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Episode boundaries and resets in robot datasets

Keep attempts, setup, interruptions, and terminal conditions distinguishable.

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Define the unit of behavior

An episode may be a complete task attempt, an operator session, or an export segment. Ask what actually determines its boundaries. A fixed-length file can cut across multiple attempts, while one task may span several files. Describe the review unit your model needs and require enough identifiers to reconstruct that unit from the delivered records.

Separate reset from execution

Moving objects back to a starting arrangement or repositioning the robot may not belong to the task behavior the learner should imitate. Decide whether reset steps are excluded, labeled, or delivered as a separate phase. Record when assistance or a controller restart occurs. Otherwise, reset movements can appear to be unexplained actions within a nominally successful task.

Explain why the episode ended

Completion, timeout, interruption, collection stop, and system error carry different meanings. Keep termination reason separate from task success. A recording can end normally without the task being complete, and a successful result can occur before recording stops. Ask how final observations and actions are represented so a loader does not silently invent an extra executable step.

Check boundary examples in a pilot

Review a clean completion, an interrupted attempt, a retry, and a reset sequence. Compare the boundary flags to the images and action records. Keep the source schema and any export conventions available to reviewers. Resolve disagreements before aggregating episode counts, since a collection’s apparent size depends heavily on what its episode unit actually represents.

Review checklist

  • Define what creates an episode
  • Label reset and assistance phases
  • Separate termination from success
  • Review interrupted and repeated attempts

Your project, in focus

Send the task, embodiment, and signals your project requires.

Speak directly with Jaeden Schafer at Fiund about the source material, specifications, and review your project needs.

Source fit, permissions, samples, pricing, and delivery are reviewed for the individual project.

Start with these details

  1. Task and target embodiment
  2. Required observation and action signals
  3. Episode counts and success criteria
  4. Sensor timing and annotation requirements
  5. Source permissions and intended use
Build your project brief ↗

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