Upload folder using huggingface_hub
Browse files- .gitattributes +3 -0
- README.md +43 -0
- added_tokens.json +9 -0
- checkpoint-1000/added_tokens.json +9 -0
- checkpoint-1000/config.json +54 -0
- checkpoint-1000/generation_config.json +7 -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 +77 -0
- checkpoint-1000/tokenizer.json +3 -0
- checkpoint-1000/tokenizer.model +3 -0
- checkpoint-1000/tokenizer_config.json +0 -0
- checkpoint-1000/trainer_state.json +215 -0
- checkpoint-1000/training_args.bin +3 -0
- checkpoint-500/added_tokens.json +9 -0
- checkpoint-500/config.json +54 -0
- checkpoint-500/generation_config.json +7 -0
- checkpoint-500/model.safetensors +3 -0
- checkpoint-500/optimizer.pt +3 -0
- checkpoint-500/rng_state.pth +3 -0
- checkpoint-500/scheduler.pt +3 -0
- checkpoint-500/special_tokens_map.json +77 -0
- checkpoint-500/tokenizer.json +3 -0
- checkpoint-500/tokenizer.model +3 -0
- checkpoint-500/tokenizer_config.json +0 -0
- checkpoint-500/trainer_state.json +129 -0
- checkpoint-500/training_args.bin +3 -0
- config.json +54 -0
- generation_config.json +7 -0
- logs/events.out.tfevents.1756308542.STUDIO-02.local.50997.0 +3 -0
- model.safetensors +3 -0
- special_tokens_map.json +77 -0
- tokenizer.json +3 -0
- tokenizer.model +3 -0
- tokenizer_config.json +0 -0
- training_args.bin +3 -0
- training_info.json +18 -0
.gitattributes
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checkpoint-1000/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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checkpoint-500/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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# AuraMind Auramind 270
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A warm and caring AI companion model fine-tuned for emotional support and personal connection.
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## Model Details
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- **Base Model**: Gemma 3 270M (Released August 2025)
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- **Parameters**: 268,102,656
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- **Quantization**: INT4
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- **Context Length**: 2,048 tokens
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- **Vocabulary**: 256k tokens (large vocabulary for rare tokens)
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## Architecture Details
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- **Total Parameters**: 270M (170M embedding + 100M transformer blocks)
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- **Training Data**: 6 trillion tokens
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- **Knowledge Cutoff**: August 2024
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## Training Details
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- **Dataset**: AuraMind Companion Dataset
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- **Training Steps**: 1,000
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- **Final Loss**: 126.1678
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- **Device**: MPS
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## Usage
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM
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tokenizer = AutoTokenizer.from_pretrained("models/auramind_270")
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model = AutoModelForCausalLM.from_pretrained("models/auramind_270")
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# Generate companion response
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prompt = "<|system|>\nYou are AuraMind, a warm and caring AI companion. You form genuine emotional bonds with users through empathy, understanding, and personal connection. You provide intimate emotional support while maintaining healthy boundaries. Focus on creating deep, meaningful relationships through authentic conversation.\n\n<|user|>\nI'm feeling lonely today.\n\n<|assistant|>\n"
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inputs = tokenizer(prompt, return_tensors="pt")
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outputs = model.generate(**inputs, max_length=200, temperature=0.7, do_sample=True)
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response = tokenizer.decode(outputs[0], skip_special_tokens=False)
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```
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## Capabilities
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- Emotional support and companionship
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- Personal conversation and bonding
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- Empathetic responses
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- Intimate but appropriate interactions
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**Note**: This is a companion AI, not a replacement for professional therapy.
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added_tokens.json
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{
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"<image_soft_token>": 262144,
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"<|assistant|>": 262147,
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"<|companion|>": 262148,
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"<|emotion|>": 262149,
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"<|support|>": 262150,
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"<|system|>": 262145,
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"<|user|>": 262146
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}
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checkpoint-1000/added_tokens.json
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{
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"<image_soft_token>": 262144,
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"<|assistant|>": 262147,
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"<|companion|>": 262148,
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"<|emotion|>": 262149,
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"<|support|>": 262150,
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"<|system|>": 262145,
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"<|user|>": 262146
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}
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checkpoint-1000/config.json
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{
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"_sliding_window_pattern": 6,
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"architectures": [
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"Gemma3ForCausalLM"
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+
],
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"attention_bias": false,
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| 7 |
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"attention_dropout": 0.0,
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| 8 |
+
"attn_logit_softcapping": null,
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| 9 |
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"bos_token_id": 2,
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"eos_token_id": 1,
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"final_logit_softcapping": null,
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"head_dim": 256,
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"hidden_activation": "gelu_pytorch_tanh",
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| 14 |
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"hidden_size": 640,
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"initializer_range": 0.02,
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"intermediate_size": 2048,
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"layer_types": [
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"sliding_attention",
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"full_attention"
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],
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"max_position_embeddings": 32768,
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"model_type": "gemma3_text",
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| 39 |
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"num_attention_heads": 4,
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| 40 |
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"num_hidden_layers": 18,
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| 41 |
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"num_key_value_heads": 1,
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"pad_token_id": 0,
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| 43 |
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"query_pre_attn_scalar": 256,
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| 44 |
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"rms_norm_eps": 1e-06,
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| 45 |
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"rope_local_base_freq": 10000.0,
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| 46 |
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"rope_scaling": null,
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| 47 |
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"rope_theta": 1000000.0,
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| 48 |
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"sliding_window": 512,
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| 49 |
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"torch_dtype": "float16",
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| 50 |
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"transformers_version": "4.55.3",
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| 51 |
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"use_bidirectional_attention": false,
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| 52 |
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"use_cache": true,
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"vocab_size": 262151
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}
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checkpoint-1000/generation_config.json
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{
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"cache_implementation": "hybrid",
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"do_sample": true,
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"top_k": 64,
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"top_p": 0.95,
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"transformers_version": "4.55.3"
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}
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checkpoint-1000/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3d3340b057dfd1aeaeedf96b53e8f7cdd887c0b37e12c351f4afd6a5baafdb70
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size 536231776
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checkpoint-1000/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:9eb3c19b54415883fb318d378dfcfb6f0e25e574e205c5df15e6d0a9bd475343
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size 1072602443
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checkpoint-1000/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:5ca8ceba7f21f2d826c74925228bb7e31b692e58c2a0108653abaa8d547a15c7
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size 14391
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checkpoint-1000/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:ebcbfd37c5f4556961ec3f170f39cb08422150b96b0d9fff1ed7b77a9bb8eecb
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size 1465
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checkpoint-1000/special_tokens_map.json
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{
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"additional_special_tokens": [
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| 3 |
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{
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| 4 |
+
"content": "<|system|>",
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| 5 |
+
"lstrip": false,
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| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
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| 8 |
+
"single_word": false
|
| 9 |
+
},
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| 10 |
+
{
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| 11 |
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"content": "<|user|>",
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| 12 |
+
"lstrip": false,
|
| 13 |
+
"normalized": false,
|
| 14 |
+
"rstrip": false,
|
| 15 |
+
"single_word": false
|
| 16 |
+
},
|
| 17 |
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{
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| 18 |
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"content": "<|assistant|>",
|
| 19 |
+
"lstrip": false,
|
| 20 |
+
"normalized": false,
|
| 21 |
+
"rstrip": false,
|
| 22 |
+
"single_word": false
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| 23 |
+
},
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| 24 |
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{
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| 25 |
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"content": "<|companion|>",
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| 26 |
+
"lstrip": false,
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| 27 |
+
"normalized": false,
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| 28 |
+
"rstrip": false,
|
| 29 |
+
"single_word": false
|
| 30 |
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},
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| 31 |
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{
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| 32 |
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"content": "<|emotion|>",
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| 33 |
+
"lstrip": false,
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| 34 |
+
"normalized": false,
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| 35 |
+
"rstrip": false,
|
| 36 |
+
"single_word": false
|
| 37 |
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},
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| 38 |
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{
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| 39 |
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"content": "<|support|>",
|
| 40 |
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"lstrip": false,
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| 41 |
+
"normalized": false,
|
| 42 |
+
"rstrip": false,
|
| 43 |
+
"single_word": false
|
| 44 |
+
}
|
| 45 |
+
],
|
| 46 |
+
"boi_token": "<start_of_image>",
|
| 47 |
+
"bos_token": {
|
| 48 |
+
"content": "<bos>",
|
| 49 |
+
"lstrip": false,
|
| 50 |
+
"normalized": false,
|
| 51 |
+
"rstrip": false,
|
| 52 |
+
"single_word": false
|
| 53 |
+
},
|
| 54 |
+
"eoi_token": "<end_of_image>",
|
| 55 |
+
"eos_token": {
|
| 56 |
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"content": "<eos>",
|
| 57 |
+
"lstrip": false,
|
| 58 |
+
"normalized": false,
|
| 59 |
+
"rstrip": false,
|
| 60 |
+
"single_word": false
|
| 61 |
+
},
|
| 62 |
+
"image_token": "<image_soft_token>",
|
| 63 |
+
"pad_token": {
|
| 64 |
+
"content": "<pad>",
|
| 65 |
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"lstrip": false,
|
| 66 |
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"normalized": false,
|
| 67 |
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"rstrip": false,
|
| 68 |
+
"single_word": false
|
| 69 |
+
},
|
| 70 |
+
"unk_token": {
|
| 71 |
+
"content": "<unk>",
|
| 72 |
+
"lstrip": false,
|
| 73 |
+
"normalized": false,
|
| 74 |
+
"rstrip": false,
|
| 75 |
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"single_word": false
|
| 76 |
+
}
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| 77 |
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}
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checkpoint-1000/tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:d1e381d8ad2489a1da8ba628f2e7de10678e8b847f45e0ec06a75208a154eed1
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size 33385795
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checkpoint-1000/tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:1299c11d7cf632ef3b4e11937501358ada021bbdf7c47638d13c0ee982f2e79c
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size 4689074
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checkpoint-1000/tokenizer_config.json
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checkpoint-1000/trainer_state.json
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"vocab_size": 262151
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| 54 |
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|
checkpoint-500/generation_config.json
ADDED
|
@@ -0,0 +1,7 @@
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|
| 1 |
+
{
|
| 2 |
+
"cache_implementation": "hybrid",
|
| 3 |
+
"do_sample": true,
|
| 4 |
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"top_k": 64,
|
| 5 |
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|
| 6 |
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|
| 7 |
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}
|
checkpoint-500/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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checkpoint-500/optimizer.pt
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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checkpoint-500/rng_state.pth
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checkpoint-500/scheduler.pt
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checkpoint-500/special_tokens_map.json
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checkpoint-500/training_args.bin
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"hidden_activation": "gelu_pytorch_tanh",
|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"layer_types": [
|
| 18 |
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"sliding_attention",
|
| 19 |
+
"sliding_attention",
|
| 20 |
+
"sliding_attention",
|
| 21 |
+
"sliding_attention",
|
| 22 |
+
"sliding_attention",
|
| 23 |
+
"full_attention",
|
| 24 |
+
"sliding_attention",
|
| 25 |
+
"sliding_attention",
|
| 26 |
+
"sliding_attention",
|
| 27 |
+
"sliding_attention",
|
| 28 |
+
"sliding_attention",
|
| 29 |
+
"full_attention",
|
| 30 |
+
"sliding_attention",
|
| 31 |
+
"sliding_attention",
|
| 32 |
+
"sliding_attention",
|
| 33 |
+
"sliding_attention",
|
| 34 |
+
"sliding_attention",
|
| 35 |
+
"full_attention"
|
| 36 |
+
],
|
| 37 |
+
"max_position_embeddings": 32768,
|
| 38 |
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"model_type": "gemma3_text",
|
| 39 |
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"num_attention_heads": 4,
|
| 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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|
| 45 |
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|
| 46 |
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"rope_scaling": null,
|
| 47 |
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|
| 48 |
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|
| 49 |
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"torch_dtype": "float16",
|
| 50 |
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"transformers_version": "4.55.3",
|
| 51 |
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"use_bidirectional_attention": false,
|
| 52 |
+
"use_cache": true,
|
| 53 |
+
"vocab_size": 262151
|
| 54 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cache_implementation": "hybrid",
|
| 3 |
+
"do_sample": true,
|
| 4 |
+
"top_k": 64,
|
| 5 |
+
"top_p": 0.95,
|
| 6 |
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"transformers_version": "4.55.3"
|
| 7 |
+
}
|
logs/events.out.tfevents.1756308542.STUDIO-02.local.50997.0
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 11313
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model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 536231776
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special_tokens_map.json
ADDED
|
@@ -0,0 +1,77 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
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|
|
|
|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
|
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|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"additional_special_tokens": [
|
| 3 |
+
{
|
| 4 |
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"content": "<|system|>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
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"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false
|
| 9 |
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|
| 10 |
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{
|
| 11 |
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"content": "<|user|>",
|
| 12 |
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"lstrip": false,
|
| 13 |
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"normalized": false,
|
| 14 |
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"rstrip": false,
|
| 15 |
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"single_word": false
|
| 16 |
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},
|
| 17 |
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{
|
| 18 |
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"content": "<|assistant|>",
|
| 19 |
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"lstrip": false,
|
| 20 |
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"normalized": false,
|
| 21 |
+
"rstrip": false,
|
| 22 |
+
"single_word": false
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"content": "<|companion|>",
|
| 26 |
+
"lstrip": false,
|
| 27 |
+
"normalized": false,
|
| 28 |
+
"rstrip": false,
|
| 29 |
+
"single_word": false
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"content": "<|emotion|>",
|
| 33 |
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"lstrip": false,
|
| 34 |
+
"normalized": false,
|
| 35 |
+
"rstrip": false,
|
| 36 |
+
"single_word": false
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"content": "<|support|>",
|
| 40 |
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"lstrip": false,
|
| 41 |
+
"normalized": false,
|
| 42 |
+
"rstrip": false,
|
| 43 |
+
"single_word": false
|
| 44 |
+
}
|
| 45 |
+
],
|
| 46 |
+
"boi_token": "<start_of_image>",
|
| 47 |
+
"bos_token": {
|
| 48 |
+
"content": "<bos>",
|
| 49 |
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"lstrip": false,
|
| 50 |
+
"normalized": false,
|
| 51 |
+
"rstrip": false,
|
| 52 |
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"single_word": false
|
| 53 |
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},
|
| 54 |
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"eoi_token": "<end_of_image>",
|
| 55 |
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"eos_token": {
|
| 56 |
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"content": "<eos>",
|
| 57 |
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"lstrip": false,
|
| 58 |
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"normalized": false,
|
| 59 |
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"rstrip": false,
|
| 60 |
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"single_word": false
|
| 61 |
+
},
|
| 62 |
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"image_token": "<image_soft_token>",
|
| 63 |
+
"pad_token": {
|
| 64 |
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"content": "<pad>",
|
| 65 |
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"lstrip": false,
|
| 66 |
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"normalized": false,
|
| 67 |
+
"rstrip": false,
|
| 68 |
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"single_word": false
|
| 69 |
+
},
|
| 70 |
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"unk_token": {
|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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"rstrip": false,
|
| 75 |
+
"single_word": false
|
| 76 |
+
}
|
| 77 |
+
}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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size 33385795
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tokenizer.model
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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size 4689074
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tokenizer_config.json
ADDED
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The diff for this file is too large to render.
See raw diff
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|
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training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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size 5713
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training_info.json
ADDED
|
@@ -0,0 +1,18 @@
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|
| 1 |
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{
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|
| 3 |
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| 4 |
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|
| 5 |
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| 6 |
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"config": {
|
| 7 |
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"base_model": "google/gemma-3-270m",
|
| 8 |
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| 9 |
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| 10 |
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| 12 |
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| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"training_time": "2025-08-27 18:37:14.899613"
|
| 18 |
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}
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