Datasets:

HimanshuPathak
/

glm47-synth-v1-dataset

This repository contains 260 verified Aider-format supervised fine-tuning rows. The dataset has ten synthetic variants for each of 26 C++ task families and was structured for an exact 100-epoch memorization experiment.

Dataset structure

The dataset has one configuration (default) and one split (train):

File	Rows	Format
`sft/train.jsonl`	260	UTF-8 JSON Lines

Every row contains these top-level fields:

label: unique row label
task_id: unique synthetic task identifier
messages: nine role/content messages in aider-chat-v1 format
metadata: task family, variant, editable files, verification hashes, and related technical fields

The message-role sequence is system, user, assistant, user, assistant, user, assistant, user, assistant. Tests are not model-visible. The verification audit records that every final assistant target was replayed against its corresponding C++ test suite.

Task families

The 26 source task families are:

all-your-base, allergies, bank-account, binary-search-tree, circular-buffer, clock, complex-numbers, crypto-square, diamond, dnd-character, gigasecond, grade-school, kindergarten-garden, knapsack, linked-list, meetup, parallel-letter-frequency, perfect-numbers, phone-number, queen-attack, robot-name, space-age, spiral-matrix, sublist, yacht, and zebra-puzzle.

Each family has ten variants.

Supporting metadata

manifest.json describes the dataset format, counts, training recipe, tokenizer constraints, and technical provenance.
ROW_CATALOG.json contains the ordered row catalog and integrity hashes.
AUDIT.json contains the verification summary and per-row verification results.

The primary data file has SHA-256:

3472d76169e52bd0859c181d63de24a060c4c7f2d3d8a004ceb6090498f1ddc1

Intended use

The dataset is intended for supervised fine-tuning and controlled memorization experiments with Aider-style software-editing conversations. The recorded recipe uses 100 epochs, a global batch size of 20, and 1,300 optimizer steps. The manifest records tokenizer checks against zai-org/GLM-4.7-Flash with a 4,096-token sequence length; all 260 serialized examples were within that limit.

Limitations

This is a small synthetic dataset with a single training split; it is not a general-purpose evaluation benchmark.
It intentionally targets exact memorization and should not be treated as evidence of broad coding generalization.
The task-suite sources, tests, rebuild scripts, and independent verifier are not included in this dataset repository; their hashes and verification results are retained in the supporting metadata.
No explicit license was discovered in the inspected source repository. No license is asserted here.

Downloads last month: 67

label stringlengths 60 87	task_id stringlengths 60 87	messages listlengths 9 9	metadata dict
synth-memorization-dataset-v1/all-your-base-equivalent-v1/cargo-radix	synth-memorization-dataset-v1/all-your-base-equivalent-v1/cargo-radix	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/cargo-radix", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all-yo...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/telemetry-base	synth-memorization-dataset-v1/all-your-base-equivalent-v1/telemetry-base	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/telemetry-base", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/archive-numerals	synth-memorization-dataset-v1/all-your-base-equivalent-v1/archive-numerals	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/archive-numerals", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "a...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/packet-radix	synth-memorization-dataset-v1/all-your-base-equivalent-v1/packet-radix	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/packet-radix", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all-y...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/sensor-radix	synth-memorization-dataset-v1/all-your-base-equivalent-v1/sensor-radix	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/sensor-radix", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all-y...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/ledger-base	synth-memorization-dataset-v1/all-your-base-equivalent-v1/ledger-base	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/ledger-base", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all-yo...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/beacon-code	synth-memorization-dataset-v1/all-your-base-equivalent-v1/beacon-code	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/beacon-code", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all-yo...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/firmware-digits	synth-memorization-dataset-v1/all-your-base-equivalent-v1/firmware-digits	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/firmware-digits", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "al...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/star-map-code	synth-memorization-dataset-v1/all-your-base-equivalent-v1/star-map-code	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/star-map-code", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all-...
synth-memorization-dataset-v1/all-your-base-equivalent-v1/lab-radix	synth-memorization-dataset-v1/all-your-base-equivalent-v1/lab-radix	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "all-your-base", "subset": "train", "task_id": "synth-memorization-dataset-v1/all-your-base-equivalent-v1/lab-radix", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "all-your...
synth-memorization-dataset-v1/allergies-equivalent-v1/access-badges	synth-memorization-dataset-v1/allergies-equivalent-v1/access-badges	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/access-badges", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allergies-eq...
synth-memorization-dataset-v1/allergies-equivalent-v1/device-capabilities	synth-memorization-dataset-v1/allergies-equivalent-v1/device-capabilities	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/device-capabilities", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allerg...
synth-memorization-dataset-v1/allergies-equivalent-v1/notification-channels	synth-memorization-dataset-v1/allergies-equivalent-v1/notification-channels	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/notification-channels", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "alle...
synth-memorization-dataset-v1/allergies-equivalent-v1/vehicle-alerts	synth-memorization-dataset-v1/allergies-equivalent-v1/vehicle-alerts	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/vehicle-alerts", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allergies-e...
synth-memorization-dataset-v1/allergies-equivalent-v1/game-achievements	synth-memorization-dataset-v1/allergies-equivalent-v1/game-achievements	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/game-achievements", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allergie...
synth-memorization-dataset-v1/allergies-equivalent-v1/emergency-signals	synth-memorization-dataset-v1/allergies-equivalent-v1/emergency-signals	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/emergency-signals", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allergie...
synth-memorization-dataset-v1/allergies-equivalent-v1/subscription-rights	synth-memorization-dataset-v1/allergies-equivalent-v1/subscription-rights	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/subscription-rights", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allerg...
synth-memorization-dataset-v1/allergies-equivalent-v1/sensor-flags	synth-memorization-dataset-v1/allergies-equivalent-v1/sensor-flags	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/sensor-flags", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allergies-equ...
synth-memorization-dataset-v1/allergies-equivalent-v1/library-privileges	synth-memorization-dataset-v1/allergies-equivalent-v1/library-privileges	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/library-privileges", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allergi...
synth-memorization-dataset-v1/allergies-equivalent-v1/spacecraft-systems	synth-memorization-dataset-v1/allergies-equivalent-v1/spacecraft-systems	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "allergies", "subset": "train", "task_id": "synth-memorization-dataset-v1/allergies-equivalent-v1/spacecraft-systems", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "allergi...
synth-memorization-dataset-v1/bank-account-equivalent-v1/secure-wallet	synth-memorization-dataset-v1/bank-account-equivalent-v1/secure-wallet	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "bank-account", "subset": "train", "task_id": "synth-memorization-dataset-v1/bank-account-equivalent-v1/secure-wallet", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "bank-a...
synth-memorization-dataset-v1/bank-account-equivalent-v1/energy-reserve	synth-memorization-dataset-v1/bank-account-equivalent-v1/energy-reserve	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "bank-account", "subset": "train", "task_id": "synth-memorization-dataset-v1/bank-account-equivalent-v1/energy-reserve", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "bank-...
synth-memorization-dataset-v1/bank-account-equivalent-v1/arcade-card	synth-memorization-dataset-v1/bank-account-equivalent-v1/arcade-card	[ { "role": "system", "content": "Act as an expert software developer.\nTake requests for changes to the supplied code.\nIf the request is ambiguous, ask questions.\n\nOnce you understand the request you MUST:\n1. Determine if any code changes are needed.\n2. Explain any needed changes.\n3. If changes are nee...	{ "purpose": "bank-account", "subset": "train", "task_id": "synth-memorization-dataset-v1/bank-account-equivalent-v1/arcade-card", "prompt_format": "aider-chat-v1", "dataset_name": "Synth Memorization Dataset", "dataset_kind": "synth-memorization-dataset", "dataset_revision": "v1", "suite_id": "bank-acc...