Christian Medina
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d9c3781242
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fix: quote 'no' in eval_strategy (YAML boolean issue)
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2026-07-02 17:09:40 -04:00 |
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Christian Medina
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565ddd416e
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fix: disable eval (no test split in dataset)
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2026-07-02 16:49:34 -04:00 |
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Christian Medina
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dd86a4df37
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fix: rename dataset column to 'text' for SFTTrainer compatibility
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2026-07-02 16:39:21 -04:00 |
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Christian Medina
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36fe2c8d45
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fix: pass dataset_text_field to SFTTrainer from config
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2026-07-02 16:24:34 -04:00 |
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Christian Medina
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728073ef6a
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fix: use 'output' column (not 'text')
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2026-07-02 16:14:53 -04:00 |
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Christian Medina
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0752c03b83
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fix: use absolute path for dataset (no ~ expansion)
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2026-07-02 16:04:21 -04:00 |
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Christian Medina
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9e1c5120fb
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fix: single-process training, remove FSDP (model pre-distributed via device_map)
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2026-07-02 15:53:51 -04:00 |
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Christian Medina
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b8214f64cb
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fix: use 4-bit model, remove DeepSpeed, fix dataset path
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2026-07-02 15:23:26 -04:00 |
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Christian Medina
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4348323116
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feat: use accelerate device_map for DISTRIBUTED model loading (Test 7 method)
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2026-07-02 15:19:04 -04:00 |
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Christian Medina
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48e44cdf1c
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feat: add Test 11 - PEFT prepare + manual 4-bit quantization
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2026-07-02 14:30:19 -04:00 |
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Christian Medina
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da8658ae73
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fix: switch to CompressedTensors 4-bit checkpoint (BnB on CPU not working)
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2026-07-02 14:17:52 -04:00 |
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Christian Medina
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81dea9b9c8
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docs: add model class verification to test output
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2026-07-02 13:59:25 -04:00 |
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Christian Medina
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f608c7656f
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feat: dynamically detect layer names from model config
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2026-07-02 13:56:46 -04:00 |
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Christian Medina
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a55c39c818
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fix: use device_map=cpu with BnB config for quantization
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2026-07-02 13:54:19 -04:00 |
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Christian Medina
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3480dd9fbd
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docs: add model inspection script and comment failing tests
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2026-07-02 13:53:45 -04:00 |
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Christian Medina
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048e68f91a
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refactor: comment out failing tests, add Test 7-10 variations
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2026-07-02 13:45:17 -04:00 |
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Christian Medina
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e2b351e04c
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fix: actually quantize model with quantize_4bit()
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2026-07-02 13:34:33 -04:00 |
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Christian Medina
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aff91c990b
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feat: add Test 6 - bf16 to CPU → BnB 4-bit quantize → GPU
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2026-07-02 13:26:50 -04:00 |
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Christian Medina
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ffd1d29c35
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fix: use bf16 model with BnB 4-bit (ON-THE-FLY quantization)
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2026-07-02 13:20:26 -04:00 |
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Christian Medina
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48a2518b4c
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feat: comprehensive test of 5 loading strategies
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2026-07-02 12:32:59 -04:00 |
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Christian Medina
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3892ea7fec
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feat: test with BnB 4-bit quantization to force proper loading
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2026-07-02 12:23:34 -04:00 |
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Christian Medina
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c5a3b87eed
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feat: test both strategies - device_map=auto and FSDP
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2026-07-02 12:19:05 -04:00 |
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Christian Medina
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7f498134f2
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fix: FSDP loads model to GPU first, then shards across GPUs
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2026-07-02 12:17:44 -04:00 |
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Christian Medina
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f9c748706f
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fix: use already-quantized 4-bit model for training (no BnB needed)
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2026-07-02 12:09:59 -04:00 |
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Christian Medina
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3e26d7d37e
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fix: use already-quantized 4-bit model for test
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2026-07-02 12:09:49 -04:00 |
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Christian Medina
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e3ea60e6c6
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fix: clarify distribution pattern detection in test script
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2026-07-02 12:04:54 -04:00 |
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Christian Medina
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3049aa9b0a
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feat: add test script to verify model loading and GPU distribution
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2026-07-02 12:04:04 -04:00 |
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Christian Medina
|
14ef1a07c4
|
fix: remove sync_module_states=True (model is on CPU)
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2026-07-02 11:55:21 -04:00 |
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Christian Medina
|
5a13ca1d1c
|
feat: FSDP training failures now fallback to next strategy
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2026-07-02 11:48:03 -04:00 |
|
Christian Medina
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ac1417567c
|
fix: fix another indentation error
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2026-07-02 11:38:54 -04:00 |
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Christian Medina
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243223d899
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fix: fix indentation error in strategy 3
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2026-07-02 11:38:37 -04:00 |
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Christian Medina
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1b3f678b50
|
feat: add Strategy 1 - 4-bit QLoRA with device_map=auto (distributed across GPUs)
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2026-07-02 11:35:09 -04:00 |
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Christian Medina
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93ac7391dc
|
fix: clarify strategy naming + init distributed process group for FSDP
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2026-07-02 11:30:34 -04:00 |
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Christian Medina
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8cabc0e986
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fix: correct transformer_auto_wrap_policy API signature
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2026-07-02 11:12:31 -04:00 |
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Christian Medina
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651965e844
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feat: manually wrap model with FSDP on CPU before trainer
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2026-07-02 11:03:41 -04:00 |
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Christian Medina
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b056ec0306
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fix: force FSDP1 with string value to avoid FSDP2 gather spike
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2026-07-02 10:54:17 -04:00 |
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Christian Medina
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f1e016c8af
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fix: set gradient_checkpointing=False (FSDP handles it)
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2026-07-02 09:38:51 -04:00 |
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Christian Medina
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361a58addc
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fix: simplify FSDP config, comment out mixed_precision
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2026-07-02 09:38:10 -04:00 |
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Christian Medina
|
ab1988705b
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fix: add use_orig_params=True for LoRA/PEFT compatibility
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2026-07-02 09:37:37 -04:00 |
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Christian Medina
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b7d680966e
|
feat: restore FSDP with SHARD_GRAD_OP + sync_module_states
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2026-07-02 09:36:08 -04:00 |
|
Christian Medina
|
7b39fc3a1b
|
fix: add --mixed_precision bf16 to accelerate launch
|
2026-07-02 09:26:37 -04:00 |
|
Christian Medina
|
fe7df7c92f
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fix: disable FSDP, use standard accelerate data parallelism
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2026-07-02 09:22:28 -04:00 |
|
Christian Medina
|
42d61c15b0
|
fix: disable sync_module_states + add mixed precision for FSDP
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2026-07-02 09:14:18 -04:00 |
|
Christian Medina
|
4eb06a625e
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fix: add bnb_4bit_quant_storage for FSDP sharding of 4-bit weights
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2026-07-02 09:05:00 -04:00 |
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Christian Medina
|
4c9522072e
|
fix: add BitsAndBytesConfig import + remove bf16 GPU strategy
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2026-07-02 08:54:41 -04:00 |
|
Christian Medina
|
70a2bf0dd6
|
fix: use FSDP1 with sync_module_states to avoid GPU gather spike
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2026-07-02 08:47:56 -04:00 |
|
Christian Medina
|
c607888d8f
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fix: load QLoRA model to CPU first, FSDP shards later
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2026-07-02 08:26:23 -04:00 |
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Christian Medina
|
dbc97138e9
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fix: use SHARD_GRAD_OP instead of FULL_SHARD for 2-GPU setup
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2026-07-02 00:58:41 -04:00 |
|
Christian Medina
|
e3ea45fe96
|
fix: remove gradient_checkpointing (FSDP activation_checkpointing handles it)
|
2026-07-02 00:41:57 -04:00 |
|
Christian Medina
|
dfe85c3c82
|
fix: fsdp=True instead of list + add activation_checkpointing
|
2026-07-02 00:16:33 -04:00 |
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