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#29-add cppa-pinecone-sync app#74

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snowfox1003 merged 23 commits intocppalliance:developfrom
jonathanMLDev:dev-29
Mar 16, 2026
Merged

#29-add cppa-pinecone-sync app#74
snowfox1003 merged 23 commits intocppalliance:developfrom
jonathanMLDev:dev-29

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@jonathanMLDev jonathanMLDev commented Feb 26, 2026

Summary by CodeRabbit

  • New Features

    • Pinecone integration for document sync, indexing, and a public sync API
  • Admin

    • Admin views to inspect sync status and failed sync entries
  • Management Command

    • CLI command to run sync for a given app/namespace/preprocessor
  • Models & Services

    • Per-app sync status and failed-id tracking with service helpers (get/clear/record/update)
  • Tests

    • Unit tests covering models, services, and sync flows
  • Configuration Changes

    • Replaced Celery config with Pinecone config; new env vars for Pinecone
  • Documentation

    • Preprocess guide and service API docs added
  • Dependencies

    • Added Pinecone and LangChain runtime packages

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📝 Walkthrough

Walkthrough

A new Django app cppa_pinecone_sync is introduced to synchronize documents to Pinecone vector databases, replacing Celery configuration. The app provides models, services, document ingestion logic, and management commands for managing document synchronization with comprehensive test coverage and documentation.

Changes

Cohort / File(s) Summary
Configuration & Dependencies
.env.example, config/settings.py, conftest.py, requirements.txt
Environment and project setup updated: Celery config replaced with Pinecone credentials; app registered in INSTALLED_APPS; pytest fixtures loaded; pinecone, langchain-core, and langchain-text-splitters dependencies added.
Django App Configuration
cppa_pinecone_sync/__init__.py, cppa_pinecone_sync/apps.py
New app initialization and AppConfig added with default_auto_field and descriptive verbose_name.
Models & Migrations
cppa_pinecone_sync/models.py, cppa_pinecone_sync/migrations/0001_initial.py
Two new models defined: PineconeFailList (tracks failed document IDs by app) and PineconeSyncStatus (tracks last successful sync per app with unique app_id constraint).
Admin & Service Layer
cppa_pinecone_sync/admin.py, cppa_pinecone_sync/services.py
Django admin interfaces for both models with filtering and search; five service functions for managing failed IDs and sync status (get, clear, record, update operations via ORM).
Core Business Logic
cppa_pinecone_sync/ingestion.py, cppa_pinecone_sync/sync.py
PineconeIngestion class manages Pinecone client, dual-index setup (dense/sparse), text splitting, and batch upsert/delete operations; sync_to_pinecone orchestrates full sync cycle including preprocessing, document building, upsertion, and status tracking.
Management Command
cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py
Django management command accepting app-id, namespace, and preprocessor arguments; resolves dotted preprocessor path and invokes sync_to_pinecone with validation and error reporting.
Test Suite
cppa_pinecone_sync/tests/...
Comprehensive pytest coverage: fixtures for app_id and failed_ids; model tests for creation/constraints/string representations; service tests for CRUD operations; sync tests mocking ingestion and verifying preprocessing, document building, and state updates.
Documentation
docs/Contributing.md, docs/Schema.md, docs/Service_API.md, docs/service_api/README.md, docs/service_api/cppa_pinecone_sync.md, docs/Pinecone_preprocess_guideline.md
Service layer entry added to contribution docs; schema updated to reflect app_id-based tracking instead of type-based; new service API documentation with detailed function signatures, parameters, and return types; comprehensive preprocessing guidelines for integration.

Sequence Diagram(s)

sequenceDiagram
    participant App as Caller
    participant Sync as sync_to_pinecone
    participant Ingestion as PineconeIngestion
    participant Pinecone as Pinecone API
    participant DB as Database

    App->>Sync: sync_to_pinecone(app_id, namespace, preprocess_fn)
    Sync->>DB: get_failed_ids(app_id)
    DB-->>Sync: [failed_ids]
    Sync->>DB: get_final_sync_at(app_id)
    DB-->>Sync: last_sync_time
    Sync->>App: preprocess_fn(failed_ids, last_sync_time)
    App-->>Sync: raw_docs, is_chunked
    Sync->>Sync: _build_documents_from_raw(raw_docs)
    Sync-->>Sync: [Document objects]
    Sync->>Ingestion: upsert_documents(documents, namespace, is_chunked)
    Ingestion->>Ingestion: Split & validate chunks
    Ingestion->>Pinecone: Batch upsert (dense index)
    Pinecone-->>Ingestion: success/failures
    Ingestion->>Pinecone: Batch upsert (sparse index)
    Pinecone-->>Ingestion: success/failures
    Ingestion-->>Sync: {upserted, failed_documents, errors}
    Sync->>Sync: Extract failed_ids from results
    Sync->>DB: clear_failed_ids(app_id)
    DB-->>Sync: deletion_count
    Sync->>DB: record_failed_ids(app_id, new_failed_ids)
    DB-->>Sync: [created entries]
    Sync->>DB: update_sync_status(app_id, current_time)
    DB-->>Sync: PineconeSyncStatus
    Sync-->>App: {upserted, total, failed_count, failed_ids, errors}
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Estimated code review effort

🎯 4 (Complex) | ⏱️ ~75 minutes

Suggested reviewers

  • iTinkerBell

Poem

🐇 Whiskers twitching with glee,
A Pinecone sync so spree!
Documents dance in vectors bright,
Failures tracked, status just right! 🌲✨
Hop along, the journey's tight!

🚥 Pre-merge checks | ✅ 3
✅ Passed checks (3 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly and specifically describes the main change: adding a new cppa-pinecone-sync application to the project.
Docstring Coverage ✅ Passed Docstring coverage is 87.27% which is sufficient. The required threshold is 80.00%.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

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Actionable comments posted: 7

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)
docs/Schema.md (1)

729-730: ⚠️ Potential issue | 🟡 Minor

Appendix A is still describing removed type fields.

Line 729 and Line 730 still reference type, but Section 9 now defines app_id. Please update these rows to prevent stale schema guidance.

🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@docs/Schema.md` around lines 729 - 730, Update the two table rows for
PineconeFailList and PineconeSyncStatus to reflect the new schema: replace
references to the removed "type" field with "app_id" and adjust the descriptions
accordingly (e.g., "failed_id, app_id" for PineconeFailList and "app_id,
final_sync_at, created_at, updated_at" for PineconeSyncStatus) so they match
Section 9's definition of app_id.
🧹 Nitpick comments (3)
cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py (2)

115-118: Remove redundant exception object from logging.exception call.

logging.exception automatically includes the exception info; passing e explicitly is redundant.

💡 Suggested fix
         except Exception as e:
-            logger.exception("run_cppa_pinecone_sync failed: %s", e)
+            logger.exception("run_cppa_pinecone_sync failed")
             self.stderr.write(self.style.ERROR(f"Sync failed: {e}"))
             raise
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py` around
lines 115 - 118, In the except block of run_cppa_pinecone_sync.py where
logger.exception is called, remove the redundant exception object argument (e)
because logging.exception already records the exception info; change the call to
simply logger.exception("run_cppa_pinecone_sync failed") and keep the existing
self.stderr.write(self.style.ERROR(f"Sync failed: {e}")) and raise to preserve
stderr output and re-raising behavior.

33-35: Consider using TypeError for non-callable check.

TypeError is more semantically appropriate when the resolved attribute exists but is not callable.

💡 Suggested fix
     if not callable(fn):
-        raise ValueError(f"{dotted_path!r} is not callable")
+        raise TypeError(f"{dotted_path!r} is not callable")
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py` around
lines 33 - 35, Replace the ValueError raised when a resolved attribute isn't
callable with a TypeError to reflect the correct semantics: in the block that
checks "if not callable(fn): raise ValueError(f\"{dotted_path!r} is not
callable\")" (variables fn and dotted_path), change the exception to TypeError
and keep the same message so callers get the correct exception type while
preserving the diagnostic text.
cppa_pinecone_sync/ingestion.py (1)

290-294: Consider using logging.exception for automatic stack trace inclusion.

When catching exceptions in batch processing, logging.exception provides more debugging context than logging.error.

💡 Suggested improvement
             except Exception as e:
                 error_msg = f"Error upserting batch {batch_num}: {e}"
-                logger.error(error_msg)
+                logger.exception(error_msg)
                 errors.append(error_msg)
                 failed_docs.extend(self._mark_batch_failed(batch, e))

Apply similar changes to lines 399 and 460 for consistent error logging.

🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/ingestion.py` around lines 290 - 294, Replace the current
logger.error usage inside the exception handlers with logger.exception so the
stack trace is captured; specifically update the except block that builds
error_msg ("Error upserting batch {batch_num}: {e}") to call
logger.exception(error_msg) instead of logger.error(error_msg) and keep the
existing errors.append(error_msg) and
failed_docs.extend(self._mark_batch_failed(batch, e)) behavior; apply the same
replacement (logger.error -> logger.exception) to the other exception handlers
referenced around the symbols at lines handling batch processing (the handlers
around batch_num and the comparable blocks near the code sections at the
locations noted, e.g., the other except blocks at the sections you flagged near
lines 399 and 460) so all batch-failure logs include stack traces.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Inline comments:
In @.env.example:
- Around line 92-95: The PINECONE_CLOUD variable is misplaced under the
Workspace section; move the commented PINECONE_CLOUD line out of the "Workspace"
block and place it with the Pinecone configuration block (near the existing
Pinecone keys around where PINECONE_API_KEY / PINECONE_ENV or other Pinecone
vars are declared), ensuring the Workspace section contains only
workspace-related keys and the Pinecone block contains PINECONE_CLOUD.

In `@cppa_pinecone_sync/ingestion.py`:
- Around line 319-323: The code calls record.pop("table_ids") which will raise a
KeyError when metadata lacks that key; update the removal to be defensive (e.g.,
use pop with a default or check membership) in the code paths that build records
(referencing record, metadata, doc_id) so both upsert_documents and callers that
bypass _build_documents_from_raw don't crash; change the record.pop("table_ids")
invocation to a safe removal (for example: only pop if "table_ids" in record or
use record.pop("table_ids", None)) in the function that builds/appends records.

In `@cppa_pinecone_sync/tests/test_models.py`:
- Around line 74-86: The test test_pinecone_sync_status_str only asserts the
app_id is present but should also assert the final_sync_at is included in the
string; update the test (in test_pinecone_sync_status_str) to build the expected
timestamp string from the created object's final_sync_at (e.g.,
str(obj.final_sync_at) or obj.final_sync_at.isoformat()) and add an assertion
that this string (or a reliably formatted subset like the date portion) is
contained in s to ensure final_sync_at appears in __str__ output.

In `@cppa_pinecone_sync/tests/test_services.py`:
- Around line 109-112: The assertion in the test for
services.get_final_sync_at(app_id) uses a directional difference ((result -
when).total_seconds() < 1) which will pass for large negative offsets; change it
to assert closeness by using an absolute time delta or bounded range (e.g.,
assert abs((result - when).total_seconds()) < 1 or compare (result - when)
against datetime.timedelta(seconds=1) with absolute value) so the test truly
verifies the timestamps are within one second of each other.

In `@docs/Contributing.md`:
- Around line 22-27: Add a new table row for the cppa_pinecone_sync service to
the services table so docs include the new app; specifically insert a row with
the App name `cppa_pinecone_sync`, the File `cppa_pinecone_sync/services.py`,
and a short Notes entry (e.g., "Pinecone sync, vectors, indexes") alongside the
existing entries for `cppa_user_tracker`, `github_activity_tracker`,
`boost_library_tracker`, and `discord_activity_tracker` so the CONTRIBUTING
service-layer list is complete.

In `@docs/Schema.md`:
- Around line 668-670: The note for PineconeSyncStatus uses "source type" but
the schema is keyed by app_id; update the explanatory text to consistently use
app_id terminology: change "per source type" to "per app_id" and clarify that
final_sync_at, created_at, and updated_at are timestamps for the row keyed by
app_id; ensure both PineconeFailList and PineconeSyncStatus descriptions
consistently reference app_id (and the failed_id where applicable) so the
documentation matches the schema semantics.

In `@docs/service_api/cppa_pinecone_sync.md`:
- Around line 11-70: The docs incorrectly use sync_type: str — update all
affected function signatures and parameter tables (get_failed_ids,
clear_failed_ids, record_failed_ids, get_final_sync_at, update_sync_status) to
use app_id: int (or int | None where applicable) and change descriptions to
state "Application ID" instead of "Source type"; also adjust examples/return
type notes if they referenced string IDs so they reflect the integer app_id
contract used by the service/schema.

---

Outside diff comments:
In `@docs/Schema.md`:
- Around line 729-730: Update the two table rows for PineconeFailList and
PineconeSyncStatus to reflect the new schema: replace references to the removed
"type" field with "app_id" and adjust the descriptions accordingly (e.g.,
"failed_id, app_id" for PineconeFailList and "app_id, final_sync_at, created_at,
updated_at" for PineconeSyncStatus) so they match Section 9's definition of
app_id.

---

Nitpick comments:
In `@cppa_pinecone_sync/ingestion.py`:
- Around line 290-294: Replace the current logger.error usage inside the
exception handlers with logger.exception so the stack trace is captured;
specifically update the except block that builds error_msg ("Error upserting
batch {batch_num}: {e}") to call logger.exception(error_msg) instead of
logger.error(error_msg) and keep the existing errors.append(error_msg) and
failed_docs.extend(self._mark_batch_failed(batch, e)) behavior; apply the same
replacement (logger.error -> logger.exception) to the other exception handlers
referenced around the symbols at lines handling batch processing (the handlers
around batch_num and the comparable blocks near the code sections at the
locations noted, e.g., the other except blocks at the sections you flagged near
lines 399 and 460) so all batch-failure logs include stack traces.

In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py`:
- Around line 115-118: In the except block of run_cppa_pinecone_sync.py where
logger.exception is called, remove the redundant exception object argument (e)
because logging.exception already records the exception info; change the call to
simply logger.exception("run_cppa_pinecone_sync failed") and keep the existing
self.stderr.write(self.style.ERROR(f"Sync failed: {e}")) and raise to preserve
stderr output and re-raising behavior.
- Around line 33-35: Replace the ValueError raised when a resolved attribute
isn't callable with a TypeError to reflect the correct semantics: in the block
that checks "if not callable(fn): raise ValueError(f\"{dotted_path!r} is not
callable\")" (variables fn and dotted_path), change the exception to TypeError
and keep the same message so callers get the correct exception type while
preserving the diagnostic text.

ℹ️ Review info

Configuration used: Repository UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 34257ca and 06dac68.

📒 Files selected for processing (27)
  • .env.example
  • config/settings.py
  • conftest.py
  • cppa_pinecone_sync/__init__.py
  • cppa_pinecone_sync/admin.py
  • cppa_pinecone_sync/apps.py
  • cppa_pinecone_sync/ingestion.py
  • cppa_pinecone_sync/management/__init__.py
  • cppa_pinecone_sync/management/commands/__init__.py
  • cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py
  • cppa_pinecone_sync/migrations/0001_initial.py
  • cppa_pinecone_sync/migrations/__init__.py
  • cppa_pinecone_sync/models.py
  • cppa_pinecone_sync/services.py
  • cppa_pinecone_sync/sync.py
  • cppa_pinecone_sync/tests/__init__.py
  • cppa_pinecone_sync/tests/fixtures.py
  • cppa_pinecone_sync/tests/test_models.py
  • cppa_pinecone_sync/tests/test_services.py
  • cppa_pinecone_sync/tests/test_sync.py
  • docs/Contributing.md
  • docs/Pinecone_preprocess_guideline.md
  • docs/Schema.md
  • docs/Service_API.md
  • docs/service_api/README.md
  • docs/service_api/cppa_pinecone_sync.md
  • requirements.txt

Comment thread .env.example Outdated
Comment thread cppa_pinecone_sync/ingestion.py Outdated
Comment thread cppa_pinecone_sync/tests/test_models.py
Comment thread cppa_pinecone_sync/tests/test_services.py Outdated
Comment thread docs/Contributing.md Outdated
Comment thread docs/Schema.md Outdated
Comment thread docs/service_api/cppa_pinecone_sync.md Outdated
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Actionable comments posted: 6

♻️ Duplicate comments (2)
docs/Schema.md (1)

670-670: ⚠️ Potential issue | 🟡 Minor

Use app_id terminology in the sync-status note.

Line 670 still says “last sync for that type,” but this table is keyed by app_id. Please align wording to avoid semantic drift.

📘 Suggested docs patch
-**Note:** **PineconeSyncStatus** - Tracks the last successful sync per app. One row per `app_id`. `final_sync_at` is when the last sync for that type completed; `created_at` and `updated_at` are for the row.
+**Note:** **PineconeSyncStatus** - Tracks the last successful sync per app. One row per `app_id`. `final_sync_at` is when the last sync for that `app_id` completed; `created_at` and `updated_at` are for the row.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@docs/Schema.md` at line 670, Update the PineconeSyncStatus note to use the
`app_id` terminology: change the phrase "last sync for that type" to something
like "last sync for that app (`app_id`)" so the description clearly reflects
that PineconeSyncStatus is keyed by `app_id` and that `final_sync_at` records
when the last sync for that app completed; keep `created_at` and `updated_at` as
row timestamps.
cppa_pinecone_sync/tests/test_models.py (1)

75-87: ⚠️ Potential issue | 🟡 Minor

Strengthen __str__ assertion to verify the timestamp value.

Line 86 currently checks only field-name text. Add a value check so the test guarantees final_sync_at content is actually rendered.

🧪 Suggested test patch
     s = str(obj)
     assert "1" in s
     assert "final_sync_at" in s
+    assert when.date().isoformat() in s
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/tests/test_models.py` around lines 75 - 87, Test currently
only asserts the field-name "final_sync_at" appears in the string; update it to
assert the actual timestamp value is included. After creating when =
timezone.now() and obj = baker.make(..., final_sync_at=when), check that the
string s contains a deterministic representation of when (e.g. when.isoformat()
or when.strftime(...) matching your model's __str__ formatting) instead of or in
addition to "final_sync_at" so the test verifies the timestamp value is rendered
for PineconeSyncStatus.
🧹 Nitpick comments (2)
requirements.txt (1)

16-19: Consider pinning or constraining upper bounds for new dependencies.

The loose >= constraints allow any future major version, which could introduce breaking changes. With pinecone now at 8.1.0 (vs. the >=3.0 constraint), langchain-core at 1.2.16 (vs. >=0.1), and langchain-text-splitters at 1.1.1 (vs. >=0.0.1), there's clear risk of unintended major version updates. Consider specifying upper bounds (e.g., pinecone>=3.0,<4 or langchain-core>=0.1,<2) to prevent unexpected breakage during dependency updates.

🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@requirements.txt` around lines 16 - 19, The requirements file uses open-ended
>= version specifiers for pinecone, langchain-core, and
langchain-text-splitters; update these entries to include conservative upper
bounds to avoid accidental major upgrades (for example change pinecone to a
range like >=3.0,<4, langchain-core to >=0.1,<2, and langchain-text-splitters to
>=0.0.1,<2) or pin to tested exact versions; modify the lines referencing the
package names pinecone, langchain-core, and langchain-text-splitters in
requirements.txt accordingly.
cppa_pinecone_sync/sync.py (1)

79-88: Deduplicate failed IDs before persisting them.

_extract_new_failed_ids can return duplicates across failed documents, which leads to duplicate fail-list rows and redundant retries.

Proposed fix
 def _extract_new_failed_ids(result: dict[str, Any]) -> list[str]:
@@
-    return new_failed_ids
+    # preserve order while removing duplicates
+    return list(dict.fromkeys(new_failed_ids))
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/sync.py` around lines 79 - 88, _extract_new_failed_ids may
return duplicate IDs across failed_documents; update it to deduplicate before
returning by collecting IDs into a seen set (or using an ordered-unique approach
like dict.fromkeys) as you build new_failed_ids so duplicates are skipped, then
return the list of unique IDs (preserving first-seen order) instead of the raw
extended list.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Inline comments:
In @.env.example:
- Around line 80-88: The Celery worker/beat comments currently sit inside the
Pinecone block and should be removed or moved; update .env.example by either
deleting the two Celery comment lines ("Run worker: celery -A config worker -l
info" and "Run beat (daily 1 AM PST): celery -A config beat -l info") or
relocating them under a new dedicated "# Celery" section header so they are no
longer orphaned within the Pinecone configuration block.

In `@cppa_pinecone_sync/ingestion.py`:
- Around line 311-320: The current ID generation uses original_doc_id and falls
back to appending text[:50] and len(text) when metadata lacks start_index, which
can yield collisions; update the logic around original_doc_id/doc_id (where
hashlib.md5 is called) to include a truly unique per-chunk component (for
example batch_start_idx plus the local chunk index or a UUID via uuid.uuid4())
when "start_index" is not present, so each record dict with keys "id" and
"chunk_text" is guaranteed unique even for identical text/length; ensure you
update the branch that checks "start_index" in metadata and compute the final
doc_id using the augmented original_doc_id before hashing.

In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py`:
- Around line 69-83: The validation blocks in the command's handle() use "return
1" which does not produce a non-zero exit in Django 4.2+; replace each "return
1" with raising django.core.management.CommandError carrying the same error
message, and ensure CommandError is imported (from django.core.management import
CommandError); update the two checks that reference app_id, namespace, and
preprocessor_path to raise CommandError("When --app-id is set, both --namespace
and --preprocessor are required.") and CommandError("When --namespace or
--preprocessor is set, --app-id is required.") respectively so the command
runner returns a proper non-zero exit.

In `@cppa_pinecone_sync/models.py`:
- Around line 4-5: Docstrings for the classes PineconeFailList and
PineconeSyncStatus use a Unicode EN DASH (–); replace each EN DASH in those
docstrings with a standard ASCII hyphen-minus (-) so punctuation is consistent
and toolchains that expect ASCII don't choke; update the docstring lines for
PineconeFailList and PineconeSyncStatus accordingly.

In `@cppa_pinecone_sync/sync.py`:
- Around line 140-144: The current flow clears existing failed IDs with
services.clear_failed_ids(app_id) before inserting new_failed_ids which can wipe
the retry list if insertion fails; change this to an atomic swap: either call a
single transactional method (e.g., services.replace_failed_ids(app_id,
new_failed_ids)) that writes the new set atomically, or else insert/merge the
new_failed_ids first via services.record_failed_ids(app_id, new_failed_ids) and
only call services.clear_failed_ids(app_id) to remove old IDs after the insert
succeeds; update the code around _extract_new_failed_ids,
services.record_failed_ids and services.clear_failed_ids accordingly so the
replacement is atomic and the retry list cannot be lost on failure.

In `@docs/Pinecone_preprocess_guideline.md`:
- Line 13: The inline comment for app_id is incorrect: update the usage example
for the app_id variable (symbol: app_id) so it no longer says "stored as
str(app_id) in DB" and instead reflects the actual schema (stored as an
integer), e.g., change the comment to indicate it's stored as an int (or remove
the str(...) mention) so the docs match the schema.

---

Duplicate comments:
In `@cppa_pinecone_sync/tests/test_models.py`:
- Around line 75-87: Test currently only asserts the field-name "final_sync_at"
appears in the string; update it to assert the actual timestamp value is
included. After creating when = timezone.now() and obj = baker.make(...,
final_sync_at=when), check that the string s contains a deterministic
representation of when (e.g. when.isoformat() or when.strftime(...) matching
your model's __str__ formatting) instead of or in addition to "final_sync_at" so
the test verifies the timestamp value is rendered for PineconeSyncStatus.

In `@docs/Schema.md`:
- Line 670: Update the PineconeSyncStatus note to use the `app_id` terminology:
change the phrase "last sync for that type" to something like "last sync for
that app (`app_id`)" so the description clearly reflects that PineconeSyncStatus
is keyed by `app_id` and that `final_sync_at` records when the last sync for
that app completed; keep `created_at` and `updated_at` as row timestamps.

---

Nitpick comments:
In `@cppa_pinecone_sync/sync.py`:
- Around line 79-88: _extract_new_failed_ids may return duplicate IDs across
failed_documents; update it to deduplicate before returning by collecting IDs
into a seen set (or using an ordered-unique approach like dict.fromkeys) as you
build new_failed_ids so duplicates are skipped, then return the list of unique
IDs (preserving first-seen order) instead of the raw extended list.

In `@requirements.txt`:
- Around line 16-19: The requirements file uses open-ended >= version specifiers
for pinecone, langchain-core, and langchain-text-splitters; update these entries
to include conservative upper bounds to avoid accidental major upgrades (for
example change pinecone to a range like >=3.0,<4, langchain-core to >=0.1,<2,
and langchain-text-splitters to >=0.0.1,<2) or pin to tested exact versions;
modify the lines referencing the package names pinecone, langchain-core, and
langchain-text-splitters in requirements.txt accordingly.

ℹ️ Review info

Configuration used: Repository UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 34257ca and 7c4fa37.

📒 Files selected for processing (27)
  • .env.example
  • config/settings.py
  • conftest.py
  • cppa_pinecone_sync/__init__.py
  • cppa_pinecone_sync/admin.py
  • cppa_pinecone_sync/apps.py
  • cppa_pinecone_sync/ingestion.py
  • cppa_pinecone_sync/management/__init__.py
  • cppa_pinecone_sync/management/commands/__init__.py
  • cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py
  • cppa_pinecone_sync/migrations/0001_initial.py
  • cppa_pinecone_sync/migrations/__init__.py
  • cppa_pinecone_sync/models.py
  • cppa_pinecone_sync/services.py
  • cppa_pinecone_sync/sync.py
  • cppa_pinecone_sync/tests/__init__.py
  • cppa_pinecone_sync/tests/fixtures.py
  • cppa_pinecone_sync/tests/test_models.py
  • cppa_pinecone_sync/tests/test_services.py
  • cppa_pinecone_sync/tests/test_sync.py
  • docs/Contributing.md
  • docs/Pinecone_preprocess_guideline.md
  • docs/Schema.md
  • docs/Service_API.md
  • docs/service_api/README.md
  • docs/service_api/cppa_pinecone_sync.md
  • requirements.txt

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Actionable comments posted: 1

♻️ Duplicate comments (8)
docs/Pinecone_preprocess_guideline.md (1)

13-13: ⚠️ Potential issue | 🟡 Minor

Fix the app_id storage note in the example.

Line 13 still says app_id is stored as str(app_id), which conflicts with the app_id-as-integer schema used elsewhere.

📘 Suggested docs patch
-    app_id=1,                  # e.g. 1, 2, 3 (stored as str(app_id) in DB)
+    app_id=1,                  # e.g. 1, 2, 3 (stored as int in DB)
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@docs/Pinecone_preprocess_guideline.md` at line 13, Update the inline comment
for the example "app_id=1" to reflect that app_id is stored as an integer in the
DB (not str); locate the "app_id=1,  # e.g. 1, 2, 3 (stored as str(app_id) in
DB)" line and change the parenthetical note to indicate integer storage (e.g.,
"(stored as int in DB)" or remove the str(...) mention) so it matches the
integer schema used elsewhere.
docs/Schema.md (1)

670-670: ⚠️ Potential issue | 🟡 Minor

Use app_id terminology consistently in the note.

Line 670 still says “last sync for that type completed,” which conflicts with the updated app_id-keyed model semantics.

📘 Suggested wording fix
-**Note:** **PineconeSyncStatus** - Tracks the last successful sync per app. One row per `app_id`. `final_sync_at` is when the last sync for that type completed; `created_at` and `updated_at` are for the row.
+**Note:** **PineconeSyncStatus** - Tracks the last successful sync per app. One row per `app_id`. `final_sync_at` is when the last sync for that `app_id` completed; `created_at` and `updated_at` are for that row.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@docs/Schema.md` at line 670, Update the Note for PineconeSyncStatus to use
"app_id" terminology consistently: change the phrase "last sync for that type
completed" to "last sync for that app completed" (or "last successful sync for
that app_id") and ensure fields referenced (final_sync_at, created_at,
updated_at) remain described as row-level timestamps for the app_id-keyed model
so the note matches the PineconeSyncStatus semantics.
.env.example (1)

80-87: ⚠️ Potential issue | 🟡 Minor

Remove or relocate Celery comments from the Pinecone section.

Lines 86-87 are Celery operational notes but are currently nested under the Pinecone config block, which is misleading.

🔧 Suggested cleanup
 # PINECONE_API_KEY=pc-xxxx
 # PINECONE_INDEX_NAME=boost-dashboard
 # PINECONE_ENVIRONMENT=us-east-1
 # PINECONE_CLOUD=aws
-# Run worker: celery -A config worker -l info
-# Run beat (daily 1 AM PST): celery -A config beat -l info
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In @.env.example around lines 80 - 87, The Celery operational notes are
incorrectly placed inside the Pinecone env block; remove or relocate the two
Celery comment lines ("Run worker: celery -A config worker -l info" and "Run
beat (daily 1 AM PST): celery -A config beat -l info") so the Pinecone variables
(PINECONE_API_KEY, PINECONE_INDEX_NAME, PINECONE_ENVIRONMENT, PINECONE_CLOUD)
remain grouped together; either move those Celery lines into a new dedicated
Celery section (or README/deployment docs) or delete them from .env.example to
avoid misleading placement.
cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py (1)

15-15: ⚠️ Potential issue | 🔴 Critical

Use CommandError for failures and avoid integer returns from handle().

At Line 75 and Line 82, return 1 is not a reliable failure signal for Django commands. Use CommandError for invalid argument combinations. Also avoid return 0 at Line 92 and Line 114; return None on success.

Proposed fix
-from django.core.management.base import BaseCommand
+from django.core.management.base import BaseCommand, CommandError
@@
         if app_id is not None and not (namespace and preprocessor_path):
-            self.stderr.write(
-                self.style.ERROR(
-                    "When --app-id is set, both --namespace and --preprocessor are required."
-                )
-            )
-            return 1
+            raise CommandError(
+                "When --app-id is set, both --namespace and --preprocessor are required."
+            )
         if (namespace or preprocessor_path) and app_id is None:
-            self.stderr.write(
-                self.style.ERROR(
-                    "When --namespace or --preprocessor is set, --app-id is required."
-                )
-            )
-            return 1
+            raise CommandError(
+                "When --namespace or --preprocessor is set, --app-id is required."
+            )
@@
-            return 0
+            return
@@
-            return 0
+            return
In Django 4.2/5.0 management commands, does returning 1 from handle() set process exit code, or should CommandError be raised for non-zero exits?

Also applies to: 69-83, 92-92, 114-114

🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py` at line 15,
The command's handle() in class Command should not signal failures via integer
returns; replace the invalid-argument early exits that currently "return 1" by
raising django.core.management.base.CommandError with a clear message (e.g.,
where argument combinations are invalid inside handle()), and remove explicit
"return 0" success returns so the method returns None on success; update any
related conditional branches in run_cppa_pinecone_sync.Command.handle to raise
CommandError for errors and simply exit the function (no return value) for
success.
cppa_pinecone_sync/tests/test_models.py (1)

74-87: ⚠️ Potential issue | 🟡 Minor

Assert the rendered final_sync_at value, not just the literal field name.

This currently passes even if the timestamp itself is missing or malformed in __str__.

🔧 Proposed fix
     s = str(obj)
-    assert "1" in s
-    assert "final_sync_at" in s
+    assert "app_id=1" in s
+    assert str(obj.final_sync_at.date()) in s
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/tests/test_models.py` around lines 74 - 87, The test
test_pinecone_sync_status_str is asserting the literal field name instead of the
actual timestamp; update it to assert that the rendered final_sync_at value
appears in str(obj) by comparing against the known when value (e.g. str(when) or
when.isoformat()) so the __str__ output from PineconeSyncStatus actually
includes the timestamp; locate the test_pinecone_sync_status_str function and
replace the assert "final_sync_at" in s with an assertion that the stringified
when is contained in s.
cppa_pinecone_sync/models.py (1)

4-5: ⚠️ Potential issue | 🟡 Minor

Replace EN DASH with ASCII hyphen in the module docstring.

Keeping ASCII punctuation avoids toolchain ambiguity and resolves the Ruff warning.

🔧 Proposed fix
-PineconeFailList  – records failed sync operations by failed_id and app_id for retry or audit.
-PineconeSyncStatus – tracks the last successful sync per source app_id.
+PineconeFailList  - records failed sync operations by failed_id and app_id for retry or audit.
+PineconeSyncStatus - tracks the last successful sync per source app_id.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/models.py` around lines 4 - 5, The module docstring
contains EN DASH characters between the class descriptions ("PineconeFailList  –
records..." and "PineconeSyncStatus – tracks..."); replace each EN DASH (–) with
a plain ASCII hyphen (-) in the module docstring so the text reads
"PineconeFailList - records..." and "PineconeSyncStatus - tracks..." to satisfy
the linter and avoid toolchain ambiguity, leaving the rest of the docstring and
the identifiers PineconeFailList and PineconeSyncStatus unchanged.
cppa_pinecone_sync/sync.py (1)

140-144: ⚠️ Potential issue | 🟠 Major

Make failed-ID replacement atomic to prevent retry-list loss.

If record_failed_ids fails after clear_failed_ids, previous retry IDs are permanently lost.

🔒 Proposed fix
+from django.db import transaction
@@
-    services.clear_failed_ids(app_id)
     new_failed_ids = _extract_new_failed_ids(result)
-    if new_failed_ids:
-        services.record_failed_ids(app_id, new_failed_ids)
+    with transaction.atomic():
+        services.clear_failed_ids(app_id)
+        if new_failed_ids:
+            services.record_failed_ids(app_id, new_failed_ids)
     if new_failed_ids:
         logger.warning(
             "app_id=%s: %d source IDs recorded as failed", app_id, len(new_failed_ids)
         )
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/sync.py` around lines 140 - 144, Currently code calls
services.clear_failed_ids(app_id) before services.record_failed_ids(app_id,
new_failed_ids), risking loss if record fails; instead make the replacement
atomic by either (A) adding a new service method like
services.replace_failed_ids(app_id, new_failed_ids) that performs the
clear-and-insert in a single DB transaction and call that from this spot, or (B)
wrap clear_failed_ids and record_failed_ids in a transaction inside services so
they succeed or rollback together; locate this call site
(services.clear_failed_ids / services.record_failed_ids /
_extract_new_failed_ids) and switch to the atomic replace API (or implement
transactional behavior) so previous retry IDs aren’t lost on failure.
cppa_pinecone_sync/ingestion.py (1)

311-319: ⚠️ Potential issue | 🟠 Major

Fallback chunk-ID strategy can collide for repeated text.

When start_index is missing, using text[:50] + len(text) is not unique and can overwrite vectors.

🔧 Proposed fix
-        for doc in batch:
+        for offset, doc in enumerate(batch):
@@
             if "start_index" in metadata:
                 original_doc_id = f"{original_doc_id}_{metadata['start_index']}"
             else:
-                original_doc_id = f"{original_doc_id}_{text[:50]}_{len(text)}"
+                chunk_key = batch_start_idx + offset
+                original_doc_id = f"{original_doc_id}_{chunk_key}_{len(text)}"
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/ingestion.py` around lines 311 - 319, The fallback
chunk-ID generation using original_doc_id + text[:50] + len(text) can collide
for repeated or similar text; update the logic that builds original_doc_id (used
to compute doc_id) to include a stable per-chunk unique value such as the
record's index/offset within the batch or a hash of the entire chunk (e.g.,
sha256(text) or uuid4 if nondeterministic IDs are acceptable) instead of just
text[:50] and len(text); ensure the branch that checks for "start_index" in
metadata still preserves existing behavior and that the final doc_id remains the
md5(hex) of the composed original_doc_id.
🧹 Nitpick comments (1)
cppa_pinecone_sync/services.py (1)

39-44: De-duplicate failed_ids before bulk_create to avoid redundant retry rows.

This keeps retry queues smaller and avoids repeated processing of the same source ID.

♻️ Proposed refactor
 def record_failed_ids(app_id: int, failed_ids: list[str]) -> list[PineconeFailList]:
     """Bulk-create PineconeFailList entries for each failed_id. Returns created objects."""
     if not failed_ids:
         return []
-    objs = [PineconeFailList(failed_id=fid, app_id=app_id) for fid in failed_ids]
+    unique_failed_ids = list(dict.fromkeys(failed_ids))
+    objs = [
+        PineconeFailList(failed_id=fid, app_id=app_id)
+        for fid in unique_failed_ids
+    ]
     return PineconeFailList.objects.bulk_create(objs)
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/services.py` around lines 39 - 44, In record_failed_ids,
deduplicate the incoming failed_ids before creating PineconeFailList rows to
avoid duplicate retry entries: produce a unique list (preserving order, e.g. via
dict.fromkeys) from failed_ids, build objs = [PineconeFailList(failed_id=fid,
app_id=app_id) for fid in unique_failed_ids], and pass that list to
PineconeFailList.objects.bulk_create; leave the early return for empty input
intact and return the bulk_create result.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Inline comments:
In `@cppa_pinecone_sync/services.py`:
- Around line 69-71: The save call in services.py inside the "if not created"
block only updates final_sync_at, which prevents the model's auto_now updated_at
from refreshing; modify the obj.save call (in the block that sets
obj.final_sync_at = ts) to include "updated_at" in update_fields (e.g.,
update_fields=["final_sync_at", "updated_at"]) so Django will update the
auto_now timestamp when final_sync_at is changed.

---

Duplicate comments:
In @.env.example:
- Around line 80-87: The Celery operational notes are incorrectly placed inside
the Pinecone env block; remove or relocate the two Celery comment lines ("Run
worker: celery -A config worker -l info" and "Run beat (daily 1 AM PST): celery
-A config beat -l info") so the Pinecone variables (PINECONE_API_KEY,
PINECONE_INDEX_NAME, PINECONE_ENVIRONMENT, PINECONE_CLOUD) remain grouped
together; either move those Celery lines into a new dedicated Celery section (or
README/deployment docs) or delete them from .env.example to avoid misleading
placement.

In `@cppa_pinecone_sync/ingestion.py`:
- Around line 311-319: The fallback chunk-ID generation using original_doc_id +
text[:50] + len(text) can collide for repeated or similar text; update the logic
that builds original_doc_id (used to compute doc_id) to include a stable
per-chunk unique value such as the record's index/offset within the batch or a
hash of the entire chunk (e.g., sha256(text) or uuid4 if nondeterministic IDs
are acceptable) instead of just text[:50] and len(text); ensure the branch that
checks for "start_index" in metadata still preserves existing behavior and that
the final doc_id remains the md5(hex) of the composed original_doc_id.

In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py`:
- Line 15: The command's handle() in class Command should not signal failures
via integer returns; replace the invalid-argument early exits that currently
"return 1" by raising django.core.management.base.CommandError with a clear
message (e.g., where argument combinations are invalid inside handle()), and
remove explicit "return 0" success returns so the method returns None on
success; update any related conditional branches in
run_cppa_pinecone_sync.Command.handle to raise CommandError for errors and
simply exit the function (no return value) for success.

In `@cppa_pinecone_sync/models.py`:
- Around line 4-5: The module docstring contains EN DASH characters between the
class descriptions ("PineconeFailList  – records..." and "PineconeSyncStatus –
tracks..."); replace each EN DASH (–) with a plain ASCII hyphen (-) in the
module docstring so the text reads "PineconeFailList - records..." and
"PineconeSyncStatus - tracks..." to satisfy the linter and avoid toolchain
ambiguity, leaving the rest of the docstring and the identifiers
PineconeFailList and PineconeSyncStatus unchanged.

In `@cppa_pinecone_sync/sync.py`:
- Around line 140-144: Currently code calls services.clear_failed_ids(app_id)
before services.record_failed_ids(app_id, new_failed_ids), risking loss if
record fails; instead make the replacement atomic by either (A) adding a new
service method like services.replace_failed_ids(app_id, new_failed_ids) that
performs the clear-and-insert in a single DB transaction and call that from this
spot, or (B) wrap clear_failed_ids and record_failed_ids in a transaction inside
services so they succeed or rollback together; locate this call site
(services.clear_failed_ids / services.record_failed_ids /
_extract_new_failed_ids) and switch to the atomic replace API (or implement
transactional behavior) so previous retry IDs aren’t lost on failure.

In `@cppa_pinecone_sync/tests/test_models.py`:
- Around line 74-87: The test test_pinecone_sync_status_str is asserting the
literal field name instead of the actual timestamp; update it to assert that the
rendered final_sync_at value appears in str(obj) by comparing against the known
when value (e.g. str(when) or when.isoformat()) so the __str__ output from
PineconeSyncStatus actually includes the timestamp; locate the
test_pinecone_sync_status_str function and replace the assert "final_sync_at" in
s with an assertion that the stringified when is contained in s.

In `@docs/Pinecone_preprocess_guideline.md`:
- Line 13: Update the inline comment for the example "app_id=1" to reflect that
app_id is stored as an integer in the DB (not str); locate the "app_id=1,  #
e.g. 1, 2, 3 (stored as str(app_id) in DB)" line and change the parenthetical
note to indicate integer storage (e.g., "(stored as int in DB)" or remove the
str(...) mention) so it matches the integer schema used elsewhere.

In `@docs/Schema.md`:
- Line 670: Update the Note for PineconeSyncStatus to use "app_id" terminology
consistently: change the phrase "last sync for that type completed" to "last
sync for that app completed" (or "last successful sync for that app_id") and
ensure fields referenced (final_sync_at, created_at, updated_at) remain
described as row-level timestamps for the app_id-keyed model so the note matches
the PineconeSyncStatus semantics.

---

Nitpick comments:
In `@cppa_pinecone_sync/services.py`:
- Around line 39-44: In record_failed_ids, deduplicate the incoming failed_ids
before creating PineconeFailList rows to avoid duplicate retry entries: produce
a unique list (preserving order, e.g. via dict.fromkeys) from failed_ids, build
objs = [PineconeFailList(failed_id=fid, app_id=app_id) for fid in
unique_failed_ids], and pass that list to PineconeFailList.objects.bulk_create;
leave the early return for empty input intact and return the bulk_create result.

ℹ️ Review info

Configuration used: Repository UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 34257ca and 7c4fa37.

📒 Files selected for processing (27)
  • .env.example
  • config/settings.py
  • conftest.py
  • cppa_pinecone_sync/__init__.py
  • cppa_pinecone_sync/admin.py
  • cppa_pinecone_sync/apps.py
  • cppa_pinecone_sync/ingestion.py
  • cppa_pinecone_sync/management/__init__.py
  • cppa_pinecone_sync/management/commands/__init__.py
  • cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py
  • cppa_pinecone_sync/migrations/0001_initial.py
  • cppa_pinecone_sync/migrations/__init__.py
  • cppa_pinecone_sync/models.py
  • cppa_pinecone_sync/services.py
  • cppa_pinecone_sync/sync.py
  • cppa_pinecone_sync/tests/__init__.py
  • cppa_pinecone_sync/tests/fixtures.py
  • cppa_pinecone_sync/tests/test_models.py
  • cppa_pinecone_sync/tests/test_services.py
  • cppa_pinecone_sync/tests/test_sync.py
  • docs/Contributing.md
  • docs/Pinecone_preprocess_guideline.md
  • docs/Schema.md
  • docs/Service_API.md
  • docs/service_api/README.md
  • docs/service_api/cppa_pinecone_sync.md
  • requirements.txt

Comment thread cppa_pinecone_sync/services.py Outdated
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🧹 Nitpick comments (1)
cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py (1)

105-108: Remove redundant logging and preserve exception chain.

Lines 106-107 log the same error twice—logger.exception already includes the traceback, making the subsequent logger.error redundant. Additionally, using raise ... from e preserves the exception chain for better debugging.

♻️ Proposed fix
         except Exception as e:
-            logger.exception("run_cppa_pinecone_sync failed: %s", e)
-            logger.error("Sync failed: %s", e)
-            raise CommandError(f"Sync failed: {e}")
+            logger.exception("run_cppa_pinecone_sync failed")
+            raise CommandError(f"Sync failed: {e}") from e
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.

In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py` around
lines 105 - 108, Remove the redundant logger.error call and preserve the
exception chain: inside the except block that catches Exception as e in
run_cppa_pinecone_sync (the except in run method of the management command),
keep the existing logger.exception(...) which logs the traceback, remove the
subsequent logger.error(...) line, and re-raise the CommandError using "raise
CommandError(f\"Sync failed: {e}\") from e" so the original exception is chained
to the CommandError for debugging.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.

Nitpick comments:
In `@cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py`:
- Around line 105-108: Remove the redundant logger.error call and preserve the
exception chain: inside the except block that catches Exception as e in
run_cppa_pinecone_sync (the except in run method of the management command),
keep the existing logger.exception(...) which logs the traceback, remove the
subsequent logger.error(...) line, and re-raise the CommandError using "raise
CommandError(f\"Sync failed: {e}\") from e" so the original exception is chained
to the CommandError for debugging.

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📒 Files selected for processing (5)
  • cppa_pinecone_sync/management/commands/run_cppa_pinecone_sync.py
  • cppa_pinecone_sync/models.py
  • cppa_pinecone_sync/services.py
  • cppa_pinecone_sync/sync.py
  • docs/Pinecone_preprocess_guideline.md

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lgtm

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2 participants