Upload merged Llama-3 Message Rewriter model
Browse files- .gitattributes +1 -0
- README.md +37 -0
- chat_template.jinja +5 -0
- config.json +47 -0
- generation_config.json +12 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +0 -0
- tokenizer.json +3 -0
- tokenizer_config.json +14 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* 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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---
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license: llama3
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language:
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- en
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- hi
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tags:
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- text-rewriting
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- tone-conversion
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- whatsapp
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- email
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- communication
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- llama-3
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- fine-tuned
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- qlora
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pipeline_tag: text-generation
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---
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# 🚀 Llama-3-8B Message Rewriter
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A custom fine-tuned Llama-3-8B model specialized in rewriting daily communication messages.
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## Capabilities
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- WhatsApp to Professional Email conversion
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- Angry to Polite tone transformation
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- Formal to Casual WhatsApp style
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- Voice Note Cleanup
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- Hinglish to English translation
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- Grammar and Spelling correction
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- Tone Shifting (urgent, empathetic, enthusiastic)
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- Bullet Points to Full Messages
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- Long Rambling to Concise text
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## Training Details
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- **Base Model:** meta-llama/Meta-Llama-3-8B-Instruct
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- **Method:** QLoRA (4-bit quantization + LoRA adapters)
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- **Final Training Loss:** 0.072
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- **Hardware:** Free Kaggle T4 GPU
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chat_template.jinja
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{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>
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'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>
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' }}{% endif %}
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config.json
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{
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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": 128000,
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"dtype": "float32",
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"eos_token_id": 128009,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"pretraining_tp": 1,
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"quantization_config": {
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"_load_in_4bit": true,
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"_load_in_8bit": false,
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"bnb_4bit_compute_dtype": "float16",
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"bnb_4bit_quant_storage": "uint8",
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"bnb_4bit_quant_type": "nf4",
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"bnb_4bit_use_double_quant": true,
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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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"llm_int8_skip_modules": null,
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"llm_int8_threshold": 6.0,
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"load_in_4bit": true,
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"load_in_8bit": false,
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"quant_method": "bitsandbytes"
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},
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"rms_norm_eps": 1e-05,
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"rope_parameters": {
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"rope_theta": 500000.0,
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"rope_type": "default"
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},
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"tie_word_embeddings": false,
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"transformers_version": "5.2.0",
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"use_cache": false,
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"vocab_size": 128256
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}
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generation_config.json
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{
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"bos_token_id": 128000,
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"do_sample": true,
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"eos_token_id": [
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128001,
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128009
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],
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"max_length": 4096,
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"temperature": 0.6,
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"top_p": 0.9,
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"transformers_version": "5.2.0"
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}
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model-00001-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:136dd19b2fd923c9b23c13f993f2d686a0b4b34e5ad2d7a13ba2d52279702658
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size 2101346432
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model-00002-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6ff44823beab38398c81de915c48cdc64e0e1c778c7092516e8b0cdab9c64ac1
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size 3995386982
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model-00003-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:99cb6420bbb2fca882920758fb483e05149b1aa1d888e8bed1bde462f1217089
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size 1707893234
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model.safetensors.index.json
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See raw diff
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:3c5cf44023714fb39b05e71e425f8d7b92805ff73f7988b083b8c87f0bf87393
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size 17209961
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tokenizer_config.json
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{
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"backend": "tokenizers",
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"bos_token": "<|begin_of_text|>",
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"clean_up_tokenization_spaces": true,
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"eos_token": "<|eot_id|>",
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"is_local": false,
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"model_input_names": [
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"input_ids",
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"attention_mask"
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],
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<|eot_id|>",
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"tokenizer_class": "TokenizersBackend"
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}
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