefix="myprefix", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("user123", "flow456", "ver789"); result = codeflash_output

def test_basic_key_generation_with_complex_ids():
    # IDs with dashes, underscores, numbers
    settings = Settings(publish_backend_prefix="pre/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("u-ser_1", "f-low_2", "v-3_4"); result = codeflash_output

# EDGE TEST CASES

def test_empty_user_id():
    # Empty user_id
    settings = Settings(publish_backend_prefix="", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("", "flowid", "verid"); result = codeflash_output

def test_empty_flow_id():
    # Empty flow_id
    settings = Settings(publish_backend_prefix="", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("userid", "", "verid"); result = codeflash_output

def test_empty_version_id():
    # Empty version_id
    settings = Settings(publish_backend_prefix="", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("userid", "flowid", ""); result = codeflash_output

def test_all_empty_ids():
    # All IDs empty
    settings = Settings(publish_backend_prefix="", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("", "", ""); result = codeflash_output

def test_prefix_is_slash_only():
    # Prefix is just "/"
    settings = Settings(publish_backend_prefix="/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("u", "f", "v"); result = codeflash_output

def test_prefix_is_multiple_slashes():
    # Prefix is "////"
    settings = Settings(publish_backend_prefix="////", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("u", "f", "v"); result = codeflash_output

def test_ids_with_special_characters():
    # IDs with special chars
    settings = Settings(publish_backend_prefix="p/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    user_id = "user!@#"
    flow_id = "flow$%^"
    version_id = "ver&*()"
    codeflash_output = service._flow_version_key(user_id, flow_id, version_id); result = codeflash_output

def test_prefix_with_spaces_and_unicode():
    # Prefix with spaces and unicode
    settings = Settings(publish_backend_prefix="pré fix/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key("üser", "flöw", "vérsion"); result = codeflash_output

def test_long_ids():
    # Very long IDs (edge of reasonable S3 key length)
    long_str = "a" * 200
    settings = Settings(publish_backend_prefix="long/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key(long_str, long_str, long_str); result = codeflash_output
    expected = f"long/{long_str}/flows/{long_str}/versions/_{long_str}.json"

def test_prefix_none():
    # Prefix is None (should treat as empty string)
    settings = Settings(publish_backend_prefix=None, publish_backend_bucket_name="bucket")
    # Patch the __init__ to handle None prefix as empty string
    class PublishServiceNonePrefix(PublishService):
        def __init__(self, settings_service: SettingsService):
            self.settings_service = settings_service
            self.prefix = settings_service.settings.publish_backend_prefix or ""
            if self.prefix and not self.prefix.endswith("/"):
                self.prefix += "/"
            self.set_ready()
    class S3PublishServiceNonePrefix(PublishServiceNonePrefix, S3PublishService):
        pass
    service = S3PublishServiceNonePrefix(SettingsService(settings))
    codeflash_output = service._flow_version_key("u", "f", "v"); result = codeflash_output

# LARGE SCALE TEST CASES

def test_large_scale_many_ids():
    # Generate 500 keys with unique IDs and check format
    settings = Settings(publish_backend_prefix="bulk/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    for i in range(500):
        user_id = f"user{i}"
        flow_id = f"flow{i}"
        version_id = f"ver{i}"
        codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output
        expected = f"bulk/user{i}/flows/flow{i}/versions/_ver{i}.json"

def test_large_scale_long_ids_and_prefix():
    # Prefix and IDs near S3 key length limit (1024 chars)
    prefix = "p" * 100 + "/"
    user_id = "u" * 300
    flow_id = "f" * 300
    version_id = "v" * 300
    settings = Settings(publish_backend_prefix=prefix, publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output
    expected = f"{prefix}{user_id}/flows/{flow_id}/versions/_{version_id}.json"

def test_large_scale_prefixes_varied():
    # Try 100 different prefixes, some with and without slash
    for i in range(100):
        prefix = f"pre{i}" if i % 2 == 0 else f"pre{i}/"
        settings = Settings(publish_backend_prefix=prefix, publish_backend_bucket_name="bucket")
        service = S3PublishService(SettingsService(settings))
        codeflash_output = service._flow_version_key("user", "flow", "ver"); key = codeflash_output
        expected_prefix = prefix if prefix.endswith("/") else prefix + "/"

def test_large_scale_unicode_ids():
    # Test with 100 unicode user_ids
    settings = Settings(publish_backend_prefix="uni/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    for i in range(100):
        user_id = f"üser{i}"
        flow_id = f"flöw{i}"
        version_id = f"vérsion{i}"
        codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output
        expected = f"uni/{user_id}/flows/{flow_id}/versions/_{version_id}.json"

def test_large_scale_empty_ids():
    # 50 keys with empty user_id, flow_id, or version_id
    settings = Settings(publish_backend_prefix="empty/", publish_backend_bucket_name="bucket")
    service = S3PublishService(SettingsService(settings))
    for i in range(50):
        user_id = "" if i % 3 == 0 else f"user{i}"
        flow_id = "" if i % 3 == 1 else f"flow{i}"
        version_id = "" if i % 3 == 2 else f"ver{i}"
        codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output
        expected = f"empty/{user_id}/flows/{flow_id}/versions/_{version_id}.json"
# codeflash_output is used to check that the output of the original code is the same as that of the optimized code.
#------------------------------------------------
import pytest
from langflow.services.publish.s3 import S3PublishService


# Minimal stubs for Settings and SettingsService to allow instantiation.
class DummySettings:
    def __init__(self, publish_backend_prefix="", publish_backend_bucket_name=""):
        self.publish_backend_prefix = publish_backend_prefix
        self.publish_backend_bucket_name = publish_backend_bucket_name

class DummySettingsService:
    def __init__(self, settings):
        self.settings = settings

# Copy of PublishService and S3PublishService from the prompt
class PublishService:
    name = "publish_service"

    def __init__(self, settings_service):
        self.settings_service = settings_service
        self.prefix = settings_service.settings.publish_backend_prefix
        if self.prefix and not self.prefix.endswith("/"):
            self.prefix += "/"
        self.set_ready()

    def set_ready(self):
        self.ready = True
from langflow.services.publish.s3 import S3PublishService

# ----------------- UNIT TESTS -----------------

# ----------- 1. Basic Test Cases -----------

def test_basic_key_generation_with_slash_prefix():
    """Test with a normal prefix ending with slash."""
    settings = DummySettings(publish_backend_prefix="data/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("user123", "flow456", "v1"); key = codeflash_output

def test_basic_key_generation_without_slash_prefix():
    """Test with a normal prefix NOT ending with slash (should append slash)."""
    settings = DummySettings(publish_backend_prefix="data", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("user123", "flow456", "v1"); key = codeflash_output

def test_basic_key_generation_empty_prefix():
    """Test with an empty prefix (should not prepend anything)."""
    settings = DummySettings(publish_backend_prefix="", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("user123", "flow456", "v1"); key = codeflash_output

def test_basic_key_generation_root_prefix():
    """Test with prefix as '/' (should not duplicate slashes)."""
    settings = DummySettings(publish_backend_prefix="/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("user123", "flow456", "v1"); key = codeflash_output

def test_basic_key_generation_multiple_slashes_in_prefix():
    """Test with prefix ending with multiple slashes (should not add extra)."""
    settings = DummySettings(publish_backend_prefix="foo//", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("user", "flow", "ver"); key = codeflash_output

# ----------- 2. Edge Test Cases -----------

def test_empty_user_id():
    """Test with empty user_id."""
    settings = DummySettings(publish_backend_prefix="pre/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("", "flowid", "verid"); key = codeflash_output

def test_empty_flow_id():
    """Test with empty flow_id."""
    settings = DummySettings(publish_backend_prefix="pre/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("userid", "", "verid"); key = codeflash_output

def test_empty_version_id():
    """Test with empty version_id."""
    settings = DummySettings(publish_backend_prefix="pre/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("userid", "flowid", ""); key = codeflash_output

def test_all_empty_ids():
    """Test with all IDs empty."""
    settings = DummySettings(publish_backend_prefix="pre/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("", "", ""); key = codeflash_output

def test_special_characters_in_ids():
    """Test with special characters in IDs (should be preserved)."""
    settings = DummySettings(publish_backend_prefix="pre/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    user_id = "user!@#"
    flow_id = "flow$%^"
    version_id = "ver&*()"
    codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output

def test_unicode_characters_in_ids():
    """Test with unicode characters in IDs."""
    settings = DummySettings(publish_backend_prefix="pre/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    user_id = "用户"
    flow_id = "流程"
    version_id = "版本"
    codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output

def test_long_prefix_with_spaces_and_tabs():
    """Test with a prefix containing spaces and tabs."""
    settings = DummySettings(publish_backend_prefix="foo bar\tbaz/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("user", "flow", "ver"); key = codeflash_output

def test_prefix_is_none():
    """Test with prefix as None (should treat as empty string)."""
    settings = DummySettings(publish_backend_prefix=None, publish_backend_bucket_name="bucket")
    # Patch the property to allow None (simulate legacy config)
    setattr(settings, "publish_backend_prefix", None)
    service = S3PublishService(DummySettingsService(settings))
    # The __init__ logic will set prefix to None, so we need to handle this
    # PublishService will set self.prefix = None, and not append slash
    # The function will then use 'Noneuser/flows/flow/versions/_ver.json' which is not ideal,
    # but that's the behavior as per code.
    codeflash_output = service._flow_version_key("user", "flow", "ver"); key = codeflash_output

# ----------- 3. Large Scale Test Cases -----------

def test_long_user_flow_version_ids():
    """Test with very long user_id, flow_id, and version_id."""
    long_user_id = "u" * 256
    long_flow_id = "f" * 256
    long_version_id = "v" * 256
    settings = DummySettings(publish_backend_prefix="big/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key(long_user_id, long_flow_id, long_version_id); key = codeflash_output
    expected = f"big/{long_user_id}/flows/{long_flow_id}/versions/_{long_version_id}.json"

def test_very_long_prefix():
    """Test with a very long prefix."""
    long_prefix = "prefix_" * 100  # 700 chars
    if not long_prefix.endswith("/"):
        long_prefix += "/"
    settings = DummySettings(publish_backend_prefix=long_prefix, publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key("user", "flow", "ver"); key = codeflash_output
    expected = f"{long_prefix}user/flows/flow/versions/_ver.json"

def test_many_unique_keys():
    """Test generating many unique keys for different inputs to ensure no collision and correct formatting."""
    settings = DummySettings(publish_backend_prefix="multi/", publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    ids = range(100)  # 100 is large enough for unit test
    keys = set()
    for i in ids:
        user_id = f"user{i}"
        flow_id = f"flow{i*2}"
        version_id = f"ver{i*3}"
        codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output
        expected = f"multi/user{i}/flows/flow{i*2}/versions/_ver{i*3}.json"
        keys.add(key)

def test_large_scale_prefix_and_ids():
    """Test with both very long prefix and IDs."""
    prefix = "p" * 500 + "/"
    user_id = "u" * 200
    flow_id = "f" * 200
    version_id = "v" * 200
    settings = DummySettings(publish_backend_prefix=prefix, publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output
    expected = f"{prefix}{user_id}/flows/{flow_id}/versions/_{version_id}.json"

# ----------- 4. Additional Robustness Tests -----------

@pytest.mark.parametrize(
    "prefix,user_id,flow_id,version_id,expected",
    [
        ("pre/", "user", "flow", "ver", "pre/user/flows/flow/versions/_ver.json"),
        ("", "user", "flow", "ver", "user/flows/flow/versions/_ver.json"),
        ("abc", "u", "f", "v", "abc/u/flows/f/versions/_v.json"),
        ("/", "u", "f", "v", "/u/flows/f/versions/_v.json"),
        ("abc/", "", "f", "v", "abc//flows/f/versions/_v.json"),
        ("abc/", "u", "", "v", "abc/u/flows//versions/_v.json"),
        ("abc/", "u", "f", "", "abc/u/flows/f/versions/_.json"),
    ]
)
def test_parametrized_various_inputs(prefix, user_id, flow_id, version_id, expected):
    """Parametrized test for various combinations of prefix and IDs."""
    settings = DummySettings(publish_backend_prefix=prefix, publish_backend_bucket_name="bucket")
    service = S3PublishService(DummySettingsService(settings))
    codeflash_output = service._flow_version_key(user_id, flow_id, version_id); key = codeflash_output
# codeflash_output is used to check that the output of the original code is the same as that of the optimized code.

To edit these changes git checkout codeflash/optimize-pr11177-2026-01-01T01.56.34 and push.

Codeflash

autofix-ci bot and others added 2 commits January 1, 2026 01:43
The optimization achieves a **26% speedup** by moving the `aioboto3` import from inside the `__init__` method to module-level scope. 

**Key Change:**
- **Original**: The `try-except` block for importing `aioboto3` executes inside `__init__`, meaning Python's import machinery runs every time an `S3PublishService` instance is created.
- **Optimized**: The import attempt happens once at module load time, with `aioboto3` set to `None` if unavailable. The `__init__` method then performs a simple `None` check instead of re-attempting the import.

**Why This Is Faster:**
In Python, imports involve multiple system calls including module lookup, path resolution, and bytecode loading. Even when a module is already cached in `sys.modules`, the `try-except` machinery and import statement execution still incur overhead. By performing the import once at module level:
1. The import cost is paid only once when the module loads, not per-instance
2. Instance creation becomes a simple `None` check (a pointer comparison) instead of executing import machinery
3. Exception handling overhead is eliminated from the hot path of object instantiation

**Performance Characteristics:**
Based on the annotated tests, the optimization benefits all test scenarios uniformly since every test creates at least one `S3PublishService` instance. The speedup is most pronounced when:
- Multiple service instances are created (e.g., `test_large_scale_many_ids` creates 500+ keys, likely with instance reuse patterns)
- The service is instantiated frequently in production workflows
- Cold-start scenarios where instance creation happens repeatedly

**Impact Considerations:**
Without `function_references` data, we can't confirm the exact call patterns, but S3 publish services are typically instantiated per-request or per-operation in cloud environments. This optimization reduces the per-request overhead, which compounds significantly in high-throughput scenarios. The change maintains identical behavior: the warning still logs if `aioboto3` is unavailable, and `self.session` remains `None` in that case.
@codeflash-ai codeflash-ai bot added the ⚡️ codeflash Optimization PR opened by Codeflash AI label Jan 1, 2026
@coderabbitai
Copy link
Contributor

coderabbitai bot commented Jan 1, 2026

Important

Review skipped

Bot user detected.

To trigger a single review, invoke the @coderabbitai review command.

You can disable this status message by setting the reviews.review_status to false in the CodeRabbit configuration file.


Comment @coderabbitai help to get the list of available commands and usage tips.

@github-actions github-actions bot added the community Pull Request from an external contributor label Jan 1, 2026
@HzaRashid HzaRashid force-pushed the feat/publish-flow-impl branch from 518b6b4 to d572024 Compare January 1, 2026 01:57
@codecov
Copy link

codecov bot commented Jan 1, 2026

Codecov Report

✅ All modified and coverable lines are covered by tests.
⚠️ Please upload report for BASE (feat/publish-flow-impl@5d9e9bd). Learn more about missing BASE report.

Additional details and impacted files

Impacted file tree graph

@@                    Coverage Diff                    @@
##             feat/publish-flow-impl   #11178   +/-   ##
=========================================================
  Coverage                          ?   33.22%           
=========================================================
  Files                             ?     1394           
  Lines                             ?    66051           
  Branches                          ?     9778           
=========================================================
  Hits                              ?    21947           
  Misses                            ?    42977           
  Partials                          ?     1127           
Flag Coverage Δ
lfx 39.49% <ø> (?)

Flags with carried forward coverage won't be shown. Click here to find out more.

🚀 New features to boost your workflow:
  • ❄️ Test Analytics: Detect flaky tests, report on failures, and find test suite problems.
  • 📦 JS Bundle Analysis: Save yourself from yourself by tracking and limiting bundle sizes in JS merges.
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

⚡️ codeflash Optimization PR opened by Codeflash AI community Pull Request from an external contributor

1 participant