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https://api.github.com/repos/huggingface/peft/issues/2259
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2,719,155,124
I_kwDOIf9iDM6iEwO0
2,259
Deepseek_lora custom keys in input_data fails
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2024-12-05T02:20:27
2025-01-12T15:03:31
2025-01-12T15:03:31
NONE
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### System Info For some models, eg, deepseek, we need to manually make the specified target_modules like : https://github.com/huggingface/peft/issues/2128 . It reminds us a link: https://github.com/huggingface/peft/blob/e6f927bfecba238f81e940b7f560284e5829dc2e/src/peft/utils/constants.py#L87 . For Qwen2, which e...
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2,716,902,490
I_kwDOIf9iDM6h8KRa
2,256
Problem with loading PEFT model from checkpoint
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2024-12-04T08:21:39
2024-12-11T11:48:06
2024-12-11T11:48:05
NONE
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### System Info - Python v3.10.15 - torch==2.3.0+cu121 - peft==0.13.2 - transformers==4.46.3 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task ...
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2,715,625,311
I_kwDOIf9iDM6h3Sdf
2,255
Is this the right way to check whether a model has been trained as expected?
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2024-12-03T17:36:00
2024-12-04T12:01:37
2024-12-04T12:01:37
MEMBER
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I'd like to check whether my PEFT model has been trained as intended, i.e. whether the PEFT weights have changed, but not the base weights. The following code works, but I'm sure a PEFT specialist will suggest a better way. ```python import tempfile import torch from datasets import load_dataset from peft impo...
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2,715,127,322
I_kwDOIf9iDM6h1Y4a
2,252
Adapter name conflict with tuner prefix leads to unclear warning during model loading
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2024-12-03T14:05:58
2025-01-06T10:52:45
2025-01-06T10:52:45
CONTRIBUTOR
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### System Info - peft=0.13.3.dev0 - transformers=4.46.3 - Python=3.12.6 ### Who can help? @BenjaminBossan @stevhliu ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dat...
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2,715,078,337
I_kwDOIf9iDM6h1M7B
2,251
a guide to add a new fine-tuning method in the doc
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2024-12-03T13:46:02
2024-12-04T02:12:35
2024-12-04T02:12:35
NONE
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### Feature request Hello, I am a researcher in the finetune area. Can you publish a guide to add a new fine-tuning method in the doc? I think researchers like me are glad to experiment their methods based on this repo. ### Motivation Researchers like me are glad to experiment their methods based on this repo, but d...
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I_kwDOIf9iDM6h0g_Y
2,250
frozen modules also be lora
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2024-12-03T12:26:54
2025-01-11T15:03:43
2025-01-11T15:03:43
NONE
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### System Info * peft==0.7.1๏ผŒtransformers==4.45.0 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details below) ### Reproduction model = ge...
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2,714,820,501
I_kwDOIf9iDM6h0N-V
2,249
active_adapter = model.active_adapters[0] TypeError: 'method' object is not subscriptable
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2024-12-03T11:57:10
2024-12-05T07:46:00
2024-12-05T07:46:00
NONE
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### System Info trainer = Trainer( model=model, train_dataset=train_data, eval_dataset=val_data, args=transformers.TrainingArguments( per_device_train_batch_size=micro_batch_size, gradient_accumulation_steps=gradient_accumulation_steps, warmup...
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2,713,556,303
I_kwDOIf9iDM6hvZVP
2,246
PeftModelForSequenceClassification.add_adapter() got an unexpected keyword argument 'low_cpu_mem_usage'
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2024-12-02T22:45:18
2024-12-03T10:29:27
2024-12-03T10:29:27
NONE
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Hello! ### System Info peft==0.13.2 transformers==4.46.3 python 3.12.5 VsCode Notebook Macbook Air M1 beta 15.2 ### Who can help? _No response_ ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [X] An officially supported task in the `examples` fo...
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2,711,523,447
I_kwDOIf9iDM6hnpB3
2,244
Lm_head layer Problem in gemma2 : 2b-it
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2024-12-02T11:06:07
2024-12-04T11:30:28
2024-12-04T11:29:57
NONE
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### System Info all libraries are latest versions python 3.11 ### Who can help? _No response_ ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset (give details below) ...
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I_kwDOIf9iDM6hfmcK
2,243
TypeError: LlamaModel.forward() got an unexpected keyword argument 'labels' when using LoRA on Llama 3.2
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2024-12-01T15:51:19
2024-12-05T17:05:48
2024-12-05T10:36:43
NONE
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### System Info Python version: 3.12.3 Platform: Ubuntu 24.04 (WSL2) `peft==0.13.2, accelerate==1.0.1, transformers==4.46.3` ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - ...
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I_kwDOIf9iDM6hHO41
2,241
Request for adding the lora implementation for Conv1d rather than transormers.utils.Conv1d
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2024-11-28T19:02:45
2025-01-27T10:48:21
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### Feature request Hi, I found that Lora does not support the model with torch.nn.Conv1d as convolution layers, which limits the use-case for models pre-trained with this class (for example, Enformer). I wonder if it is possible to add an implementation based on this class. ### Motivation To finetune enformer. ###...
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I_kwDOIf9iDM6g2rZf
2,239
LoraConfig not JSON serializable for logging to wandb
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2024-11-27T14:14:25
2024-11-28T13:59:07
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### System Info Hi all, I am running a custom transformer (llava-style) based on Llama2 using PEFT, QLORA and FSDP. It is runnable, but I get a strange error coming from weights & biases, where it seems to be trying to log the LoraConfig, which as a ListConfig is not json serializable. If someone has any info, ...
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I_kwDOIf9iDM6fnLCA
2,228
tp_layer.py lora_a,b init_method is different from the method in lora paper
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2024-11-21T03:24:32
2024-11-21T10:48:48
2024-11-21T10:48:48
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### System Info peft: latest ### Who can help? @zhangsheng37 ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [X] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details below) ### Reproduction https://github.com/huggingface/p...
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2,671,655,376
I_kwDOIf9iDM6fPjnQ
2,221
Can not free GPU memory after Trainer.train() a Peft lora model
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2024-11-19T10:38:36
2024-11-19T14:07:04
2024-11-19T14:07:03
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### System Info peft 0.13.2 accelerate 1.1.0 torch 2.4.0 trl 0.12.0 python 3.10.15 linux server ### Who can help? @BenjaminBossan @sayakpaul ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder ...
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2,668,845,460
I_kwDOIf9iDM6fE1mU
2,219
Bug: BOFT forward/merging with CUDA
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2024-11-18T14:55:15
2024-12-09T10:56:41
2024-12-09T10:56:41
MEMBER
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### System Info At least for me, there is a bug that when fbd cuda is used for BOFT, the BOFT results are all 0. ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [ ] My own task...
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2,658,580,114
I_kwDOIf9iDM6edraS
2,216
How to specify the coefficients of loading lora during inference?
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2024-11-14T11:47:00
2024-11-18T11:30:03
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่ฎญ็ปƒๆ—ถไฝฟ็”จ็š„QLoRA 4rank๏ผŒ่ฟ›่กŒcudaๆจกๅž‹ๅˆๅนถๅฏผๅ‡บๆ—ถๅ‡บ็Žฐ๏ผŒKeyError: 'base_model.model.model.model.layers.14.mlp.down_proj'
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2024-11-14T09:15:22
2024-11-25T03:47:19
2024-11-25T03:47:19
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### System Info File "/home/mukuro/projects/LLaMA-Factory/src/llamafactory/model/adapter.py", line 299, in init_adapter model = _setup_lora_tuning( ^^^^^^^^^^^^^^^^^^^ File "/home/mukuro/projects/LLaMA-Factory/src/llamafactory/model/adapter.py", line 181, in _setup_lora_tuning model: "LoraMod...
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2,652,637,583
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2,212
Documentation for LoRAConfig.
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2024-11-12T16:06:40
2025-01-27T10:08:57
2025-01-27T10:08:57
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https://github.com/huggingface/peft/blob/162d7e57ee0088f42eb0f26150bd9170d30f3637/src/peft/tuners/lora/config.py#L112-L113 Documentation for `False` is not clear. Presumably 'completely random' means the arrays will be uninitialized and hence contain whatever the contents of the relevant memory locations are?
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2,649,689,514
I_kwDOIf9iDM6d7w2q
2,211
the lack of adapter_model.bin and adapter_config.json after fine-tuning
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2024-11-11T15:34:58
2024-11-14T02:21:14
2024-11-13T14:44:00
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### System Info peft 0.13.3.dev0 ### Who can help? _No response_ ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset (give details below) ### Reproduction after u...
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I_kwDOIf9iDM6d0ZbS
2,209
Unable to merge lora into base model properly?
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2024-11-10T23:08:11
2024-11-12T00:40:45
2024-11-12T00:40:45
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### System Info py3.11 ### Who can help? @BenjaminBossan @sayakpaul ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset (give details below) ### Reproduction ```py...
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TypeError: LoraConfig.__init__() got an unexpected keyword argument 'exclude_modules'
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2024-11-09T13:57:02
2025-02-20T07:06:49
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### System Info Name: peft Version: 0.13.2 ### Who can help? when i try to load the adapter for inference its showing the following error. `TypeError: LoraConfig.__init__() got an unexpected keyword argument 'exclude_modules'` ### Information - [X] The official example scripts - [X] My own modified scripts ##...
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modules_to_save Incorrect Overlap in Multiple LoRA Adapters
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2024-11-08T17:32:07
2025-01-03T15:03:46
2025-01-03T15:03:45
CONTRIBUTOR
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### System Info Python 3.11.9 transformers==4.40.2 peft==0.11.2 ### Who can help? @BenjaminBossan A bug occurs in the PEFT library when using multiple LoRA adapters, each with a unique `modules_to_save` configuration. The issue arises when the `modules_to_save` from the first LoRA adapter (e.g., `adapter_1`) is ...
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KeyError: Parameter containing
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2024-11-08T17:11:46
2024-12-18T17:14:56
2024-12-13T18:20:52
NONE
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I want to run [sft](https://github.com/huggingface/peft/tree/main/examples/sft) example and I get some erros, Can you help me to find the problem? I run [run_peft_fsdp.sh](https://github.com/huggingface/peft/blob/main/examples/sft/run_peft_fsdp.sh) with `--model_name_or_path "meta-llama/Llama-2-7b-hf"` (I used small...
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KeyError: 'messages'
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2024-11-08T08:13:39
2024-11-18T11:01:39
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NONE
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### System Info **When I use Lora finetune Llama2-7b-chat-hf, a bug appears.** [rank1]: Traceback (most recent call last): [rank1]: File "/mnt/data/maruiqi/finetune/train.py", line 155, in <module> [rank1]: main(model_args, data_args, training_args) [rank1]: File "/mnt/data/maruiqi/finetune/train.py", line...
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2,203
Add Assertions for `task_type` in `LoraConfig`
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2024-11-08T06:27:36
2024-11-21T23:58:15
2024-11-21T15:29:25
CONTRIBUTOR
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### Feature request The current implementation of `LoraConfig` in the PEFT library does not validate whether the provided `task_type` is valid. This can lead to silent failures when users accidentally provide a misspelled or unsupported task type. To improve usability and error handling, I propose adding assertions ...
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RuntimeError: element 0 of tensors.. OpenCLIP model
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2024-11-05T20:41:10
2025-01-05T15:03:32
2025-01-05T15:03:32
NONE
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### System Info peft = 0.13.2 python = 3.12.7 transformers = 4.45.2 ### Who can help? @sayakpaul I am using ```inject_adapter_model(...)``` to finetune a model from OpenCLIP using LoRA layers. I am able to finetune the model by modifying ```Linear()``` layers and other supported types as expected. However, the...
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Memory Inefficiency for LoRA & DoRA during fine-tuning.
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2024-11-02T07:47:03
2024-11-04T11:38:31
2024-11-03T10:03:42
CONTRIBUTOR
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I applied LoRA and DoRA to a ResNet-50 and noticed, that the memory needed for storing activations during fine-tuning almost doubles compared to full fine-tuning. As this is the main contributor to the memory consumption, this is concerning and it seems unnecessary. What could be done here? Here are some profiling r...
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2,194
[BUG] Issue with using `rank_pattern` and `alpha_pattern` together in `LoraConfig`
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2024-11-01T13:14:26
2024-11-19T14:35:38
2024-11-19T14:35:38
CONTRIBUTOR
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### System Info peft==0.13.2 ### Who can help? @BenjaminBossan ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [X] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details below) ### Reproduction Threre is an issue in the `_cr...
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2,193
Strange GPU MEM Occupation on GPU0 when using torchrun
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2024-11-01T08:53:31
2024-11-01T16:53:45
2024-11-01T16:53:44
NONE
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### System Info python==3.11.8 peft==0.13.2 accelerate==0.34.2 transformers==4.44.2 ### Who can help? @BenjaminBossan @sayakpaul ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset ...
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2,192
โ€peft_prefix_tuning_seq2seq.ipynbโ€œRuntimeError Due to Tensor Dimension Mismatch
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2024-10-31T13:05:53
2024-11-01T00:55:42
2024-11-01T00:55:42
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### System Info System Info transformers version: 4.46.0 Platform: windows11 Python version: 3.9. PyTorch version (GPU?): 2.4.0+cu124 Encountered a RuntimeError while trying to perform forward propagation with a BloomForCausalLM model from the transformers library. The error occurs when attempting to concatenat...
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2,188
How to change 'modules_to_save' setting when reloading a lora finetuned model
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2024-10-30T12:26:37
2024-12-08T15:03:37
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### System Info - `transformers` version: 4.36.2 - Platform: Linux-3.10.0-1160.49.1.el7.x86_64-x86_64-with-glibc2.17 - Python version: 3.9.19 - Huggingface_hub version: 0.24.6 - Safetensors version: 0.4.5 - Accelerate version: 0.21.0 - Accelerate config: not found - PyTorch version (GPU?): 2.0.1+cu117 (True)...
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2,185
Xlora cannot reload model from last checkpoint by using trainer.train(resume_from_checkpoint="checkpp")
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2024-10-29T02:54:22
2025-02-07T15:04:01
2025-02-07T15:04:01
NONE
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### System Info Peft v0.13.2 Transformers v4.44.0 Accelerate v0.33.0 ### Who can help? Since this relates to an interaction with PEFT and Xlora maybe @BenjaminBossan @EricLBuehler ### Information - [X] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported ...
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I_kwDOIf9iDM6cGdPO
2,184
PiSSA Updates Base Model Weights Silently
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2024-10-28T15:59:02
2024-10-30T09:16:39
2024-10-30T09:16:39
NONE
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### System Info Peft v0.13.0 Transformers v4.46.0 ### Who can help? Since this relates to an interaction with PEFT maybe @BenjaminBossan @sayakpaul? ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLU...
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2,616,357,267
I_kwDOIf9iDM6b8nGT
2,182
Evaluation of peft models using lm-eval-harness
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2024-10-27T06:14:48
2024-11-26T15:09:20
2024-11-26T15:09:20
CONTRIBUTOR
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### Feature request I would like to make an example notebook for evaluating the peft model for reproducable tasks and metrics using the lm-eval harness if possible . Library here - https://github.com/EleutherAI/lm-evaluation-harness ### Motivation Evaluating LLMs often involves benchmark datasets, but minor imple...
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2,615,881,680
I_kwDOIf9iDM6b6y_Q
2,181
How can I do to export mode format as gguf
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2024-10-26T13:51:45
2024-10-26T13:59:18
2024-10-26T13:59:18
NONE
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### Feature request This is a good project,I just got it today and encountered some problems. my any code ``` python from peft import AutoPeftModelForCausalLM from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("Qwen2-0.5B") model = AutoModelForCausalL...
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I_kwDOIf9iDM6b3Yju
2,179
Integration of merge-kit into PEFT
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2024-10-25T19:53:14
2025-03-03T16:58:20
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### Feature request Integrate merge-kit functionalities within the PEFT library to enable users to leverage the techniques provided in the library. This could include additional merging techniques beyond TIES and DARE which are currently natively supported by PEFT. References: 1)https://github.com/arcee-ai/merg...
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2,605,577,443
I_kwDOIf9iDM6bTfTj
2,171
LoRA + DeBERTa: loading model gives erratic, non-deterministic results
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2024-10-22T14:08:52
2024-10-25T09:10:39
2024-10-25T09:10:39
NONE
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### System Info A100 Colab ### Issue Here is a Colab repro to demonstrate my issue: https://colab.research.google.com/drive/1Z5FL1QDePY0j-8XL0o1V9o27_MbU-02E?usp=sharing It's very possible that I am doing something fundamentally wrong or using the `peft` framework incorrectly. However, I tried to copy most of...
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2,170
Invalid `none` check for loftq_config attribute in `LoraConfig`
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2024-10-22T13:22:46
2024-11-19T14:35:22
2024-11-19T14:35:21
CONTRIBUTOR
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### System Info - `transformers` version: 4.45.2 - Platform: Linux-5.14.0-427.37.1.el9_4.x86_64-x86_64-with-glibc2.34 - Python version: 3.12.7 - Huggingface_hub version: 0.26.0 - Safetensors version: 0.4.5 - Accelerate version: 1.0.1 - Accelerate config: not found - PyTorch version (GPU?): 2.5.0+cu124 (True)...
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2,166
fsdp_auto_wrap_policy is not working when FSDP_TRANSFORMER_CLS_TO_WRAP and the model's _no_split_modules are None.
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2024-10-19T15:38:49
2024-10-22T09:57:08
2024-10-22T09:57:08
CONTRIBUTOR
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### System Info ![image](https://github.com/user-attachments/assets/2ca1ee28-5520-4134-98c1-a417d49bcafe) ### Who can help? @BenjaminBossan @sayakpaul ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [ ] My ...
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2,165
update `layers_pattern` logic to to accept layer index
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2024-10-19T14:46:46
2024-11-16T21:14:13
2024-10-21T11:31:33
NONE
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### Feature request Please update the logic of the layers_pattern so that it allows for specifying the layer index in the pattern. This is necessary when you want to apply LORA to different blocks using separate lists of layer indices. For example, I would like to apply LORA to the last two layers in the encoder blo...
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2,161
Prompt Tuning Crash with Llama-3.2 in torch.embedding
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2024-10-18T07:34:29
2024-11-25T15:04:04
2024-11-25T15:04:04
NONE
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### System Info peft==0.13.2 accelerate==1.0.1 torch==2.4.0 peft_config ```python peft_config = PromptTuningConfig( task_type=TaskType.CAUSAL_LM, prompt_tuning_init=PromptTuningInit.TEXT, num_virtual_tokens=len(tokenizer(prompt_tuning_init_text)["input_ids"]), prompt_tuning_init_text=pro...
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2,155
LoraConfig conflict when using `layers_to_transform` in `LlamaModel`
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2024-10-17T10:42:05
2024-11-25T15:04:06
2024-11-25T15:04:06
NONE
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### System Info peft: 0.13.2 transformers: 4.43.1 ### Who can help? @BenjaminBossan @sayakpaul ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset (give details below) ### Reproducti...
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2,592,196,471
I_kwDOIf9iDM6agcd3
2,154
Tensor Expansion Size Mismatch During Forward Pass
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2024-10-16T15:13:04
2024-10-29T10:44:47
2024-10-29T10:44:47
NONE
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### System Info - `sentence-transformers`: latest version - `torch`: 2.0+ - `peft`: latest version - Ubuntu 22.04 ### Who can help? @sayakpaul @Be ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own...
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2,152
about run_unsloth_peft.sh
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2024-10-16T10:50:46
2024-11-24T15:03:28
2024-11-24T15:03:27
NONE
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[sft.zip](https://github.com/user-attachments/files/17394377/sft.zip) [ruozhiba_cvt.zip](https://github.com/user-attachments/files/17394510/ruozhiba_cvt.zip) I try to fine-tune the ruozhiba dataset using unsloth. I download the pre-trained models and dataset to local machine. I modified some .py files , and all th...
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I_kwDOIf9iDM6aAhkk
2,147
LoKrModel doesn't support LLM Model
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2024-10-13T09:41:30
2024-10-16T09:30:48
2024-10-16T09:30:48
NONE
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### System Info ## virtual env info ```bash $conda list _libgcc_mutex 0.1 main _openmp_mutex 5.1 1_gnu absl-py 2.1.0 pypi_0 pypi accelerate 0.33.0 pypi_0 pypi a...
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I_kwDOIf9iDM6Zp7gd
2,141
When I use peft to finetune llama2, the gpu memory keeps growing
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2024-10-10T07:27:54
2024-11-18T15:04:05
2024-11-18T15:04:05
NONE
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### System Info torch 2.4.1 transformers 4.46.0.dev0 trl 0.11.2 peft 0.13.1 GPU V100 CUDA 12.4 nvidia driver 550.54.15 ### Who can help? _No response_ ### Information - [ ] The offi...
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2,574,769,034
I_kwDOIf9iDM6Zd9uK
2,138
Is it possible to support the new Bone method?
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2024-10-09T05:02:33
2024-10-17T05:40:34
2024-10-17T05:40:34
CONTRIBUTOR
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### Feature request In the paper "https://arxiv.org/pdf/2409.15371", we introduce a brand new PEFT (Parameter-Efficient Fine-Tuning) method: BONE (BLOCK AFFINE). This is a completely new structure that differs from the LoRA series. In terms of performance, it has already surpassed PISSA. Therefore, I hope that Bo...
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2,136
support for heterogeneous types for `modules_to_save`
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2024-10-07T18:27:53
2024-11-15T15:03:56
2024-11-15T15:03:56
CONTRIBUTOR
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### Feature request From my understanding of the current implementation, the modules_to_save wrappers are currently limited to copying only one specific layer of the model (reference: https://github.com/huggingface/peft/blob/859fd880e66fd152401b48c1f8c8bacbcc576f70/src/peft/utils/other.py#L192). Adding this feature wo...
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2,568,898,171
I_kwDOIf9iDM6ZHkZ7
2,134
PEFT doesn't inject virtual tokens into generate forward pass
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2024-10-06T20:58:59
2024-11-07T09:21:12
2024-11-07T09:21:12
NONE
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### System Info - `transformers` version: 4.46.0.dev0 - Platform: Linux-5.4.0-148-generic-x86_64-with-glibc2.31 - Python version: 3.9.19 - Huggingface_hub version: 0.24.0 - Safetensors version: 0.4.3 - Accelerate version: 0.33.0 - Accelerate config: not found - PyTorch version (GPU?): 2.4.1+cu121 (True) - T...
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2,132
Key mismatch when trying to load a LORA adapter into an XLORA model
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2024-10-05T17:03:30
2025-02-07T15:04:04
2025-02-07T15:04:04
NONE
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### System Info peft==0.13.0 ### Who can help? @EricLBuehler ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset (give details below) ### Reproduction Code to train a the sample LORA...
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2,131
p-tuning or prefix tuning or prompt tuning code given does not work during inference
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2024-10-05T16:58:06
2024-10-08T08:48:02
2024-10-08T08:48:02
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### System Info In https://github.com/huggingface/peft/blob/main/docs/source/task_guides/prompt_based_methods.md, the p-tuning method (also referred to in the hugging faces documentation page: https://huggingface.co/docs/peft/task_guides/prompt_based_methods) or the prefix tuning method or the prompt tuning method fai...
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RuntimeError: Expected all tensors to be on the same device, but found at least two devices, cuda:0 and cpu!
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2024-10-04T23:04:08
2024-10-10T21:31:46
2024-10-10T21:31:46
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### System Info System Info transformers version: 4.45.1 peft version: 0.13.0 Platform: Linux-5.10.225-213.878.amzn2.x86_64-x86_64-with-glibc2.35 Python version: 3.10.14 Huggingface_hub version: 0.24.5 Safetensors version: 0.4.4 Accelerate version: 0.34.2 Accelerate config: not...
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I_kwDOIf9iDM6Y-_ea
2,128
ValueError: Please specify `target_modules` in `peft_config`, issue exist with gemma
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2024-10-04T15:32:35
2024-10-07T11:15:22
2024-10-06T02:15:36
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### System Info peft version: 0.12.0 trl version: 0.9.6 I am following official script from huggingface trl: https://github.com/huggingface/trl/blob/main/examples/scripts/sft.py with the given demo execution. it works fine with most models such as llama-3.1, llama-3.2 etc, but not for `gemma` (such as `unslo...
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2,564,976,195
I_kwDOIf9iDM6Y4m5D
2,125
SFTTrainer: element 0 of tensors does not require grad and does not have a grad_fn
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2024-10-03T20:47:21
2024-10-10T09:04:04
2024-10-10T09:04:03
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### System Info - `transformers` version: 4.45.1 - Platform: Linux-5.10.225-213.878.amzn2.x86_64-x86_64-with-glibc2.35 - Python version: 3.10.14 - Huggingface_hub version: 0.24.5 - Safetensors version: 0.4.4 - Accelerate version: 0.34.2 - Accelerate config: not found - PyTorch version (GPU?): 2.1.0 (True) ...
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2,562,501,661
I_kwDOIf9iDM6YvKwd
2,123
`PeftModelForCausalLM.generate` ignores prompt tuning parameters unless `use_cache=False`
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2024-10-02T19:40:32
2024-11-11T15:03:46
2024-11-11T15:03:46
NONE
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### System Info Python 3.9.18 ``` peft==0.13.0 transformers==4.45.1 ``` ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [X] An officially supported task in the `examples` folder - [ ] My own task or dataset (give det...
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2,559,218,658
I_kwDOIf9iDM6YipPi
2,121
Peft should update the way of passing past_key_values of prefix-tuning, prompt tuning etc
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2024-10-01T13:19:57
2024-10-01T13:36:18
2024-10-01T13:36:18
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### System Info - `transformers` version: 4.46.0.dev0 - Platform: Linux-4.15.0-76-generic-x86_64-with-glibc2.27 - Python version: 3.12.4 - Huggingface_hub version: 0.23.4 - Safetensors version: 0.4.3 - Accelerate version: 0.34.2 - Accelerate config: - compute_environment: LOCAL_MACHINE - distribute...
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2,558,249,099
I_kwDOIf9iDM6Ye8iL
2,119
Request to Include Named Entity Recognition and Relation Extraction Model Finetuning Examples and Guidance Request
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2024-10-01T05:50:24
2024-10-22T04:32:18
2024-10-22T04:32:18
NONE
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### Feature request As an NLP enthusiast working on Named Entity Recognition (NER) and Relation Extraction (RE) tasks, I would like to request the inclusion of NER and RE-related examples, best practices, and **guidance for fine-tuning** models specifically for these tasks on your GitHub page. The documentation on...
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2,556,474,790
I_kwDOIf9iDM6YYLWm
2,116
Update `huggingface_hub` requirement version
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2024-09-30T12:15:31
2024-09-30T15:57:00
2024-09-30T15:57:00
NONE
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### System Info peft 0.13.0 huggingface_hub 0.19.4 (due to other dependencies) ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details below) ...
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2,556,403,277
I_kwDOIf9iDM6YX55N
2,115
Ineffective Fine-Tuning Bug: Using `get_peft_model()` Before Loading LoRA Produces Outputs Identical to the Base Model
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2024-09-30T11:44:02
2024-10-30T15:46:30
2024-10-30T15:46:29
NONE
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### System Info transformers==4.41.2 peft==0.11.1 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details below) ### Reproduction **Soluti...
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2,555,390,604
I_kwDOIf9iDM6YUCqM
2,112
PEFT Config checking update request
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2024-09-30T02:31:44
2024-10-01T01:01:26
2024-10-01T01:01:26
NONE
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### Feature request Position: In peft/tuners/lora/model.py --> LoRaModel._check_new_adapter_config() The source code suggests a TODO: ![image](https://github.com/user-attachments/assets/b73ef0ef-23d6-42de-a25d-96a4b1d0ef79) Please complete this checking function ASAP. ### Motivation When I tried to load multipl...
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2,554,938,124
I_kwDOIf9iDM6YSUMM
2,111
could not finetune gemma 2 9b with lora and fsdp
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2024-09-29T13:29:56
2024-11-07T15:03:54
2024-11-07T15:03:54
NONE
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### System Info i'am using sagemaker to run finetune on an ml.g5.48xlarge with the requirement file : ``` transformers==4.44.2 datasets==3.0.0 accelerate==0.34.2 bitsandbytes==0.44.0 huggingface_hub==0.25.1 trl==0.11.0 peft==0.12.0 torch==2.1.1 ``` ### Who can help? _No response_ ### Informatio...
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2,553,045,047
I_kwDOIf9iDM6YLGA3
2,107
Optimize DoRA computation when there is no dropout
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2024-09-27T14:10:16
2024-10-16T17:18:18
2024-10-16T17:18:18
MEMBER
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### Feature request DoRA could be made faster and to use less memory if the base result were reused for DoRA. However, this is only equivalent if there is no dropout (because the base result will have dropout applied). Therefore, an optimization could be done when dropout=0 (i.e. when `nn.Identity` is used) or during ...
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2,105
merge_and_unload docs do not clarify behaviour for quantized base models
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2024-09-26T18:05:23
2024-12-04T15:04:12
2024-12-04T15:04:12
NONE
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### System Info NA ### Who can help? @BenjaminBossan could you add a note to the docs to explain the default behaviour, and also any work arounds (e.g. loading a base model and dequantizing and loading the adapter and then merging) for best performance? Thanks https://huggingface.co/docs/peft/main/en/package_refe...
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2,550,632,813
I_kwDOIf9iDM6YB5Ft
2,103
Lora PISSA init: not support gpt2
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2024-09-26T13:42:10
2024-10-28T10:38:15
2024-10-28T10:38:15
CONTRIBUTOR
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### System Info peft 0.13.0 transformers 4.44.2 torch 2.4.0 Python 3.12.4 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset (give details below) ...
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2,549,443,382
I_kwDOIf9iDM6X9Ws2
2,100
Questions about original_module and modules_to_save.default
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2024-09-26T03:48:26
2024-11-04T15:04:00
2024-11-04T15:04:00
NONE
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### System Info - `transformers` version: 4.36.2 - Platform: Linux-3.10.0-1160.59.1.el7.x86_64-x86_64-with-glibc2.17 - Python version: 3.9.19 - Huggingface_hub version: 0.24.6 - Safetensors version: 0.4.5 - Accelerate version: 0.21.0 - Accelerate config: not found - PyTorch version (GPU?): 2.0.1+cu117 (True)...
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2,549,370,431
I_kwDOIf9iDM6X9E4_
2,099
Using module_to_save to save parameters inited by nn.parameters dose't work!
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2024-09-26T02:48:38
2024-10-02T10:43:44
2024-10-02T10:43:06
NONE
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### System Info - `transformers` version: 4.44.0 - Platform: Windows-10-10.0.19041-SP0 - Python version: 3.10.14 - Huggingface_hub version: 0.24.6 - Safetensors version: 0.4.4 - Accelerate version: 0.33.0 ...
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2,548,733,858
I_kwDOIf9iDM6X6pei
2,097
loftq_utils.py depdends on huggingface_hub.errors, which doesn't appear in some versions of huggingface_hub
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2024-09-25T18:44:40
2024-10-28T10:49:04
2024-10-28T10:49:03
NONE
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### System Info loftq_utils.py refers to huggingface_hub.errors Should the requirements.txt include huggingface_hub? I have huggingface_hub version 0.19.4 and it does not have huggingface_hub.errors. Is there a workaround or another version of huggingface_hub? ### Who can help? _No response_ ### Informat...
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2,546,036,590
I_kwDOIf9iDM6XwW9u
2,092
Why original layer weight is saved for LoRA adapter?
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2024-09-24T18:06:45
2024-09-25T03:20:06
2024-09-25T03:20:06
NONE
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### System Info peft==0.12.0 transformers==4.44.2 Python 3.11.2 OS: Debian GNU/Linux 12 (bookworm) ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [ ] My own task or dataset...
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2,544,079,181
I_kwDOIf9iDM6Xo5FN
2,091
Abnormal performance of training LLaMA3.1-70 via LoRA
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2024-09-24T01:41:21
2024-10-08T01:59:13
2024-10-08T01:57:36
NONE
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When I try to fine-tune both LLaMA-2-70B and LLaMA-3.1-70B with LoRA using the same code, the 3.1 seems to have an unusual loss landscape, is there anything I should be aware of? ```Python torch.nn.Linear.reset_parameters = lambda x: None model = AutoModelForCausalLM.from_pretrained(args.base_model, ...
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2,541,199,944
I_kwDOIf9iDM6Xd6JI
2,085
Prompt-Tuning for text-to-image diffusion models
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2024-09-22T18:31:08
2024-11-01T15:03:41
2024-11-01T15:03:41
NONE
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Hi, I have been looking for a simple example/script that shows how I can use the prompt-tuning technique in the PEFT library to fine-tune the text encoder of a stable diffusion model. But I could not find any. Could you please introduce me if there is already one? If there is no implementation, I would appreciate any h...
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2,536,700,694
I_kwDOIf9iDM6XMvsW
2,080
make RMSNorm or other small parameters trainable with lora
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2024-09-19T15:30:35
2024-09-20T07:12:34
2024-09-20T07:12:34
NONE
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### Feature request Add a convinient way to unfreeze and later save specific weigths, which are not `nn.Linear`. I wonder, if it would be relevant to implement this functionality in this library. Or it is out of it's scope. ### Motivation While transformers are mostly consist of linear layers, they still has some...
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2,536,561,369
I_kwDOIf9iDM6XMNrZ
2,079
Support Conv3d layer
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2024-09-19T14:41:01
2024-10-21T08:56:43
2024-10-21T08:56:43
CONTRIBUTOR
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### Feature request Currently, many adapters support Conv1d and Conv2d layers, but not Conv3d. I would like to be able to use these methods on Conv3d layers. ### Motivation I would like to use PEFT on models which process 3D images (eg video or volumetric images). As it stands, PEFT cannot be applied. ### Your cont...
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2,533,192,085
I_kwDOIf9iDM6W_XGV
2,075
lora_r is double when converting olora to lora.
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2024-09-18T09:25:14
2024-09-20T10:11:26
2024-09-20T10:11:25
NONE
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### System Info - `transformers` version: 4.44.2 - Platform: Linux-5.13.0-30-generic-x86_64-with-glibc2.31 - Python version: 3.12.4 - Huggingface_hub version: 0.24.5 - Safetensors version: 0.4.3 - Accelerate version: 0.34.0 - Accelerate config: not found - PyTorch version (GPU?): 2.4.0+cu121 (True) - Tens...
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2,531,399,478
I_kwDOIf9iDM6W4hc2
2,072
ImportError: cannot import name 'VBLoRAConfig' from 'peft'
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2024-09-17T14:59:48
2024-09-17T15:55:53
2024-09-17T15:54:50
NONE
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### System Info RTX 4090D(24GB) peft == 0.12.0 transformers == 4.44.0 Has this method been removed? ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or datas...
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2,529,712,928
I_kwDOIf9iDM6WyFsg
2,071
RuntimeError: Error(s) in loading state_dict for PeftModelForCausalLM: size mismatch when I load using adapter path but not checkpoint
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2024-09-17T00:19:08
2024-10-15T09:38:32
2024-09-20T05:33:21
NONE
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### System Info MultiGPU setting with 2 A100 GPU. GPU memory is 80GB each. Training is done using accelerate and Deep Speed. ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - ...
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I_kwDOIf9iDM6Wszt3
2,070
[Feature] Add Quantization Support for VeRA Method
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2024-09-16T12:27:33
2024-10-07T13:04:10
2024-10-07T13:04:09
CONTRIBUTOR
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### Feature request This pull request aims to introduce support for quantization in the VeRA PEFT method. This enhancement is in response to the issue #1921, which highlighted the need for compatibility between VeRA and quantized models. ### Motivation The motivation behind this feature request is to extend the func...
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2,526,548,121
I_kwDOIf9iDM6WmBCZ
2,069
Unaligned blit request with RoBERTa
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2024-09-14T18:10:13
2024-10-24T15:03:51
2024-10-24T15:03:51
NONE
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### System Info System: MacBook M1 Pro (MPS) `accelerate==0.33.0` `peft==0.12.0` `torch==2.4.1` `transformers==4.44.0` ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [...
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2,524,070,608
I_kwDOIf9iDM6WckLQ
2,067
Does peft supports the custom setting of trainable parameters(for example, some params in word_embeddings)
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2024-09-13T07:22:34
2024-10-21T15:03:58
2024-10-21T15:03:58
NONE
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### Feature request Does peft supports the custom setting of trainable parameters(for example, some params in word_embeddings) ### Motivation To use the method [EP](https://arxiv.org/abs/2103.15543) ### Your contribution maybe
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2,523,815,599
I_kwDOIf9iDM6Wbl6v
2,066
About merge lora weight and lora dropout
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2024-09-13T03:47:48
2024-09-13T09:30:03
2024-09-13T09:30:03
NONE
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## Description: The Dropout layer behaves differently during training and evaluation, leading to inconsistent behavior in the lora_A module. Specifically, during training, dropout(x) will drop some outputs of XA, whereas during evaluation, dropout is disabled and a scaling factor of 1-p is multiplied with XA. To ensu...
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2,523,808,306
I_kwDOIf9iDM6WbkIy
2,065
Merge LoRA into 405B
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2024-09-13T03:38:17
2024-10-30T15:03:47
2024-10-30T15:03:47
NONE
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Env: 8 A100-80G GPUs, Transformer: 4.43.3, torch: 2.4.0+cu121 Goal: Get a merged INT8 405B Path 1: 1) Load IN8 405B & BF16 LoRA --> Merge --> Save Path 2: 1) Load BF16 405B & BF16 LoRA --> Merge --> Save 2) Load INT8 merged 405B --> Save When I tried to merge LoRA into LLaMA-3.1 405B with load_in_8bit=T...
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I_kwDOIf9iDM6WS3hY
2,063
question about training time
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2024-09-12T07:02:48
2024-10-25T15:03:38
2024-10-25T15:03:38
NONE
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### System Info Dear authors, I have a question regarding the training time utilizing the peft package. I tried using LoRA with a swin transformer to reduce the parameter size. ``` model = SwinModel.from_pretrained('./swin-large-patch4-window7-224-in22k').cuda() config = LoraConfig( r=16, lora_alpha=...
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2,518,749,095
I_kwDOIf9iDM6WIQ-n
2,060
When using accelerate+deepspeed to accelerate the code does not work
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2024-09-11T07:06:33
2024-10-20T15:03:29
2024-10-20T15:03:29
NONE
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### System Info The classes used are examples/sft/train.py and examples/sft/run_peft_qlora_deepspeed_stage3.sh When we use fixed parameters , Let's comment out the following two lines in def `__main__` ```python parser = HfArgumentParser((ModelArguments, DataTrainingArguments, TrainingArguments)) mo...
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2,515,765,209
I_kwDOIf9iDM6V84fZ
2,057
Is it possible to load a model from my local path, like YoloV7.pt in my local?
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2024-09-10T08:27:54
2024-09-10T10:52:08
2024-09-10T10:52:07
NONE
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### Feature request After exploring the EXAMPLES directories, I found there is no object detection demo. I try to change the model id from the hugging face. https://huggingface.co/Yolov7/yolov7 But there is no config files in hugging face website of YOLOV7. But this ### Motivation Although PEFT is mainly used...
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2,512,143,117
I_kwDOIf9iDM6VvEMN
2,055
Loading lora weights for FLUX pipeline is extremely slow
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2024-09-08T01:12:05
2024-11-04T15:04:03
2024-11-04T15:04:03
NONE
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### System Info Installed packages: ``` accelerate==0.34.0 asttokens==2.4.1 certifi==2024.8.30 charset-normalizer==3.3.2 comm==0.2.2 compel==2.0.3 debugpy==1.8.5 decorator==5.1.1 diffusers==0.30.2 exceptiongroup==1.2.2 executing==2.1.0 filelock==3.15.4 fsspec==2024.6.1 huggingface-hub==0.24.6 idna==...
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2,512,107,068
I_kwDOIf9iDM6Vu7Y8
2,054
Problem with model.merge_and_unload - the saved model is almost empty - 40kb
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2024-09-07T22:57:29
2024-10-16T15:03:56
2024-10-16T15:03:55
NONE
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### System Info Ubuntu 22.04 all latest versions ### Who can help? @BenjaminBossan @sayakpaul ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [x] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details below) ...
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2,510,566,846
I_kwDOIf9iDM6VpDW-
2,052
LoRA support for image classification and segmentation
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2024-09-06T14:25:51
2024-10-15T15:04:00
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I had a question regarding LoRA support for image classification and segmentation. I understand that LoRA support is available for both as specified in the following tutorials: https://github.com/huggingface/peft/blob/main/examples/semantic_segmentation/semantic_segmentation_peft_lora.ipynb https://huggingface.co/doc...
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2,502,980,171
I_kwDOIf9iDM6VMHJL
2,049
Applying Dora to o_proj of Meta-Llama-3.1-8B results in NaN
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2024-09-03T14:06:29
2024-09-04T09:07:31
2024-09-04T06:25:52
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### System Info transformers==4.43.3 peft==0.11.2 accelerate==0.33.0 ### Who can help? @BenjaminBossan @ariG23498 ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or datase...
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2,498,883,653
I_kwDOIf9iDM6U8fBF
2,046
Saving and then loading prompt tuned model doesn't work
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2024-08-31T14:46:02
2024-09-01T11:22:58
2024-09-01T11:22:58
NONE
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### System Info I am prompt tuning with Llama-2-7b-chat-hf(https://huggingface.co/meta-llama/Llama-2-7b-chat-hf) as base model. At the start of the training, the epoch average loss is about 2.5. At end of the training at epoch 10, the average loss becomes about 0.8. I am saving it locally. However, when I load it th...
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2,494,533,279
I_kwDOIf9iDM6Ur46f
2,044
exclude_modules to keep specific layers or other quirky components out of a target_modules selection
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2024-08-29T13:56:30
2024-10-21T08:57:36
2024-10-21T08:57:36
NONE
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### Feature request The LoraConfig class should accept an optional `exclude_modules` list of regular expressions in an analogue to `target_modules` that then should be referenced when matching against entries from `target_modules`. ### Motivation Targeting `proj_out` and `proj_mlp` on some models greatly improves th...
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2,494,424,234
I_kwDOIf9iDM6UreSq
2,043
Missing modules in prompt-based PEFT when re-loading model
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2024-08-29T13:18:58
2024-09-23T14:41:14
2024-09-23T14:41:14
NONE
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### System Info python 3.10.10, transformers 4.44.2, peft 0.12.0 ### Who can help? @BenjaminBossan @sayak ### Information - [X] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [X] My own task or dataset (give details below) ### R...
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2,489,584,346
I_kwDOIf9iDM6UZAra
2,041
Low performance on mps backed
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2024-08-27T14:39:37
2024-11-02T15:04:23
2024-11-02T15:04:23
NONE
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### System Info ``` accelerate 0.33.0 peft 0.12.0 Python 3.12.5 macOS: 15.0 MacBook pro M1 Pro 16 gb ``` ### Who can help? ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` fo...
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2,485,292,839
I_kwDOIf9iDM6UIo8n
2,035
Cannot use prefix tuning on quantized Codellama
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2024-08-25T14:23:49
2024-10-02T15:03:59
2024-10-02T15:03:59
NONE
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### System Info I'm trying to PEFT with quantized LLMs. When I used prompt tuning, LoRA, and IA3, it works. However, when I use prefix tuning on 8-bit codellama-7b-hf, it reports the following error: ![image](https://github.com/user-attachments/assets/85ba8e94-882f-4d2c-81ad-84a96e4cc756) ### Who can help? @B...
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2,480,405,872
I_kwDOIf9iDM6T1_1w
2,032
Unobvious behavior of model after applying merge_and_unload
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2024-08-22T10:19:35
2024-08-22T11:38:21
2024-08-22T11:38:20
NONE
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### System Info peft == 0.12.0 transformers==4.44.0 accelerate==0.33.0 Python 3.9.0 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details ...
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2,477,448,474
I_kwDOIf9iDM6Tqt0a
2,027
Unable to load peft checkpoint
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2024-08-21T08:44:05
2024-08-22T15:10:40
2024-08-22T15:10:40
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### System Info **- transformers version: 4.44.0** **- peft 0.12.0** - Platform: Linux-4.18.0-477.27.1.el8_8.x86_64-x86_64-with-glibc2.28 **- Python version: 3.9.4** - Huggingface_hub version: 0.23.2 - Safetensors version: 0.4.3 **- Accelerate version: 0.33.0** - Accelerate config: not found **- PyTorch...
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I_kwDOIf9iDM6ThYJ_
2,020
replace_lora_weights_loftq() throw HFValidationError when base model is loaded using a local path
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2024-08-20T08:11:49
2024-08-20T12:19:08
2024-08-20T12:19:07
NONE
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### System Info transformers 4.44.0 peft 0.12.0 ### Who can help? @BenjaminBossan @sayakpaul ### Information - [X] The official example scripts - [ ] My own modified scripts ### Tasks - [X] An officially supported task in the `examples` folder - [ ] My own task or dataset (give details belo...
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2,473,326,414
I_kwDOIf9iDM6Ta_dO
2,018
With tied embeddings adapter merged to tied layers
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2024-08-19T13:09:21
2024-12-02T10:42:44
2024-09-19T09:26:45
CONTRIBUTOR
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### System Info `peft=0.12.0` `transformers =4.44.0` ### Who can help? _No response_ ### Information - [ ] The official example scripts - [x] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder - [x] My own task or dataset (give details below) ### Rep...
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2,472,210,217
I_kwDOIf9iDM6TWu8p
2,016
Cannot apply both PEFT QLoRA and DeepSpeed ZeRO3
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2024-08-19T00:08:21
2024-10-08T15:03:49
2024-10-08T15:03:48
NONE
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### System Info ```Shell - `Accelerate` version: 0.33.0 - Platform: Linux-5.15.133+-x86_64-with-glibc2.35 - `accelerate` bash location: /opt/conda/bin/accelerate - Python version: 3.10.14 - Numpy version: 1.25.2 - PyTorch version (GPU?): 2.2.0+cu121 (True) - PyTorch XPU available: False - PyTorch NPU availab...
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2,471,901,385
I_kwDOIf9iDM6TVjjJ
2,015
XLoRA: training issues, Gradients will be None
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2024-08-18T10:30:50
2024-11-17T15:03:26
2024-11-17T15:03:26
NONE
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I installed PEFT from source. And use the latest versions of Transformers and TRL. I passed the XLoRA model to TRL but the training doesn't seem to work (training loss doesn't decrease and validation loss remains constant). I get this warning: UserWarning: None of the inputs have requires_grad=True. Gradients will b...
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2,471,731,730
I_kwDOIf9iDM6TU6IS
2,014
QLora with DeepSpeed support
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2024-08-18T01:06:30
2024-08-19T10:44:10
2024-08-18T05:36:38
NONE
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### System Info peft: 0.12.1.dev0 accelerate: 0.33.0.dev0 transformers: 4.45.0.dev0 platform: ubuntu22.04 LTS python 3.10.12 hardward: NVIDIA RTX2080TI * 4 ### Who can help? _No response_ ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported...
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2,471,299,311
I_kwDOIf9iDM6TTQjv
2,012
Incorporating contrastive prefixes with PrefixTuning
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2024-08-17T03:00:13
2024-09-24T15:03:48
2024-09-24T15:03:48
NONE
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### Feature request I was wondering if you could shed some light on how to incorporate contrastive prefixes with the PrefixTuning wrapper (https://huggingface.co/docs/peft/en/package_reference/prefix_tuning) as detailed in this paper (https://aclanthology.org/2022.findings-acl.229/). ### Motivation Contrastive Prefi...
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