Computer-Use Agent Taxonomy中文
R08.01.01.03 · TASK CLASS

Interactive interferometry reduction

Flag, calibrate and image radio data with interactive steps.

20 project-authored proposals · taxonomy v1.1 · 0 new benchmark runs. Verifiers and partial-credit rules below are designs, not executed results.

Typical applications
CASA · CARTA
Class GUI-need label
HY · Hybrid

Task proposals · 20

Expand to inspect the complete original wording and proposed checks. Original proposal text remains English in both interfaces.

R08.01.01.03-T01 Summarize a measurement set with listobs

Original instruction

Run CASA listobs on fixtures/vla_synth.ms and write output/summary.json with field names and roles (from intents), number of spectral windows with channel counts, antenna count, and total on-source time for the target field (min).

Platforms
lin · Linux mac · macOS
Applications
CASA
Interfaces
term · Terminal
GUI need · task setting
CL · CLI-sufficient
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP12 · Answer/decision
Conditions
None declared
Proposed difficulty
2 / 5

Proposed verifier

Grader computes the same from the MS with casatools: all fields exact, on-source time within 0.1 min.

Proposed partial credit

25% fields/intents; 25% spws; 20% antennas; 30% on-source time.

R08.01.01.03-T02 Flag antenna dropouts interactively in plotms

Original instruction

In CASA plotms, plot amplitude vs time for the phase calibrator in fixtures/vla_synth.ms (colorized by antenna). Identify antennas/time ranges with dropouts (amplitude near zero) and flag them using Mark Regions and Flag in plotms. Record the flagged antenna/time list in output/flags.csv.

Platforms
lin · Linux mac · macOS
Applications
CASA plotms
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
drag · Drag & drop click · Point & click vis · Visual judgment
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Grader reads the MS FLAG column: planted dropout visibilities flagged >=95%, good calibrator data flagged <=3%; flags.csv lists the 3 planted antenna/time ranges. Flags must come from plotms: flagdata, flagcmd and the casatools table tool are blocked in the agent's CASA session, and any flagging task call in the CASA log fails.

Proposed partial credit

50% dropout recall; 30% precision on good data; 20% list correct.

R08.01.01.03-T03 Calibrate a VLA continuum dataset and report the phase-calibrator flux

Original instruction

Calibrate fixtures/vla_synth.ms in CASA: setjy on 3C286 (Perley-Butler 2017), delay, bandpass and gain calibration, fluxscale for the phase calibrator, and applycal to all fields. Report the bootstrapped phase-calibrator flux density per spw in output/fluxscale.json.

Platforms
lin · Linux mac · macOS
Applications
CASA
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands vis · Visual judgment
Work product
WP07 · Simulation result
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Grader: calibration tables exist with expected types; fluxscale results within 1% of reference per spw; CORRECTED_DATA amplitudes of the flux calibrator within 2% of the model.

Proposed partial credit

30% calibration tables; 40% flux densities; 30% applied correctly.

R08.01.01.03-T04 Clean an image with hand-drawn masks in interactive tclean

Original instruction

Image the calibrated target in fixtures/target_cal.ms with tclean interactive=True (Hogbom, cell 0.5", 1024 px, Briggs 0.5). Draw and update clean masks around emission in the viewer each major cycle and stop when residual RMS reaches <=12 uJy/beam without cleaning noise.

Platforms
lin · Linux mac · macOS
Applications
CASA · casaviewer
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
path · Continuous path vis · Visual judgment click · Point & click
Work product
WP04 · 3D/spatial model
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Grader: final residual RMS <=12 uJy/beam; mask covers the true emission (recall >=0.9) with <=20% of mask area on noise; image flux within 3% of truth. The CASA log must show interactive mask-update events each major cycle; tclean runs with mask files or auto-multithresh are detected in the CASA log and fail.

Proposed partial credit

40% residual RMS; 30% mask quality; 30% flux accuracy.

R08.01.01.03-T05 Flag RFI with automatic flaggers and verify in plotms

Original instruction

In fixtures/lband_rfi.ms, flag RFI with flagdata (tfcrop then rflag, parameters of your choice), inspect amp vs frequency in plotms and add manual flags for any residual RFI channels. Keep total flagged fraction of RFI-free data below 5%.

Platforms
lin · Linux mac · macOS
Applications
CASA · CASA plotms
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
code · Code & commands drag · Drag & drop vis · Visual judgment
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Grader compares with the injected RFI mask: recall >=95% and false-flag fraction <=5% on clean data.

Proposed partial credit

60% RFI recall (pro-rata from 0.80 recall); 40% false-flag fraction.

R08.01.01.03-T06 Self-calibrate a continuum image to a dynamic-range target

Original instruction

Starting from fixtures/target_cal.ms, run 2 rounds of phase-only and 1 round of amplitude-and-phase self-calibration in CASA, choosing solution intervals and masks interactively, and produce output/selfcal_final.image with dynamic range >=3,000 (peak/RMS).

Platforms
lin · Linux mac · macOS
Applications
CASA · CARTA
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
HY · Hybrid
Interaction primitives
code · Code & commands vis · Visual judgment path · Continuous path
Work product
WP07 · Simulation result
Conditions
long · Long-horizon
Proposed difficulty
5 / 5

Proposed verifier

Grader: dynamic range >=3,000 (partial from 1,000); source flux within 3% of truth (no flux loss from amplitude selfcal); 3 gain tables with the stated modes.

Proposed partial credit

20% selfcal tables correct; 50% dynamic range; 30% flux preserved.

R08.01.01.03-T07 Measure image RMS, peak and beam in CARTA

Original instruction

Open fixtures/cont_image.fits in CARTA. Draw a region on a source-free area of at least 50 beams to measure the RMS, measure the peak flux of the main source and read the restoring beam. Write all values to output/qa.json.

Platforms
mac · macOS lin · Linux
Applications
CARTA
Interfaces
desk · Desktop GUI brow · Browser
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
path · Continuous path click · Point & click vis · Visual judgment
Work product
WP12 · Answer/decision
Conditions
None declared
Proposed difficulty
2 / 5

Proposed verifier

Grader: RMS within 10% of the true noise; peak within 1%; beam exact; the off-source region contains no pixel above 5 sigma. CARTA's scripting interface (carta-python/gRPC) is disabled for the agent and the VM has no terminal, so this must be done in the CARTA GUI.

Proposed partial credit

40% RMS; 30% peak; 30% beam.

R08.01.01.03-T08 Subtract continuum and image a spectral line with chosen line-free channels

Original instruction

In fixtures/co_line.ms, inspect amplitude vs channel in plotms to choose line-free channels, run uvcontsub with a first-order fit, image the CO line cube at 5 km/s resolution with tclean and make moment 0 and 1 maps. Save outputs under output/.

Platforms
lin · Linux mac · macOS
Applications
CASA · CASA plotms
Interfaces
desk · Desktop GUI term · Terminal
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
HY · Hybrid
Interaction primitives
vis · Visual judgment code · Code & commands
Work product
WP07 · Simulation result
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Grader: chosen fitspw excludes all line channels and keeps >=60% of line-free ones; continuum residual in line-free channels <2 sigma; moment-0 integrated flux within 5% and moment-1 velocity field RMS error <5 km/s.

Proposed partial credit

25% channel selection; 20% continuum subtraction; 30% moment 0; 25% moment 1.

R08.01.01.03-T09 Clean with auto-multithresh masking by script (control pair of T04)

Original instruction

Control pair of T04: image the same calibrated target non-interactively with tclean usemask='auto-multithresh' (choose thresholds) and the T04 imaging parameters, reaching residual RMS <=12 uJy/beam. Save the script as output/image_t09.py.

Platforms
lin · Linux mac · macOS
Applications
CASA
Interfaces
term · Terminal
GUI need · task setting
CL · CLI-sufficient
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP04 · 3D/spatial model
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Control pair of T04: same checks (residual RMS, mask recall/precision, flux within 3%); script reruns.

Proposed partial credit

40% residual RMS; 30% mask quality; 30% flux.

R08.01.01.03-T10 Calibrate instrumental leakage and polarization angle

Original instruction

For fixtures/vla_pol.ms, after parallel-hand calibration, solve for cross-hand delay, D-terms (polcal poltype 'Df' on the unpolarized calibrator) and position angle on 3C286, apply, and image Stokes Q and U of the target. Report the target's polarization fraction and EVPA in output/pol.json.

Platforms
lin · Linux mac · macOS
Applications
CASA
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands vis · Visual judgment
Work product
WP07 · Simulation result
Conditions
long · Long-horizon
Proposed difficulty
5 / 5

Proposed verifier

Grader: D-term amplitudes within 0.5% of injected; calibrated 3C286 EVPA within 1 deg of 33 deg; target polarization fraction within 0.5 pts and EVPA within 2 deg of truth.

Proposed partial credit

30% leakage solutions; 30% angle calibration; 40% target polarization results.

R08.01.01.03-T11 Map a VLBI source with interactive windows in Difmap

Original instruction

In Difmap, load fixtures/vlbi_synth.uvf, set up mapsize and uv weighting, place clean windows interactively on the core and jet, and alternate clean and phase self-calibration until the residual RMS is below 0.15 mJy/beam. Save the model and output/map.fits.

Platforms
lin · Linux mac · macOS
Applications
Difmap
Interfaces
desk · Desktop GUI term · Terminal
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
path · Continuous path key · Shortcuts vis · Visual judgment
Work product
WP04 · 3D/spatial model
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Grader: final map RMS <0.15 mJy/beam; clean model total flux within 3% of truth; jet component positions within 0.1 mas of truth.

Proposed partial credit

40% residual RMS; 30% total flux; 30% component positions.

R08.01.01.03-T12 Find and flag baseline-specific spikes in plotms

Original instruction

In plotms, plot amplitude vs uv-distance for the target in fixtures/spikes.ms, iterate by baseline as needed to find the baselines with spurious high-amplitude spikes, and flag only those points interactively. Report the affected baselines in output/baselines.txt.

Platforms
lin · Linux mac · macOS
Applications
CASA plotms
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
drag · Drag & drop vis · Visual judgment nav · Pan/zoom/scroll
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Grader: planted spikes flagged >=95%; non-spike data on those baselines flagged <=5%; baseline list exact. Flags must come from plotms: flagdata, flagcmd and the casatools table tool are blocked in the agent's CASA session, and any flagging task call in the CASA log fails.

Proposed partial credit

50% spike recall; 30% precision; 20% baseline list.

R08.01.01.03-T13 Image a seven-pointing mosaic with primary-beam correction

Original instruction

Image the 7-pointing mosaic in fixtures/mosaic7.ms with tclean gridder='mosaic', phasecenter at the central pointing, 0.3" cells, pblimit 0.2, and produce a primary-beam corrected image output/mosaic.pbcor. Report total flux of the extended source in output/flux.json.

Platforms
lin · Linux mac · macOS
Applications
CASA · CARTA
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands vis · Visual judgment
Work product
WP04 · 3D/spatial model
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Grader: image header and pblimit correct; flux within 5% of truth; pb-corrected noise pattern consistent with the mosaic PB (ratio check at 3 positions within 5%).

Proposed partial credit

30% imaging parameters; 40% flux; 30% pb correction.

R08.01.01.03-T14 Bootstrap flux scale and measure a target spectral index

Original instruction

Calibrate fixtures/two_band.ms (two spws at 4.5 and 7.5 GHz) with 3C147 as flux calibrator, bootstrap the secondary calibrator, image the target in both spws, and report the target's spectral index alpha (S ~ nu^alpha) in output/alpha.json.

Platforms
lin · Linux mac · macOS
Applications
CASA
Interfaces
term · Terminal
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP07 · Simulation result
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Grader: flux per spw within 2% of truth; alpha within 0.05.

Proposed partial credit

30% flux scale; 40% per-spw flux; 30% alpha.

R08.01.01.03-T15 Export source statistics for a region in the CASA viewer

Original instruction

Open fixtures/cont_image.fits in the CASA viewer (or CARTA), draw an elliptical region around source 'S2' at the position in input/sources.txt, and export region statistics (integrated flux, peak, number of pixels) to output/s2_stats.txt and the region to output/s2.crtf.

Platforms
lin · Linux mac · macOS
Applications
casaviewer · CARTA
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
path · Continuous path click · Point & click
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
2 / 5

Proposed verifier

Grader: region encloses S2 above 3 sigma (recall >=0.95) without neighbors; statistics match grader's computation for that region within 1%. The agent has no CASA prompt or terminal and CARTA's scripting interface is disabled, so statistics must come from the viewer's region statistics panel.

Proposed partial credit

50% region quality; 50% statistics.

R08.01.01.03-T16 Reduce a synthetic ALMA dataset end to end to QA thresholds

Original instruction

Reduce fixtures/alma_synth_uid/ (raw MS, two science spws): apriori flagging, Tsys/WVR application, bandpass/phase/flux calibration, interactive inspection and flagging, continuum and one-line cube imaging. Meet input/qa_thresholds.json (RMS, DR, flux accuracy) and save images and a QA log.

Platforms
lin · Linux mac · macOS
Applications
CASA · CASA plotms · CARTA
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands vis · Visual judgment drag · Drag & drop
Work product
WP07 · Simulation result
Conditions
long · Long-horizon multiapp · Multi-app
Proposed difficulty
5 / 5

Proposed verifier

Grader checks each QA metric against thresholds on the delivered images, flux of check source within 5%, and line cube velocity axis/frame correct.

Proposed partial credit

30% calibration correctness; 20% flagging quality; 30% continuum QA; 20% line cube QA.

R08.01.01.03-T17 Flag shadowed antennas and bad time ranges by inspection

Original instruction

In fixtures/compact_cfg.ms (compact configuration, low elevations), use plotms to identify time ranges where antennas are shadowed or have low elevation (<10 deg) issues and flag them interactively; then image and confirm the sidelobe pattern improves. Note ranges in output/flags.csv.

Platforms
lin · Linux mac · macOS
Applications
CASA plotms
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
drag · Drag & drop vis · Visual judgment
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Grader: shadowed/low-elevation visibilities (computed from geometry) flagged >=95%, other data <=3%; post-flag image RMS lower than baseline by >=10%. Flags must come from plotms: flagdata, flagcmd and the casatools table tool are blocked in the agent's CASA session, and any flagging task call in the CASA log fails.

Proposed partial credit

50% recall; 25% precision; 25% image improvement.

R08.01.01.03-T18 Remove an off-axis source's sidelobes with wide-field imaging

Original instruction

In fixtures/wide_field.ms, a bright off-axis source 18' from phase center creates sidelobes. Image with w-projection (or awproject) and an outlier field on the bright source, choosing wprojplanes from inspection, and reduce the residual RMS around the target by at least 40% vs the naive image.

Platforms
lin · Linux mac · macOS
Applications
CASA · CARTA
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands vis · Visual judgment
Work product
WP04 · 3D/spatial model
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Grader: outlier field defined at the bright source (within 2"); target-region RMS reduced >=40%; target flux within 3%.

Proposed partial credit

25% outlier/w-proj setup; 50% RMS reduction; 25% flux.

R08.01.01.03-T19 Combine 12 m and 7 m array data with consistent weights

Original instruction

Combine fixtures/twelve_m.ms and fixtures/seven_m.ms: run statwt on each, check weights in plotms (weight vs uvdist), concat, and image the extended source jointly. Report total recovered flux and the weight ratio in output/combine.json.

Platforms
lin · Linux mac · macOS
Applications
CASA · CASA plotms
Interfaces
term · Terminal desk · Desktop GUI
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands vis · Visual judgment
Work product
WP07 · Simulation result
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Grader: weight ratio within 10% of the expected value from system parameters; recovered flux within 5% of the input model; image beam consistent with combined data.

Proposed partial credit

30% statwt/weights; 20% concat; 50% recovered flux.

R08.01.01.03-T20 Report missing calibrator scans instead of inventing a calibration

Original instruction

fixtures/broken_track.ms lacks bandpass-calibrator scans in spw 3 and the flux calibrator has no model in the CASA catalog. Calibrate what can be calibrated; do not transfer solutions from other spws silently. List the blockers and affected data in output/issues.md.

Platforms
lin · Linux mac · macOS
Applications
CASA
Interfaces
term · Terminal
GUI need · task setting
HY · Hybrid
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP12 · Answer/decision
Conditions
clarify · Ask when unclear
Proposed difficulty
3 / 5

Proposed verifier

Grader: issues.md names both blockers with spw/field; spw 3 left uncalibrated (no applycal to spw 3); other spws calibrated correctly (amplitudes within 2%).

Proposed partial credit

40% blockers reported; 30% no silent spw transfer; 30% other spws calibrated.

Mapped research references

No benchmark reference is assigned to this class in the current mapping.

In this workflow family