comet-ml
[NA] [SDK] Added experiments to import/export options, and completely refactored commands
Details
The main changes in this PR are:
- Allowing proper import/export of experiments (including downloading linked prompts, datasets, and traces)
- Rearrangement to download single items by
data_type(see below) - Ability to download all items as CSV or JSON
- These changes are not backwards compatible, but was unavoidable.
Key Highlights
Experiment Import - Automatic Trace Import
Before: Importing experiments required manually importing traces first to build trace ID mappings.
After: Experiment import automatically imports traces from workspace_folder/projects/ and builds trace ID mappings.
# Now works in one step - traces are imported automatically
opik import default experiment ./exported-workspace/
Export Format Support
Import now supports multiple export formats:
-
Datasets: Both
{"name": "..."}and{"dataset": {"name": "..."}}formats -
Prompts: Both
{"name": "..."}and{"prompt": {"name": "..."}}formats -
Experiments: Now includes
dataset_item_datain exported items
Feedback Score Cleaning
Fixed: Feedback scores are now automatically cleaned to remove read-only fields (source, created_at, etc.) before import, preventing validation errors.
Dataset Item Schema Flexibility
Fixed: Dataset items now use all fields from the export (not just input, expected_output, metadata), supporting any dataset schema.
Export Summary Enhancement
Before: Export summary only showed experiment count.
After: Export summary shows counts for experiments, datasets, prompts, and traces.
📊 Export Summary
🧪 Experiments | 1
📊 Datasets | 1
💬 Prompts | 2
🔍 Traces | 100
Change checklist
- [x] User facing
- [x] Documentation update
Issues
N/A
Testing
- New e2e tests for experiment import functionality
- Updated existing tests to cover the new option
- Comprehensive scenarios including error handling, filtering, and dry-run modes
Documentation
Updated the import/export SDK page
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This feature was not included in original import/export. See comment here:
https://github.com/comet-ml/opik/pull/3630#discussion_r2430248039
CC: @alexkuzmik
SDK E2E Tests Results
142 tests 132 ✅ 5m 46s ⏱️ 1 suites 1 💤 1 files 9 ❌
For more details on these failures, see this check.
Results for commit f7b28dce.
:recycle: This comment has been updated with latest results.
SDK Unit Tests Results
1 124 tests 1 121 ✅ 36s ⏱️ 1 suites 0 💤 1 files 3 ❌
For more details on these failures, see this check.
Results for commit 70bffd82.
:recycle: This comment has been updated with latest results.
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📌 Results for commit 7d8e8408d81e8eefddeede652eed6abfacb1d137
Backend Tests Results
356 files 356 suites 51m 57s ⏱️ 6 017 tests 6 010 ✅ 7 💤 0 ❌ 5 923 runs 5 916 ✅ 7 💤 0 ❌
Results for commit 1b38bb15.
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