Instructions to use Johnny221B/memfold with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Johnny221B/memfold with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Promote validation-selected Qwen2.5-3B-Instruct PersonaMem-32K reader
Browse files
README.md
CHANGED
|
@@ -41,6 +41,18 @@ Both memory generation and answer decoding are greedy; trials use different fixe
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| 42 |
Download `personamem-32k/qwen3-4b/` from the default branch for this updated reader. To reproduce the original paper release, set `revision="d39842eeca8132288c5e2814fdd66733fa92fc3d"` when downloading. The previous weights remain available at [that fixed revision](https://huggingface.co/Johnny221B/memfold/tree/d39842eeca8132288c5e2814fdd66733fa92fc3d). This post-release update does not replace historical paper results.
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## Components and names
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MemFold uses one workflow:
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| 41 |
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| 42 |
Download `personamem-32k/qwen3-4b/` from the default branch for this updated reader. To reproduce the original paper release, set `revision="d39842eeca8132288c5e2814fdd66733fa92fc3d"` when downloading. The previous weights remain available at [that fixed revision](https://huggingface.co/Johnny221B/memfold/tree/d39842eeca8132288c5e2814fdd66733fa92fc3d). This post-release update does not replace historical paper results.
|
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|
| 44 |
+
## Updated Qwen2.5-3B-Instruct checkpoint
|
| 45 |
+
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| 46 |
+
The default `personamem-32k/qwen2.5-3b/` reader is now **current-ratio-epoch-4**, selected by five-trial validation mean. Only the final OPD + GRPO phase was retrained; its compressor is unchanged.
|
| 47 |
+
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| 48 |
+
| Split | Mean accuracy | Best trial |
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| 49 |
+
|---|---:|---:|
|
| 50 |
+
| Previous reader validation | 60.0% | 70.0% |
|
| 51 |
+
| Updated reader validation | 67.6% | 76.0% |
|
| 52 |
+
| Updated reader test | 61.2% | 66.0% |
|
| 53 |
+
|
| 54 |
+
Memory generation and answers use greedy decoding; trials change answer-option order. Validation best scores are not test scores. The test split was evaluated after checkpoint selection. [Settings and all validation results](personamem-32k/qwen2.5-3b/optimization.json). Previous weights remain at revision `10e71a32171ccde6f3a53bc8ee5b407264321c3d`. This is a post-release update, not a replacement for historical paper results.
|
| 55 |
+
|
| 56 |
## Components and names
|
| 57 |
|
| 58 |
MemFold uses one workflow:
|
VALIDATION.json
CHANGED
|
@@ -190,5 +190,83 @@
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"seconds": 50.37944988813251
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},
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"protocol": "OPTIMIZATION.json"
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}
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}
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"seconds": 50.37944988813251
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},
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"protocol": "OPTIMIZATION.json"
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+
},
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+
"optimized_defaults": {
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+
"personamem-32k/qwen2.5-3b": {
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+
"source_revision": "45b50a33bbcf55013f0c720a6980ea4fcc5e5db3",
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+
"validation": {
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"trials": [
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{
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"trial": 0,
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"correct": 32,
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"total": 50,
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"accuracy": 0.64
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},
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{
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"trial": 1,
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"correct": 34,
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"total": 50,
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"accuracy": 0.68
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},
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{
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"trial": 2,
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"correct": 34,
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"total": 50,
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"accuracy": 0.68
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},
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{
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"trial": 3,
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"correct": 38,
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"total": 50,
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"accuracy": 0.76
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},
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{
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"trial": 4,
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"correct": 31,
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"total": 50,
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"accuracy": 0.62
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}
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],
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"mean_accuracy": 0.6759999999999999,
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"best_accuracy": 0.76
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},
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"test": {
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"trials": [
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{
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"trial": 0,
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"correct": 32,
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"total": 50,
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"accuracy": 0.64
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},
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{
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"trial": 1,
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"correct": 28,
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"total": 50,
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"accuracy": 0.56
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},
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{
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"trial": 2,
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"correct": 30,
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"total": 50,
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"accuracy": 0.6
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},
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{
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"trial": 3,
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"correct": 30,
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"total": 50,
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"accuracy": 0.6
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},
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{
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"trial": 4,
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"correct": 33,
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"total": 50,
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"accuracy": 0.66
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}
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],
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"mean_accuracy": 0.6120000000000001,
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"best_accuracy": 0.66
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},
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"details": "personamem-32k/qwen2.5-3b/optimization.json"
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+
}
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}
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}
|
manifest.json
CHANGED
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@@ -178,16 +178,16 @@
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"path": "personamem-32k/qwen2.5-3b/reader/adapter_model.safetensors",
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"role": "reader_lora",
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"size": 119801528,
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-
"sha256": "
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-
"original_sha256": "
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"metadata_only_repack": false
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},
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{
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"path": "personamem-32k/qwen2.5-3b/reader/adapter_config.json",
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"role": "reader_config",
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"size": 975,
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-
"sha256": "
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-
"original_sha256": "
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"metadata_only_repack": true
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},
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{
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|
@@ -411,7 +411,8 @@
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"Only selected MemFold main-result reader weights and inference dependencies are included.",
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| 412 |
"PersonaMem bridge tensors are unchanged; training-only metadata is omitted.",
|
| 413 |
"LoCoMo transfer used a shared Qwen3 writer and bounded-text fusion.",
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| 414 |
-
"2026-09-29: PersonaMem-32K Qwen3-4B reader updated to validation-selected more-grpo epoch 5 (615 steps). Original paper release remains at revision d39842eeca8132288c5e2814fdd66733fa92fc3d. See OPTIMIZATION.json."
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],
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"default_qwen3_4b_personamem32k": {
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"configuration": "more-grpo",
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@@ -419,5 +420,14 @@
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"steps": 615,
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"source_revision": "01e46fd762eeff06efaba52d6170d7daea2f0da2",
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"original_release_revision": "d39842eeca8132288c5e2814fdd66733fa92fc3d"
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}
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}
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"path": "personamem-32k/qwen2.5-3b/reader/adapter_model.safetensors",
|
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"role": "reader_lora",
|
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"size": 119801528,
|
| 181 |
+
"sha256": "4fdf8e12b6211301883425c5d792843698d9d9b884ce391a9380d76e112d7a4d",
|
| 182 |
+
"original_sha256": "4fdf8e12b6211301883425c5d792843698d9d9b884ce391a9380d76e112d7a4d",
|
| 183 |
"metadata_only_repack": false
|
| 184 |
},
|
| 185 |
{
|
| 186 |
"path": "personamem-32k/qwen2.5-3b/reader/adapter_config.json",
|
| 187 |
"role": "reader_config",
|
| 188 |
"size": 975,
|
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+
"sha256": "e3631907424d1fe0f9adc9c104405b661f89d35adc662bd4fee1e59fc86a9380",
|
| 190 |
+
"original_sha256": "164804506e6dfd2b3ec68f9c33b7b1c93126554bcd78b44d24a7966db5ec761a",
|
| 191 |
"metadata_only_repack": true
|
| 192 |
},
|
| 193 |
{
|
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|
|
| 411 |
"Only selected MemFold main-result reader weights and inference dependencies are included.",
|
| 412 |
"PersonaMem bridge tensors are unchanged; training-only metadata is omitted.",
|
| 413 |
"LoCoMo transfer used a shared Qwen3 writer and bounded-text fusion.",
|
| 414 |
+
"2026-09-29: PersonaMem-32K Qwen3-4B reader updated to validation-selected more-grpo epoch 5 (615 steps). Original paper release remains at revision d39842eeca8132288c5e2814fdd66733fa92fc3d. See OPTIMIZATION.json.",
|
| 415 |
+
"Post-release update of personamem-32k/qwen2.5-3b: current-ratio-epoch-4, selected by greedy validation mean. Previous weights: 10e71a32171ccde6f3a53bc8ee5b407264321c3d. See personamem-32k/qwen2.5-3b/optimization.json."
|
| 416 |
],
|
| 417 |
"default_qwen3_4b_personamem32k": {
|
| 418 |
"configuration": "more-grpo",
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|
| 420 |
"steps": 615,
|
| 421 |
"source_revision": "01e46fd762eeff06efaba52d6170d7daea2f0da2",
|
| 422 |
"original_release_revision": "d39842eeca8132288c5e2814fdd66733fa92fc3d"
|
| 423 |
+
},
|
| 424 |
+
"optimized_defaults": {
|
| 425 |
+
"personamem-32k/qwen2.5-3b": {
|
| 426 |
+
"checkpoint": "current-ratio-epoch-4",
|
| 427 |
+
"source_revision": "45b50a33bbcf55013f0c720a6980ea4fcc5e5db3",
|
| 428 |
+
"previous_revision": "10e71a32171ccde6f3a53bc8ee5b407264321c3d",
|
| 429 |
+
"validation_mean": 0.6759999999999999,
|
| 430 |
+
"test_mean": 0.6120000000000001
|
| 431 |
+
}
|
| 432 |
}
|
| 433 |
}
|
personamem-32k/qwen2.5-3b/optimization.json
ADDED
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@@ -0,0 +1,877 @@
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|
| 1 |
+
{
|
| 2 |
+
"date": "2026-09-29",
|
| 3 |
+
"code_revision": "d049fd293e3232358594cba7cdae0f7a138bb58d",
|
| 4 |
+
"base_release": "10e71a32171ccde6f3a53bc8ee5b407264321c3d",
|
| 5 |
+
"bundle": "personamem-32k/qwen2.5-3b",
|
| 6 |
+
"phase": "on_policy_optimization",
|
| 7 |
+
"selection_criterion": "Maximum five-trial greedy validation mean; ties prefer earlier epoch then configuration order. Test only after selection.",
|
| 8 |
+
"selected_configuration": {
|
| 9 |
+
"name": "current-ratio",
|
| 10 |
+
"learning_rate": 3e-07,
|
| 11 |
+
"opd_weight": 0.002,
|
| 12 |
+
"grpo_weight": 0.3
|
| 13 |
+
},
|
| 14 |
+
"selected_epoch": 4,
|
| 15 |
+
"selected_optimizer_steps": 492,
|
| 16 |
+
"reference_kl_weight": 0,
|
| 17 |
+
"teacher_update_mode": "frozen_initial",
|
| 18 |
+
"epochs_per_configuration": 5,
|
| 19 |
+
"world_size": 4,
|
| 20 |
+
"questions_per_update": 4,
|
| 21 |
+
"rollouts_per_question": 8,
|
| 22 |
+
"rollouts_per_update": 32,
|
| 23 |
+
"seed": 42,
|
| 24 |
+
"sampling_temperature": 1.0,
|
| 25 |
+
"top_p": 0.98,
|
| 26 |
+
"max_response_tokens": 5,
|
| 27 |
+
"training_examples": 489,
|
| 28 |
+
"validation_examples": 50,
|
| 29 |
+
"test_examples": 50,
|
| 30 |
+
"evaluation": "Full-pipeline greedy memory generation and five fixed option permutations; test evaluated after validation selection.",
|
| 31 |
+
"validation_delta_vs_incumbent": 0.07599999999999996,
|
| 32 |
+
"validation_results": [
|
| 33 |
+
{
|
| 34 |
+
"name": "current-ratio-epoch-1",
|
| 35 |
+
"trials": [
|
| 36 |
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{
|
| 37 |
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"trial": 0,
|
| 38 |
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"correct": 25,
|
| 39 |
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"total": 50,
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| 40 |
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"accuracy": 0.5
|
| 41 |
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},
|
| 42 |
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{
|
| 43 |
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"trial": 1,
|
| 44 |
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"correct": 30,
|
| 45 |
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"total": 50,
|
| 46 |
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"accuracy": 0.6
|
| 47 |
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},
|
| 48 |
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{
|
| 49 |
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"trial": 2,
|
| 50 |
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"correct": 26,
|
| 51 |
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"total": 50,
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| 52 |
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"accuracy": 0.52
|
| 53 |
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},
|
| 54 |
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{
|
| 55 |
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"trial": 3,
|
| 56 |
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"correct": 35,
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| 57 |
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"total": 50,
|
| 58 |
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"accuracy": 0.7
|
| 59 |
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},
|
| 60 |
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{
|
| 61 |
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"trial": 4,
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| 62 |
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| 63 |
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| 64 |
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"accuracy": 0.56
|
| 65 |
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}
|
| 66 |
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],
|
| 67 |
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"mean_accuracy": 0.5760000000000001,
|
| 68 |
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"best_accuracy": 0.7,
|
| 69 |
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"seconds": 39.50442323461175
|
| 70 |
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},
|
| 71 |
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{
|
| 72 |
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"name": "current-ratio-epoch-2",
|
| 73 |
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|
| 74 |
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{
|
| 75 |
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"trial": 0,
|
| 76 |
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"correct": 31,
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| 77 |
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| 78 |
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|
| 79 |
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|
| 80 |
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{
|
| 81 |
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"trial": 1,
|
| 82 |
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"correct": 32,
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| 83 |
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| 84 |
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|
| 85 |
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},
|
| 86 |
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{
|
| 87 |
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"trial": 2,
|
| 88 |
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|
| 89 |
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| 90 |
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|
| 91 |
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|
| 92 |
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{
|
| 93 |
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| 94 |
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| 95 |
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| 96 |
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| 97 |
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},
|
| 98 |
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{
|
| 99 |
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"trial": 4,
|
| 100 |
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|
| 101 |
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| 102 |
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"accuracy": 0.56
|
| 103 |
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}
|
| 104 |
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],
|
| 105 |
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"mean_accuracy": 0.6319999999999999,
|
| 106 |
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"best_accuracy": 0.7,
|
| 107 |
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"seconds": 40.20348156709224
|
| 108 |
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|
| 109 |
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{
|
| 110 |
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"name": "current-ratio-epoch-3",
|
| 111 |
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|
| 112 |
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{
|
| 113 |
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"trial": 0,
|
| 114 |
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"correct": 31,
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| 115 |
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| 116 |
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"accuracy": 0.62
|
| 117 |
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|
| 118 |
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{
|
| 119 |
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"trial": 1,
|
| 120 |
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"correct": 31,
|
| 121 |
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| 122 |
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"accuracy": 0.62
|
| 123 |
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|
| 124 |
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{
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| 125 |
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"trial": 2,
|
| 126 |
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| 127 |
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| 128 |
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|
| 129 |
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},
|
| 130 |
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{
|
| 131 |
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"trial": 3,
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| 132 |
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|
| 133 |
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| 134 |
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|
| 135 |
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|
| 136 |
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{
|
| 137 |
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"trial": 4,
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| 138 |
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| 139 |
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|
| 140 |
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"accuracy": 0.64
|
| 141 |
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}
|
| 142 |
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],
|
| 143 |
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|
| 144 |
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"best_accuracy": 0.68,
|
| 145 |
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"seconds": 39.52767578139901
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| 146 |
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|
| 147 |
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{
|
| 148 |
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"name": "current-ratio-epoch-4",
|
| 149 |
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"trials": [
|
| 150 |
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{
|
| 151 |
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"trial": 0,
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| 152 |
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| 153 |
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| 154 |
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| 155 |
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| 156 |
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{
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| 159 |
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| 160 |
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|
| 161 |
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|
| 162 |
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{
|
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personamem-32k/qwen2.5-3b/reader/adapter_config.json
CHANGED
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@@ -25,12 +25,12 @@
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