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Browse files- README.md +15 -128
- adapter_config.json +7 -2
- adapter_model.bin +1 -1
README.md
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---
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widget:
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- text: "Translate to German: My name is Arthur"
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example_title: "Translation"
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- text: "Please answer to the following question. Who is going to be the next Ballon d'or?"
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example_title: "Question Answering"
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- text: "Q: Can Geoffrey Hinton have a conversation with George Washington? Give the rationale before answering."
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example_title: "Logical reasoning"
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- text: "Please answer the following question. What is the boiling point of Nitrogen?"
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example_title: "Scientific knowledge"
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- text: "Answer the following yes/no question. Can you write a whole Haiku in a single tweet?"
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example_title: "Yes/no question"
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- text: "Answer the following yes/no question by reasoning step-by-step. Can you write a whole Haiku in a single tweet?"
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example_title: "Reasoning task"
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- text: "Q: ( False or not False or False ) is? A: Let's think step by step"
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example_title: "Boolean Expressions"
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- text: "The square root of x is the cube root of y. What is y to the power of 2, if x = 4?"
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example_title: "Math reasoning"
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- text: "Premise: At my age you will probably have learnt one lesson. Hypothesis: It's not certain how many lessons you'll learn by your thirties. Does the premise entail the hypothesis?"
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example_title: "Premise and hypothesis"
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tags:
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- text2text-generation
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datasets:
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- svakulenk0/qrecc
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- taskmaster2
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- djaym7/wiki_dialog
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- deepmind/code_contests
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- lambada
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- gsm8k
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- aqua_rat
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- esnli
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- quasc
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- qed
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- financial_phrasebank
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license: apache-2.0
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---
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# Model Card for LoRA-FLAN-T5 large
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![model image](https://s3.amazonaws.com/moonup/production/uploads/1666363435475-62441d1d9fdefb55a0b7d12c.png)
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This repository contains the LoRA (Low Rank Adapters) of `flan-t5-large` that has been fine-tuned on [`financial_phrasebank`](https://huggingface.co/datasets/financial_phrasebank) dataset.
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## Usage
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Use this adapter with `peft` library
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```python
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# pip install peft transformers
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import torch
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from peft import PeftModel, PeftConfig
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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peft_model_id = "ybelkada/flan-t5-large-financial-phrasebank-lora"
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config = PeftConfig.from_pretrained(peft_model_id)
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# Load the Lora model
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model = PeftModel.from_pretrained(model, peft_model_id)
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```
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---
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library_name: peft
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---
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## Training procedure
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The following `bitsandbytes` quantization config was used during training:
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- quant_method: bitsandbytes
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- load_in_8bit: True
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- load_in_4bit: False
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- llm_int8_threshold: 6.0
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- llm_int8_skip_modules: None
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- llm_int8_enable_fp32_cpu_offload: False
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- llm_int8_has_fp16_weight: False
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- bnb_4bit_quant_type: fp4
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- bnb_4bit_use_double_quant: False
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- bnb_4bit_compute_dtype: float32
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### Framework versions
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- PEFT 0.6.0.dev0
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adapter_config.json
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{
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"base_model_name_or_path": "google/flan-t5-large",
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"bias": "none",
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"enable_lora": null,
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"fan_in_fan_out": false,
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"inference_mode": true,
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"lora_alpha": 32,
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"lora_dropout": 0.05,
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"merge_weights": false,
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 16,
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"target_modules": [
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"q",
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"v"
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "google/flan-t5-large",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layers_pattern": null,
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"layers_to_transform": null,
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"lora_alpha": 32,
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"lora_dropout": 0.05,
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 16,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q",
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"v"
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adapter_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size 18980429
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version https://git-lfs.github.com/spec/v1
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oid sha256:e51f2302c00f46763631da00b6a47a5326a88e4f2f691148376184ece2b71d80
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size 18980429
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