初始化项目，由ModelHub XC社区提供模型

Model: Telugu-LLM-Labs/Indic-gemma-7b-finetuned-sft-Navarasa-2.0 Source: Original Platform
2026-07-06 21:52:16 +08:00
commit 2eb5ae8723
17 changed files with 614 additions and 0 deletions
--- a/.gitattributes
+++ b/.gitattributes
@@ -0,0 +1,36 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
--- a/README.md
+++ b/README.md
@@ -0,0 +1,172 @@
+---
+license: other
+license_name: gemma-terms-of-use
+license_link: https://ai.google.dev/gemma/terms
+base_model: google/gemma-7b
+datasets:
+- ravithejads/samvaad-hi-filtered
+- Telugu-LLM-Labs/telugu_teknium_GPTeacher_general_instruct_filtered_romanized
+- Telugu-LLM-Labs/telugu_alpaca_yahma_cleaned_filtered_romanized
+- Telugu-LLM-Labs/sindhi_alpaca_yahma_cleaned_filtered
+- Telugu-LLM-Labs/urdu_alpaca_yahma_cleaned_filtered
+- Telugu-LLM-Labs/marathi_alpaca_yahma_cleaned_filtered
+- Telugu-LLM-Labs/assamese_alpaca_yahma_cleaned_filtered
+- Telugu-LLM-Labs/konkani_alpaca_yahma_cleaned_filtered
+- Telugu-LLM-Labs/nepali_alpaca_yahma_cleaned_filtered
+- abhinand/tamil-alpaca
+- Tensoic/airoboros-3.2_kn
+- Tensoic/gpt-teacher_kn
+- VishnuPJ/Alpaca_Instruct_Malayalam
+- Tensoic/Alpaca-Gujarati
+- HydraIndicLM/punjabi_alpaca_52K
+- HydraIndicLM/bengali_alpaca_dolly_67k
+- OdiaGenAI/Odia_Alpaca_instructions_52k
+- yahma/alpaca-cleaned
+language:
+- te
+- en
+- ta
+- ml
+- mr
+- hi
+- kn
+- sd
+- ne
+- ur
+- as
+- gu
+- bn
+- pa
+- or
+library_name: transformers
+pipeline_tag: text-generation
+---
+
+# Indic-gemma-7b-finetuned-sft-Navarasa-2.0
+
+This model is based on [google/gemma-7b](https://huggingface.co/google/gemma-7b) and hase been LoRA finetuned on 15 Indian languages and English language instruction datasets:
+
+1. #### Hindi - [ravithejads/samvaad-hi-filtered](https://huggingface.co/datasets/ravithejads/samvaad-hi-filtered), [HydraIndicLM/hindi_alpaca_dolly_67k](https://huggingface.co/datasets/HydraIndicLM/hindi_alpaca_dolly_67k)(sampled)
+2. #### Telugu - [Telugu-LLM-Labs/telugu_alpaca_yahma_cleaned_filtered_romanized](https://huggingface.co/datasets/Telugu-LLM-Labs/telugu_alpaca_yahma_cleaned_filtered_romanized), [Telugu-LLM-Labs/telugu_teknium_GPTeacher_general_instruct_filtered_romanized](https://huggingface.co/datasets/Telugu-LLM-Labs/telugu_teknium_GPTeacher_general_instruct_filtered_romanized)
+3. #### Marathi - [Telugu-LLM-Labs/sindhi_alpaca_yahma_cleaned_filtered](https://huggingface.co/datasets/Telugu-LLM-Labs/sindhi_alpaca_yahma_cleaned_filtered)
+4. #### Urdu - [Telugu-LLM-Labs/urdu_alpaca_yahma_cleaned_filtered](https://huggingface.co/datasets/Telugu-LLM-Labs/urdu_alpaca_yahma_cleaned_filtered)
+5. #### Assamese - [Telugu-LLM-Labs/assamese_alpaca_yahma_cleaned_filtered](https://huggingface.co/datasets/Telugu-LLM-Labs/assamese_alpaca_yahma_cleaned_filtered)
+6. #### Konkani - [Telugu-LLM-Labs/konkani_alpaca_yahma_cleaned_filtered](https://huggingface.co/datasets/Telugu-LLM-Labs/konkani_alpaca_yahma_cleaned_filtered)
+7. #### Nepali - [Telugu-LLM-Labs/nepali_alpaca_yahma_cleaned_filtered](https://huggingface.co/datasets/Telugu-LLM-Labs/nepali_alpaca_yahma_cleaned_filtered)
+8. #### Sindhi - [Telugu-LLM-Labs/sindhi_alpaca_yahma_cleaned_filtered](https://huggingface.co/datasets/Telugu-LLM-Labs/sindhi_alpaca_yahma_cleaned_filtered)
+9. #### Tamil - [abhinand/tamil-alpaca](https://huggingface.co/datasets/abhinand/tamil-alpaca)
+10. #### Kannada - [Tensoic/airoboros-3.2_kn](https://huggingface.co/datasets/Tensoic/airoboros-3.2_kn), [Tensoic/gpt-teacher_kn](https://huggingface.co/datasets/Tensoic/gpt-teacher_kn)
+11. #### Malayalam - [VishnuPJ/Alpaca_Instruct_Malayalam](https://huggingface.co/datasets/VishnuPJ/Alpaca_Instruct_Malayalam)
+12. #### Gujarati - [Tensoic/Alpaca-Gujarati](https://huggingface.co/datasets/Tensoic/Alpaca-Gujarati)
+13. #### Punjabi - [HydraIndicLM/punjabi_alpaca_52K](https://huggingface.co/datasets/HydraIndicLM/punjabi_alpaca_52K)
+14. #### Bengali - [HydraIndicLM/bengali_alpaca_dolly_67k](https://huggingface.co/datasets/HydraIndicLM/bengali_alpaca_dolly_67k)(alpaca filtered)
+15. #### Odia - [OdiaGenAI/Odia_Alpaca_instructions_52k](https://huggingface.co/datasets/OdiaGenAI/Odia_Alpaca_instructions_52k), [OdiaGenAI/gpt-teacher-roleplay-odia-3k](https://huggingface.co/datasets/OdiaGenAI/gpt-teacher-roleplay-odia-3k)
+16. #### English - [yahma/alpaca-cleaned](https://huggingface.co/datasets/yahma/alpaca-cleaned)
+
+The model is finetuned using [unsloth](https://github.com/unslothai/unsloth) library and we provide inference code using the same for faster inference. Alternatively you can use HuggingFace Library for inference.
+
+# Training Details:
+
+The model is trained on approx 650K instruction samples.
+1. GPU: 1 A100, 80GB
+2. Time: 45 Hours
+3. Platform: [E2E Networks](https://www.e2enetworks.com/)
+# Installation
+
+`!pip install -U xformers --index-url https://download.pytorch.org/whl/cu121`
+`!pip install "unsloth[kaggle-new] @git+https://github.com/unslothai/unsloth.git@nightly"`
+
+# Input Text Format
+
+```
+### Instruction: {instruction}
+
+### Input: {input}
+
+## Response: {response}
+```
+
+# Inference With Unsloth
+
+```python3
+from unsloth import FastLanguageModel
+import torch
+max_seq_length = 2048
+dtype = None # None for auto detection. Float16 for Tesla T4, V100, Bfloat16 for Ampere+
+load_in_4bit = False 
+model, tokenizer = FastLanguageModel.from_pretrained(
+    model_name = "Telugu-LLM-Labs/Indic-gemma-7b-finetuned-sft-Navarasa-2.0",
+    max_seq_length = max_seq_length,
+    dtype = dtype,
+    load_in_4bit = load_in_4bit,
+    device_map="auto"
+)
+FastLanguageModel.for_inference(model) # Enable native 2x faster inference
+
+input_prompt = """
+### Instruction:
+{}
+
+### Input:
+{}
+
+### Response:
+{}"""
+
+input_text = input_prompt.format(
+        "Tranlsate following sentence to Hindi.", # instruction
+        "India is a great country.", # input
+        "", # output - leave this blank for generation!
+    )
+
+inputs = tokenizer([input_text], return_tensors = "pt").to("cuda")
+
+outputs = model.generate(**inputs, max_new_tokens = 300, use_cache = True)
+response = tokenizer.batch_decode(outputs)
+```
+
+# Inference with HuggingFace
+
+```python3
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model = AutoModelForCausalLM.from_pretrained(
+    "Telugu-LLM-Labs/Indic-gemma-7b-finetuned-sft-Navarasa-2.0",
+    load_in_4bit = False,
+    token = hf_token
+)
+model.to("cuda")
+
+tokenizer = AutoTokenizer.from_pretrained("Telugu-LLM-Labs/Indic-gemma-7b-finetuned-sft-Navarasa-2.0")
+
+input_prompt = """
+### Instruction:
+{}
+
+### Input:
+{}
+
+### Response:
+{}"""
+
+input_text = input_prompt.format(
+        "Tranlsate following sentence to Hindi.", # instruction
+        "India is a great country.", # input
+        "", # output - leave this blank for generation!
+    )
+
+inputs = tokenizer([input_text], return_tensors = "pt").to("cuda")
+
+outputs = model.generate(**inputs, max_new_tokens = 300, use_cache = True)
+response = tokenizer.batch_decode(outputs)[0]
+```
+
+Refer to the [blog post](https://ravidesetty.medium.com/introducing-navarasa-2-0-indic-gemma-7b-2b-instruction-tuned-model-on-15-indian-languages-31f6565b2750) for sample examples.
+
+Please check our [Code Repository](https://github.com/TeluguLLMLabs/Indic-gemma-7b-Navarasa) for training and inference scripts.
+
+
+# Developers:
+
+The model is a collaborative effort by [Ravi Theja](https://twitter.com/ravithejads) and [Ramsri Goutham](https://twitter.com/ramsri_goutham). Feel free to DM either of us if you have any questions.
--- a/config.json
+++ b/config.json
@@ -0,0 +1,28 @@
+{
+  "_name_or_path": "google/gemma-7b",
+  "architectures": [
+    "GemmaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 2,
+  "eos_token_id": 1,
+  "head_dim": 256,
+  "hidden_act": "gelu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 24576,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 16,
+  "pad_token_id": 0,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.2",
+  "use_cache": true,
+  "vocab_size": 256000
+}
--- a/generation_config.json
+++ b/generation_config.json
@@ -0,0 +1,7 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 2,
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.38.2"
+}
--- a/model-00001-of-00008.safetensors
+++ b/model-00001-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f65b3fdb6d705891fcf8550d86199c30354b379b96110957cf77ced908f3dba4
+size 4756367064
--- a/model-00002-of-00008.safetensors
+++ b/model-00002-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ccc537e7c26080257e6f0c20fc664d589d0ae9263e6cb2b7798ff7714ba51a2c
+size 4731277472
--- a/model-00003-of-00008.safetensors
+++ b/model-00003-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b299e86bb2fe45ffffbf1f347b9cc280639e142ccdccb51d828b95e5fc856c6
+size 4932629344
--- a/model-00004-of-00008.safetensors
+++ b/model-00004-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab9aea563a70c2ceede434dbd5cf149794fd419b90d54bad84e123a7ce581fdb
+size 4731277512
--- a/model-00005-of-00008.safetensors
+++ b/model-00005-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c7d38532150c28f5c3402571961047032bdf48b14746e9f615c9c06779f573c
+size 4731277512
--- a/model-00006-of-00008.safetensors
+++ b/model-00006-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f69cebdddd08cb58b24a4d1e6d879ad3857acf600e6fb5cb3c0b6d1e51d395e
+size 4932629384
--- a/model-00007-of-00008.safetensors
+++ b/model-00007-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ef151a5ea1153853888da1f495170262dbb4c66b17fddb434357d943f5396d5
+size 4731277512
--- a/model-00008-of-00008.safetensors
+++ b/model-00008-of-00008.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1ed813ed8887e4468c6cb8fa1254b0d3756da570aa73000115e110b7584fa17
+size 604017208
--- a/model.safetensors.index.json
+++ b/model.safetensors.index.json
@@ -0,0 +1,261 @@
+{
+  "metadata": {
+    "total_size": 34150723584
+  },
+  "weight_map": {
+    "model.embed_tokens.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.input_layernorm.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.mlp.down_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.mlp.gate_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.mlp.up_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.post_attention_layernorm.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.self_attn.k_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.self_attn.o_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.self_attn.q_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.0.self_attn.v_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.1.input_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.1.mlp.down_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.1.mlp.gate_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.1.mlp.up_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.1.post_attention_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.1.self_attn.k_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.1.self_attn.o_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.1.self_attn.q_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.1.self_attn.v_proj.weight": "model-00001-of-00008.safetensors",
+    "model.layers.10.input_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.10.mlp.down_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.10.mlp.gate_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.10.mlp.up_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.10.post_attention_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.10.self_attn.k_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.10.self_attn.o_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.10.self_attn.q_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.10.self_attn.v_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.11.input_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.mlp.down_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.mlp.gate_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.mlp.up_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.post_attention_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.self_attn.k_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.self_attn.o_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.self_attn.q_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.11.self_attn.v_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.input_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.mlp.down_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.mlp.gate_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.mlp.up_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.post_attention_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.self_attn.k_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.self_attn.o_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.self_attn.q_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.12.self_attn.v_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.input_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.mlp.down_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.mlp.gate_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.mlp.up_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.post_attention_layernorm.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.self_attn.k_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.self_attn.o_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.self_attn.q_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.13.self_attn.v_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.14.input_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.14.mlp.down_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.14.mlp.gate_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.14.mlp.up_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.14.post_attention_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.14.self_attn.k_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.14.self_attn.o_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.14.self_attn.q_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.14.self_attn.v_proj.weight": "model-00004-of-00008.safetensors",
+    "model.layers.15.input_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.mlp.down_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.mlp.gate_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.mlp.up_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.post_attention_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.self_attn.k_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.self_attn.o_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.self_attn.q_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.15.self_attn.v_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.input_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.mlp.down_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.mlp.gate_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.mlp.up_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.post_attention_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.self_attn.k_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.self_attn.o_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.self_attn.q_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.16.self_attn.v_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.input_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.mlp.down_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.mlp.gate_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.mlp.up_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.post_attention_layernorm.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.self_attn.k_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.self_attn.o_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.self_attn.q_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.17.self_attn.v_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.18.input_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.18.mlp.down_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.18.mlp.gate_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.18.mlp.up_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.18.post_attention_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.18.self_attn.k_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.18.self_attn.o_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.18.self_attn.q_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.18.self_attn.v_proj.weight": "model-00005-of-00008.safetensors",
+    "model.layers.19.input_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.mlp.down_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.mlp.gate_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.mlp.up_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.post_attention_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.self_attn.k_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.self_attn.o_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.self_attn.q_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.19.self_attn.v_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.2.input_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.mlp.down_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.mlp.gate_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.mlp.up_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.post_attention_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.self_attn.k_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.self_attn.o_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.self_attn.q_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.2.self_attn.v_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.20.input_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.mlp.down_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.mlp.gate_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.mlp.up_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.post_attention_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.self_attn.k_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.self_attn.o_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.self_attn.q_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.20.self_attn.v_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.input_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.mlp.down_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.mlp.gate_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.mlp.up_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.post_attention_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.self_attn.k_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.self_attn.o_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.self_attn.q_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.21.self_attn.v_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.input_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.mlp.down_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.mlp.gate_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.mlp.up_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.post_attention_layernorm.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.self_attn.k_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.self_attn.o_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.self_attn.q_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.22.self_attn.v_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.23.input_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.23.mlp.down_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.23.mlp.gate_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.23.mlp.up_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.23.post_attention_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.23.self_attn.k_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.23.self_attn.o_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.23.self_attn.q_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.23.self_attn.v_proj.weight": "model-00006-of-00008.safetensors",
+    "model.layers.24.input_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.mlp.down_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.mlp.gate_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.mlp.up_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.post_attention_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.self_attn.k_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.self_attn.o_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.self_attn.q_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.24.self_attn.v_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.input_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.mlp.down_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.mlp.gate_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.mlp.up_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.post_attention_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.self_attn.k_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.self_attn.o_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.self_attn.q_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.25.self_attn.v_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.input_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.mlp.down_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.mlp.gate_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.mlp.up_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.post_attention_layernorm.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.self_attn.k_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.self_attn.o_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.self_attn.q_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.26.self_attn.v_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.27.input_layernorm.weight": "model-00008-of-00008.safetensors",
+    "model.layers.27.mlp.down_proj.weight": "model-00008-of-00008.safetensors",
+    "model.layers.27.mlp.gate_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.27.mlp.up_proj.weight": "model-00008-of-00008.safetensors",
+    "model.layers.27.post_attention_layernorm.weight": "model-00008-of-00008.safetensors",
+    "model.layers.27.self_attn.k_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.27.self_attn.o_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.27.self_attn.q_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.27.self_attn.v_proj.weight": "model-00007-of-00008.safetensors",
+    "model.layers.3.input_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.mlp.down_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.mlp.gate_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.mlp.up_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.post_attention_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.self_attn.k_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.self_attn.o_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.self_attn.q_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.3.self_attn.v_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.input_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.mlp.down_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.mlp.gate_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.mlp.up_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.post_attention_layernorm.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.self_attn.k_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.self_attn.o_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.self_attn.q_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.4.self_attn.v_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.5.input_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.5.mlp.down_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.5.mlp.gate_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.5.mlp.up_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.5.post_attention_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.5.self_attn.k_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.5.self_attn.o_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.5.self_attn.q_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.5.self_attn.v_proj.weight": "model-00002-of-00008.safetensors",
+    "model.layers.6.input_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.mlp.down_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.mlp.gate_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.mlp.up_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.post_attention_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.self_attn.k_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.self_attn.o_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.self_attn.q_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.6.self_attn.v_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.input_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.mlp.down_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.mlp.gate_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.mlp.up_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.post_attention_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.self_attn.k_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.self_attn.o_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.self_attn.q_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.7.self_attn.v_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.input_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.mlp.down_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.mlp.gate_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.mlp.up_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.post_attention_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.self_attn.k_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.self_attn.o_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.self_attn.q_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.8.self_attn.v_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.input_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.mlp.down_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.mlp.gate_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.mlp.up_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.post_attention_layernorm.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.self_attn.k_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.self_attn.o_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.self_attn.q_proj.weight": "model-00003-of-00008.safetensors",
+    "model.layers.9.self_attn.v_proj.weight": "model-00003-of-00008.safetensors",
+    "model.norm.weight": "model-00008-of-00008.safetensors"
+  }
+}
--- a/special_tokens_map.json
+++ b/special_tokens_map.json
@@ -0,0 +1,30 @@
+{
+  "bos_token": {
+    "content": "<bos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<eos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
--- a/tokenizer.json
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0d908b4f9326e0998815690e325b6abbd378978553e10627924dd825db7e243
+size 17477553
--- a/tokenizer.model
+++ b/tokenizer.model
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61a7b147390c64585d6c3543dd6fc636906c9af3865a5548f27f31aee1d4c8e2
+size 4241003
--- a/tokenizer_config.json
+++ b/tokenizer_config.json
@@ -0,0 +1,50 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<eos>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<bos>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<bos>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<eos>",
+  "legacy": null,
+  "model_max_length": 8192,
+  "pad_token": "<pad>",
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}