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Model: mshojaei77/gemma-2-2b-fa-v2
Source: Original Platform
---
 .gitattributes                   |   37 +
 README.md                        |   96 ++
 config.json                      |   33 +
 gemma-2-2b-fa-v2_q8_0.gguf       |    3 +
 mergekit_config.yml              |   10 +
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 model-00002-of-00002.safetensors |    3 +
 model.safetensors.index.json     |    1 +
 special_tokens_map.json          |   34 +
 tokenizer.json                   |    3 +
 tokenizer.model                  |    3 +
 tokenizer_config.json            | 2014 ++++++++++++++++++++++++++++++
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diff --git a/.gitattributes b/.gitattributes
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+*.arrow filter=lfs diff=lfs merge=lfs -text
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+*.h5 filter=lfs diff=lfs merge=lfs -text
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+*.model filter=lfs diff=lfs merge=lfs -text
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diff --git a/README.md b/README.md
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+---
+base_model:
+- mshojaei77/Gemma-2-2b-fa
+library_name: transformers
+tags:
+- mergekit
+- merge
+license: gemma
+datasets:
+- mshojaei77/Persian_sft
+language:
+- fa
+---
+
+# Persian Gemma 2b (v2)
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6556b1bb85d43542fa1a8f91/NOSivA-mvcG_DhVkJQY3p.png)
+
+This repository hosts **Persian Gemma 2b v2**, an optimized version of the initial Persian Gemma 2b model. This version has undergone further experimental improvements through techniques like **self-merging** to enhance its performance and efficiency for Persian language conversational tasks.
+
+This model builds upon the foundation of Google's Gemma-2-2b-it and the initial fine-tuning efforts of `mshojaei77/Gemma-2b-fa`.
+
+## Key Improvements in v2
+
+* **Optimized Performance:**  This version incorporates techniques to improve the model's performance in generating Persian text and engaging in conversations.
+* **Self-Merged:** The model has been merged with itself, potentially leading to a more robust and coherent representation.
+
+**Important Note:** This is still an **experimental model** and is under active development. While optimizations have been applied, it's crucial to understand that it retains the limitations inherent in a 2 billion parameter model and the early-stage nature of this project.  **Output quality may vary, and critical evaluation is still necessary.**
+
+## How to Use
+
+You can use this model just like the original `mshojaei77/Gemma-2b-fa`, using the `transformers` library and the `pipeline`.
+
+```python
+import torch
+from transformers import pipeline
+
+# Initialize the text generation pipeline
+pipe = pipeline(
+    "text-generation",
+    model="mshojaei77/gemma-2-2b-fa-v2",
+    model_kwargs={"torch_dtype": torch.bfloat16},
+    device="cuda",  # Or "mps" for Macs with Apple Silicon
+)
+
+# Prepare input messages (using the gemma chat template implicitly)
+messages = [
+    {"role": "user", "content": "سلام چطوری؟"},
+]
+
+# Generate a response with a maximum of 512 new tokens
+outputs = pipe(messages, max_new_tokens=512, chat_template="gemma") # Explicitly using chat_template for clarity
+assistant_response = outputs[0]["generated_text"][-1]["content"].strip()
+
+print(assistant_response)
+# Example Output (Illustrative - Output quality may vary significantly):
+# سلام! من خوبم، ممنون. شما چطوری؟ 😊
+```
+
+**Key Usage Notes:**
+
+* **`model="mshojaei77/gemma-2-2b-fa-v2"`:**  Make sure to specify the correct model name (`v2`) in your code.
+* **`chat_template="gemma"`:**  Continue to use the `gemma` chat template for proper formatting.
+* **Experimental Nature:** Expect variable output quality. This is still an experimental model.
+
+## Model Details (v2)
+
+* **Base Model:** google/gemma-2-2b-it
+* **Previous Version:** mshojaei77/Gemma-2b-fa
+* **Optimization Techniques:** Self-Merging, Further Optimization.
+* **Architecture:** Gemma2ForCausalLM (same as base model)
+* **Model Size:** 2 billion parameters
+
+## Intended Use
+
+This model is intended for:
+
+* **Research and Experimentation:**  Exploring the impact of Self-Merging techniques on Persian Gemma models.
+* **Educational Purposes:** Demonstrating advanced fine-tuning and optimization methods.
+* **Community Development:**  Contributing to the growing ecosystem of Persian language models.
+* **Prototyping (with caution):** For early-stage prototyping, acknowledging its experimental nature.
+
+## Limitations
+
+While optimized, this model still has limitations:
+
+* **Experimental Stage:**  Under ongoing development and refinement.
+* **2b Parameter Model:**  Performance is limited by the model size compared to larger models.
+* **Variable Output Quality:** Output quality can still be inconsistent and require careful evaluation.
+* **Potential for Imperfections:** May still exhibit issues like fluency problems, factual inaccuracies, or biases.
+
+**Use this model responsibly and be aware of its experimental nature.**
+
+**Citation:**
+
+If you use this model in your research or applications, please cite it using the following DOI: [10.57967/hf/4772](https://doi.org/10.57967/hf/4772)
\ No newline at end of file
diff --git a/config.json b/config.json
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+{
+  "_name_or_path": "mshojaei77/gemma-2-2b-fa-v3",
+  "architectures": [
+    "Gemma2ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": 50.0,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "final_logit_softcapping": 30.0,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 2304,
+  "initializer_range": 0.02,
+  "intermediate_size": 9216,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma2",
+  "num_attention_heads": 8,
+  "num_hidden_layers": 26,
+  "num_key_value_heads": 4,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.47.0",
+  "use_cache": false,
+  "vocab_size": 256000
+}
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+
+models:
+  - model: mshojaei77/Gemma-2-2b-fa
+  - model: mshojaei77/gemma-2-2b-fa-v3
+merge_method: slerp
+base_model: mshojaei77/gemma-2-2b-fa-v3
+dtype: bfloat16
+parameters:
+  t: [0, 0.5, 1, 0.5, 0]
+
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+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "215": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "216": {
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+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255968": {
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+      "special": false
+    },
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+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255970": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255971": {
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+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255972": {
+      "content": "\t\t\t\t\t",
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+    },
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+      "rstrip": false,
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+    },
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+    },
+    "255983": {
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+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255984": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255985": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
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+    },
+    "255986": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
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+    },
+    "255987": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
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+    },
+    "255988": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
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+    },
+    "255989": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
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+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255990": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255991": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255992": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255993": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255994": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255995": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255996": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255997": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255998": {
+      "content": "\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "255999": {
+      "content": "<unused99>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<start_of_turn>",
+    "<end_of_turn>"
+  ],
+  "bos_token": "<bos>",
+  "chat_template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '\n' + message['content'] | trim + '<end_of_turn>\n' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model\n'}}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<eos>",
+  "extra_special_tokens": {},
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}