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string
intent
string
template_id
string
seed
int64
traces
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list
plan/plan_repo_chores_tests_pass/1
get the build green and the tests passing
plan_repo_chores_tests_pass
1
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/2
build then test
plan_repo_chores_tests_pass
2
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/3
make the tests pass
plan_repo_chores_tests_pass
3
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/4
get the build green and the tests passing
plan_repo_chores_tests_pass
4
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/5
build then test
plan_repo_chores_tests_pass
5
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/6
make the tests pass
plan_repo_chores_tests_pass
6
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/7
get the build green and the tests passing
plan_repo_chores_tests_pass
7
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/8
build then test
plan_repo_chores_tests_pass
8
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_tests_pass/9
make the tests pass
plan_repo_chores_tests_pass
9
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\ndone = b6.ENO\n", "fbd_sha": "1e76ca19e74463ba6eab63ddc859c9b35ea0cdfcfb315286c789a9b1eb819352", "proven...
plan/plan_repo_chores_git_commit/11
build, test, then commit orchid_72
plan_repo_chores_git_commit
11
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m orchid_72\")\ndone = b9.ENO\n", "fbd_sha": "1894df05aa6745...
plan/plan_repo_chores_git_commit/12
commit with the message pine_35
plan_repo_chores_git_commit
12
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m pine_35\")\ndone = b9.ENO\n", "fbd_sha": "411e3ed39d45872a...
plan/plan_repo_chores_git_commit/13
make the tests pass and commit as islet_38
plan_repo_chores_git_commit
13
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m islet_38\")\ndone = b9.ENO\n", "fbd_sha": "2688575b730fd38...
plan/plan_repo_chores_git_commit/14
build, test, then commit dune_79
plan_repo_chores_git_commit
14
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m dune_79\")\ndone = b9.ENO\n", "fbd_sha": "222d5f3e26d835d2...
plan/plan_repo_chores_git_commit/15
commit with the message glade_2
plan_repo_chores_git_commit
15
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m glade_2\")\ndone = b9.ENO\n", "fbd_sha": "ce3f0b94ac4fe7c7...
plan/plan_repo_chores_git_commit/16
make the tests pass and commit as larch_61
plan_repo_chores_git_commit
16
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m larch_61\")\ndone = b9.ENO\n", "fbd_sha": "30c17ce666309b9...
plan/plan_repo_chores_git_commit/17
build, test, then commit quartz_54
plan_repo_chores_git_commit
17
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m quartz_54\")\ndone = b9.ENO\n", "fbd_sha": "4e44f4da1f5d02...
plan/plan_repo_chores_git_commit/18
commit with the message fjord_16
plan_repo_chores_git_commit
18
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m fjord_16\")\ndone = b9.ENO\n", "fbd_sha": "483a5acd6de38b6...
plan/plan_repo_chores_git_commit/19
make the tests pass and commit as birch_67
plan_repo_chores_git_commit
19
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"compile --warnings-as-errors\")\nb6 = RUN(EN=b3.ENO, CMD=\"mix\", ARGS=\"test\")\nb9 = RUN(EN=b6.ENO, CMD=\"git\", ARGS=\"commit -m birch_67\")\ndone = b9.ENO\n", "fbd_sha": "3992e54c0bfafb4...
plan/plan_repo_chores_formatted/21
format the repository
plan_repo_chores_formatted
21
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:21", "fbd_...
plan/plan_repo_chores_formatted/22
run the formatter
plan_repo_chores_formatted
22
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:22", "fbd_...
plan/plan_repo_chores_formatted/23
make the sources formatted
plan_repo_chores_formatted
23
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:23", "fbd_...
plan/plan_repo_chores_formatted/24
format the repository
plan_repo_chores_formatted
24
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:24", "fbd_...
plan/plan_repo_chores_formatted/25
run the formatter
plan_repo_chores_formatted
25
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:25", "fbd_...
plan/plan_repo_chores_formatted/26
make the sources formatted
plan_repo_chores_formatted
26
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:26", "fbd_...
plan/plan_repo_chores_formatted/27
format the repository
plan_repo_chores_formatted
27
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:27", "fbd_...
plan/plan_repo_chores_formatted/28
run the formatter
plan_repo_chores_formatted
28
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:28", "fbd_...
plan/plan_repo_chores_formatted/29
make the sources formatted
plan_repo_chores_formatted
29
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"mix\", ARGS=\"format\")\ndone = b3.ENO\n", "fbd_sha": "0288f17eccf619088f5365ebdab9de843f0299cca0251091c3e49e8ad4648ecc", "provenance": "constructed:plan:plan_repo_chores_formatted:seed:29", "fbd_...
plan/plan_file_layout_configured/31
make the directory alder_481, write moss into its config, confirm the file
plan_file_layout_configured
31
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"alder_481\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"alder_481/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"alder_481/config.txt\")\...
plan/plan_file_layout_configured/32
configure cedar_949: ember
plan_file_layout_configured
32
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"cedar_949\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"cedar_949/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"cedar_949/config.txt\")\...
plan/plan_file_layout_configured/33
set up sedge_172 with a config saying heath_islet_pine and check it
plan_file_layout_configured
33
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"sedge_172\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"sedge_172/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"sedge_172/config.txt\")\...
plan/plan_file_layout_configured/34
make the directory quartz_366, write alder_heath_alder into its config, confirm the file
plan_file_layout_configured
34
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"quartz_366\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"quartz_366/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"quartz_366/config.txt\...
plan/plan_file_layout_configured/35
configure reed_344: kelp
plan_file_layout_configured
35
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"reed_344\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"reed_344/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"reed_344/config.txt\")\ndo...
plan/plan_file_layout_configured/36
set up kelp_60 with a config saying juniper and check it
plan_file_layout_configured
36
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"kelp_60\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"kelp_60/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"kelp_60/config.txt\")\ndone ...
plan/plan_file_layout_configured/37
make the directory thistle_94, write quartz_birch_larch into its config, confirm the file
plan_file_layout_configured
37
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"thistle_94\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"thistle_94/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"thistle_94/config.txt\...
plan/plan_file_layout_configured/38
configure nettle_440: dune_cedar_larch
plan_file_layout_configured
38
[]
[ { "candidate": "rank1", "rank": 1, "fbd_text": "program lifted\nvar done : BOOL\nb3 = RUN(CMD=\"python\", ARGS=\"-c import os; os.makedirs(\\\"nettle_440\\\", exist_ok=True)\")\nb6 = WRITE_FILE(EN=b3.ENO, PATH=\"nettle_440/config.txt\", TEXT=\"\")\nb8 = READ_FILE(EN=b6.ENO, PATH=\"nettle_440/config.txt\...
End of preview. Expand in Data Studio

taskweft-fbd-plan-train

Intents and the IEC 61131-3 Function Block Diagrams that carry them out, as an EditScore-shaped corpus: one root row per intent, three candidates per row (rank1 the reference diagram, rank3 one that compiles and does the wrong thing, rank5 one the compiler refuses), and one score row per candidate from the compiler's step lowering, compared step for step against rank1's plan. Every row is constructed from a template and a seed, so the labels are true by construction and the corpus regenerates from the seeds. Controls were asserted on every row before the emit.

Three splits. train trains. test is the same distribution with every tenth seed held out: the gate after training. evaluation is whole held-out families and block kinds (plan_session_reactions_take_seat), never trained or tuned on.

What a row carries

Every artefact is in the parquet; nothing points outside it.

plan_root, one row per intent: key, intent, template_id, seed, frame_id, blocks (the block kinds and signatures the reference diagram uses), traces (the input traces as JSON strings, empty where the family has none), and the EditScore stub columns.

plan_candidates, three per row: candidate and rank, fbd_text (the compiler's text form, verbatim), fbd_xml (the PLCopen XML, verbatim), plan_json and result_json (what the compiler planned and what the runner returned, where the family has a runner), fbd_sha (sha256 of the text the candidate was built from), fbd_path (where the writer kept it on disk) and provenance. An artefact a family does not produce is an empty string, never a null.

plan_scores, three per row: parses, compiles, runs, effect_matches, steps, wall_ms, refusal.

plan is the joined view and the default config: the root row with its candidates, each carrying its scores.

Rows: 5000 (4050 train, 450 test, 500 evaluation). Templates: {"plan#0": 0, "plan#1": 0, "plan#2": 0, "plan#3": 0, "plan#4": 0, "plan#5": 0, "plan#6": 0, "plan#7": 0, "plan#8": 0, "plan#9": 0}. Compiler: taskweft-fbd-compiler d3279ec. Source: v-sekai-fabric/taskweft-fbd-teacher.

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