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... |
End of preview. Expand in Data Studio
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Synth v1 Dataset
This package contains 260 verified Aider-format SFT rows: ten synthetic variants for each of the 26 source task families. It is intentionally built for an exact 100-epoch memorization experiment.
The training file is sft/train.jsonl. Every row uses the same nine-message
aider-chat-v1 structure as the successful SFT-v5 package. Tests are not
model-visible; the independent verifier replays each final assistant target
against its source C++ test suite.
Rebuild
python3 scripts/build_synth_memorization_dataset.py \
--tokenizer-json /path/to/GLM-4.7-Flash/tokenizer.json
Verify
python3 scripts/verify_synth_memorization_dataset.py
Train with the existing runner
MILES_CPP_AUTO_PREPARE_DATA=0 \
MILES_CPP_DATA_DIR=/path/to/synth-v1-dataset \
MILES_SFT_NUM_EPOCH=100 \
MILES_GLOBAL_BATCH_SIZE=20 \
MILES_ROLLOUT_BATCH_SIZE=20 \
bash examples/sft.sh
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