tarekziade
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Upload 20 files
Browse files- README.md +75 -0
- config.json +183 -0
- generation_config.json +16 -0
- merges.txt +0 -0
- onnx/decoder_model.onnx +3 -0
- onnx/decoder_model_merged.onnx +3 -0
- onnx/decoder_model_merged_quantized.onnx +3 -0
- onnx/decoder_model_quantized.onnx +3 -0
- onnx/decoder_with_past_model.onnx +3 -0
- onnx/decoder_with_past_model_quantized.onnx +3 -0
- onnx/encoder_model.onnx +3 -0
- onnx/encoder_model_quantized.onnx +3 -0
- preprocessor_config.json +22 -0
- pytorch_model.bin +3 -0
- quantize_config.json +125 -0
- special_tokens_map.json +6 -0
- tokenizer.json +0 -0
- tokenizer_config.json +9 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: apache-2.0
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---
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---
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tags:
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- image-to-text
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- image-captioning
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license: apache-2.0
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metrics:
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- rouge
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datasets:
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- Mozilla/flickr30k-transformed-captions
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widget:
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- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/savanna.jpg
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example_title: Savanna
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- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/football-match.jpg
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example_title: Football Match
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- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/airport.jpg
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example_title: Airport
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base_model:
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- google/vit-base-patch16-224-in21k
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model-index:
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- name: mozilla/distilvit
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results:
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- task:
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type: image-to-text
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name: Image To Text
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dataset:
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name: Mozilla/flickr30k-transformed-captions
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type: Mozilla/flickr30k-transformed-captions
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metrics:
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- name: ROUGE-1
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type: rouge
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value: 43.006
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verified: true
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- name: ROUGE-2
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type: rouge
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value: 16.9939
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verified: true
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- name: ROUGE-L
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type: rouge
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value: 38.8923
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verified: true
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- name: ROUGE-LSUM
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type: rouge
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value: 38.8877
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verified: true
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- name: loss
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type: loss
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value: 0.19939416646957397
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- name: gen_len
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type: gen_len
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value: 11.327256736227712
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verified: true
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---
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# distilvit
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This model is a work in progress. Fine-tuned version of those base models:
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- a VIT model for the image encoder: https://huggingface.co/google/vit-base-patch16-224-in21k
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- a Distilled GPT-2 model for the text decoder: https://huggingface.co/distilbert/distilgpt2
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This model was trained on:
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- Flickr30k : https://huggingface.co/datasets/nlphuji/flickr30k
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- COCO 2017: https://cocodataset.org
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You can get that checkpoint using the 3083a3cef6e3c8dd90df3f088074bbe836b0f403 commit.
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It was then further fine-tuned on :
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- [Flickr30k debiased](https://huggingface.co/datasets/Mozilla/flickr30k-transformed-captions)
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- [DocOrNot](https://huggingface.co/datasets/Mozilla/docornot)
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- [Alt Text Validation](https://huggingface.co/datasets/Mozilla/alt-text-validation)
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For the latter, the dataset was annotated by our team to correct the alt text generated by the model,
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using the [checkvite tool](https://github.com/mozila/checkvite).
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You can find the code used to create the model here: https://github.com/mozilla/distilvit
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config.json
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{
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"_name_or_path": "C:\\Users\\tarek\\Dev\\distilvit\\distilvit\\..\\mozilla/distilvit+fine-tuned",
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"architectures": [
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"VisionEncoderDecoderModel"
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],
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"decoder": {
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"_name_or_path": "distilbert/distilgpt2",
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"_num_labels": 1,
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"activation_function": "gelu_new",
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"add_cross_attention": true,
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bad_words_ids": null,
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"do_sample": false,
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"early_stopping": false,
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"embd_pdrop": 0.1,
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"id2label": {
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"0": "LABEL_0"
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},
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"initializer_range": 0.02,
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"is_decoder": true,
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},
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"layer_norm_epsilon": 1e-05,
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"length_penalty": 1.0,
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"max_length": 20,
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"min_length": 0,
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"model_type": "gpt2",
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"n_ctx": 1024,
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"n_embd": 768,
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"n_head": 12,
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}
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},
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}
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generation_config.json
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{
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"bos_token_id": 50256,
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"do_sample": true,
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"early_stopping": true,
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"eos_token_id": 50256,
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"max_length": 50,
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"max_time": 5,
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"no_repeat_ngram_size": 2,
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"num_beams": 2,
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"pad_token_id": 50256,
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"repetition_penalty": 1.4,
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"seed": 12,
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"temperature": 0.8,
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"top_p": 0.9,
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"transformers_version": "4.33.2"
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}
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merges.txt
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onnx/decoder_model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:b562d5631d23b71d9417071e8041f3eb80e84122a9bbb66dfdec8d46d91594d4
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size 385864797
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onnx/decoder_model_merged.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:129100f907e7295525d4529083bfb5bdcc206eedce9f9d4a6223131ea8cb8e87
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size 387342586
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onnx/decoder_model_merged_quantized.onnx
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onnx/decoder_model_quantized.onnx
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onnx/decoder_with_past_model.onnx
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onnx/decoder_with_past_model_quantized.onnx
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onnx/encoder_model.onnx
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onnx/encoder_model_quantized.onnx
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version https://git-lfs.github.com/spec/v1
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preprocessor_config.json
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{
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pytorch_model.bin
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quantize_config.json
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special_tokens_map.json
ADDED
@@ -0,0 +1,6 @@
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{
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tokenizer.json
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tokenizer_config.json
ADDED
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{
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training_args.bin
ADDED
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vocab.json
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