Upload Dante-Zero model trained on 2025-03-05
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- README.md +58 -0
- checkpoint-100/config.json +30 -0
- checkpoint-100/generation_config.json +6 -0
- checkpoint-100/model.safetensors +3 -0
- checkpoint-100/optimizer.pt +3 -0
- checkpoint-100/rng_state.pth +3 -0
- checkpoint-100/scheduler.pt +3 -0
- checkpoint-100/special_tokens_map.json +24 -0
- checkpoint-100/tokenizer.json +0 -0
- checkpoint-100/tokenizer_config.json +48 -0
- checkpoint-100/trainer_state.json +1533 -0
- checkpoint-100/training_args.bin +3 -0
- checkpoint-1000/config.json +30 -0
- checkpoint-1000/generation_config.json +6 -0
- checkpoint-1000/model.safetensors +3 -0
- checkpoint-1000/optimizer.pt +3 -0
- checkpoint-1000/rng_state.pth +3 -0
- checkpoint-1000/scheduler.pt +3 -0
- checkpoint-1000/special_tokens_map.json +24 -0
- checkpoint-1000/tokenizer.json +0 -0
- checkpoint-1000/tokenizer_config.json +48 -0
- checkpoint-1000/trainer_state.json +0 -0
- checkpoint-1000/training_args.bin +3 -0
- checkpoint-1250/config.json +30 -0
- checkpoint-1250/generation_config.json +6 -0
- checkpoint-1250/model.safetensors +3 -0
- checkpoint-1250/optimizer.pt +3 -0
- checkpoint-1250/rng_state.pth +3 -0
- checkpoint-1250/scheduler.pt +3 -0
- checkpoint-1250/special_tokens_map.json +24 -0
- checkpoint-1250/tokenizer.json +0 -0
- checkpoint-1250/tokenizer_config.json +48 -0
- checkpoint-1250/trainer_state.json +0 -0
- checkpoint-1250/training_args.bin +3 -0
- checkpoint-1500/config.json +30 -0
- checkpoint-1500/generation_config.json +6 -0
- checkpoint-1500/model.safetensors +3 -0
- checkpoint-1500/optimizer.pt +3 -0
- checkpoint-1500/rng_state.pth +3 -0
- checkpoint-1500/scheduler.pt +3 -0
- checkpoint-1500/special_tokens_map.json +24 -0
- checkpoint-1500/tokenizer.json +0 -0
- checkpoint-1500/tokenizer_config.json +48 -0
- checkpoint-1500/trainer_state.json +0 -0
- checkpoint-1500/training_args.bin +3 -0
- checkpoint-200/config.json +30 -0
- checkpoint-200/generation_config.json +6 -0
- checkpoint-200/model.safetensors +3 -0
- checkpoint-200/optimizer.pt +3 -0
- checkpoint-200/rng_state.pth +3 -0
README.md
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# Dante-Zero Fine-tuned Model
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This model was fine-tuned using Reinforcement Learning with Generative Pre-trained Transformer Optimization (GRPO) to generate Dante-style poetry in endecasillabi (11-syllable lines).
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## Model Details
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- **Base Model:** PleIAs/Pleias-350m-Preview
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- **Training Method:** GRPO (Generative Pre-trained Transformer Optimization)
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- **Training Data:** 1,000 chunks from Dante's Divine Comedy
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- **Epochs:** 10
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- **Trained By:** ruggsea
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- **Date:** 2025-03-05
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## Model Description
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This model is specialized in generating Italian poetry in the style of Dante Alighieri's Divine Comedy. It has been trained to:
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1. Generate proper endecasillabi (11-syllable lines)
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2. Follow the structure of Dante's poetry
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3. Avoid repetition
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4. Create original content (not plagiarize the Divine Comedy)
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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# Load model and tokenizer
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model = AutoModelForCausalLM.from_pretrained("ruggsea/dante-zero-2025-03-05")
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tokenizer = AutoTokenizer.from_pretrained("ruggsea/dante-zero-2025-03-05")
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# Generate poetry
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prompt = "Nel mezzo del cammin di nostra vita"
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inputs = tokenizer(prompt, return_tensors="pt")
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outputs = model.generate(
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inputs.input_ids,
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max_new_tokens=200,
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do_sample=True,
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temperature=0.7,
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top_p=0.9,
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repetition_penalty=1.2
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)
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generated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
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print(generated_text)
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```
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## Reward Functions
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The model was trained using several reward functions:
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1. **Endecasillabo Checker:** Rewards proper 11-syllable lines
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2. **Plagiarism Checker:** Penalizes copying from the Divine Comedy
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3. **Verse Structure Checker:** Encourages verse-like structure
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4. **Repetition Penalty:** Discourages repetitive patterns
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## License
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This model is available under the same license as the base model (PleIAs/Pleias-350m-Preview).
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checkpoint-100/config.json
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{
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"_name_or_path": "PleIAs/Pleias-350m-Preview",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 2560,
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"max_position_embeddings": 2048,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 16,
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"num_hidden_layers": 26,
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"num_key_value_heads": 8,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 10000,
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"tie_word_embeddings": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.49.0",
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"use_cache": true,
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"vocab_size": 65536
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}
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checkpoint-100/generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"transformers_version": "4.49.0"
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}
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checkpoint-100/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1c99a7f8c77cc79ed15835969ef60ae7b3c2cbbdab4139110f198edbad56c705
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size 706875632
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checkpoint-100/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:77edf2d5a4084c047bb211b08dc91f5697a9d6cb4e2f43fcb5d239222ed9228e
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size 1413896442
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checkpoint-100/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:c1bb900e9a2b6ab4fe70d2528f090a3254a977221d0c269a3033bf92d7e4cd5a
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size 14180
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checkpoint-100/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:b1b34a0d732d301e0162f57e8852beddd92961cfdf875b064b06f7ef56cc1a2e
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size 1064
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checkpoint-100/special_tokens_map.json
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{
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"bos_token": {
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"content": "<|end_of_text|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|end_of_text|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<|end_of_text|>",
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"unk_token": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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checkpoint-100/tokenizer.json
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checkpoint-100/tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<|begin_of_text|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "<|end_of_text|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<|end_of_text|>",
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"clean_up_tokenization_spaces": true,
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"eos_token": "<|end_of_text|>",
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"extra_special_tokens": {},
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<|end_of_text|>",
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"padding_side": "left",
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"return_token_type_ids": false,
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"tokenizer_class": "PreTrainedTokenizer",
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"unk_token": "[UNK]",
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"use_token_type_ids": false,
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"vocab_size": 65536
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}
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checkpoint-100/trainer_state.json
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checkpoint-1250/model.safetensors
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checkpoint-1250/optimizer.pt
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checkpoint-1250/rng_state.pth
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checkpoint-1250/scheduler.pt
ADDED
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checkpoint-1250/special_tokens_map.json
ADDED
|
@@ -0,0 +1,24 @@
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| 24 |
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checkpoint-1250/tokenizer.json
ADDED
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checkpoint-1250/tokenizer_config.json
ADDED
|
@@ -0,0 +1,48 @@
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| 18 |
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checkpoint-1250/trainer_state.json
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checkpoint-1250/training_args.bin
ADDED
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checkpoint-1500/config.json
ADDED
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| 28 |
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|
| 29 |
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|
| 30 |
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|
checkpoint-1500/generation_config.json
ADDED
|
@@ -0,0 +1,6 @@
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|
| 5 |
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|
| 6 |
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checkpoint-1500/model.safetensors
ADDED
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checkpoint-1500/optimizer.pt
ADDED
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checkpoint-1500/rng_state.pth
ADDED
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checkpoint-1500/scheduler.pt
ADDED
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checkpoint-1500/special_tokens_map.json
ADDED
|
@@ -0,0 +1,24 @@
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checkpoint-1500/tokenizer.json
ADDED
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checkpoint-1500/tokenizer_config.json
ADDED
|
@@ -0,0 +1,48 @@
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|
| 18 |
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| 19 |
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|
| 26 |
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|
| 31 |
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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|
| 37 |
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|
| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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|
| 44 |
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|
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| 46 |
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|
| 47 |
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|
| 48 |
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checkpoint-1500/trainer_state.json
ADDED
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checkpoint-1500/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
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checkpoint-200/config.json
ADDED
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@@ -0,0 +1,30 @@
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| 1 |
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{
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| 2 |
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"_name_or_path": "PleIAs/Pleias-350m-Preview",
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
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|
| 11 |
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|
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|
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|
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|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
+
"rms_norm_eps": 1e-05,
|
| 23 |
+
"rope_scaling": null,
|
| 24 |
+
"rope_theta": 10000,
|
| 25 |
+
"tie_word_embeddings": true,
|
| 26 |
+
"torch_dtype": "bfloat16",
|
| 27 |
+
"transformers_version": "4.49.0",
|
| 28 |
+
"use_cache": true,
|
| 29 |
+
"vocab_size": 65536
|
| 30 |
+
}
|
checkpoint-200/generation_config.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 1,
|
| 4 |
+
"eos_token_id": 2,
|
| 5 |
+
"transformers_version": "4.49.0"
|
| 6 |
+
}
|
checkpoint-200/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6e4bedbef9edbd8cf9e7cd0091d138f5e9fbc0b018a72b45612caa6c7cc3dcf2
|
| 3 |
+
size 706875632
|
checkpoint-200/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d811fdc36ea64ba6b151d1c439b08be38b79e1da5e617c8a076d245606d21913
|
| 3 |
+
size 1413896442
|
checkpoint-200/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:790242f025e1b7c5a019f39cc269f4321859a20583f29393c688025fa9447b45
|
| 3 |
+
size 14180
|