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Model: prithivMLmods/PocketThinker-QwQ-3B-Instruct
Source: Original Platform

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README.md

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+---
+library_name: transformers
+base_model:
+- Qwen/Qwen2.5-3B-Instruct
+license: apache-2.0
+datasets:
+- amphora/QwQ-LongCoT-130K
+- amphora/QwQ-LongCoT-130K-2
+- amphora/verfiable-25k
+- amphora/m-math500
+language:
+- en
+- zh
+pipeline_tag: text-generation
+tags:
+- Math
+- Code
+- Thinker
+- Reasoning
+- 3B
+- QwQ
+- Mini
+- text-generation-inference
+- SFT
+- trl
+---
+
+![8.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/Faj50x1HAODJAIy_R94se.png)
+
+# **PocketThinker-QwQ-3B-Instruct**  
+
+> PocketThinker-QwQ-3B-Instruct is based on the Qwen2.5-3B-Instruct architecture, designed as a lightweight and efficient reasoning assistant. It serves as the pocket-sized version of QwQ-LCoT-7B-Instruct, optimized for fast inference while maintaining strong problem-solving and computational capabilities. This model is fine-tuned for enhanced structured reasoning, minimal token wastage, and high-quality technical responses.
+
+## **Key Improvements**  
+1. **Optimized for Coding**: Specializes in generating structured, efficient code with minimal redundancy for smooth execution.  
+2. **Compact yet Powerful**: Maintains strong problem-solving capabilities within a smaller 3B parameter architecture, ensuring accessibility on resource-limited devices.  
+3. **Advanced Reasoning Capabilities**: Excels in algorithmic problem-solving, mathematical reasoning, and structured technical explanations.  
+4. **Efficient Memory Utilization**: Reduces computational overhead while maintaining high-quality outputs.  
+5. **Focused Output Generation**: Avoids unnecessary token generation, ensuring concise and relevant responses.  
+
+## **Quickstart with transformers**  
+
+Here is a code snippet to load the tokenizer and model using `apply_chat_template` for structured input formatting:  
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "prithivMLmods/PocketThinker-QwQ-3B-Instruct"
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype="auto",
+    device_map="auto"
+)
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+prompt = "Write a Python function to find the Fibonacci sequence."
+messages = [
+    {"role": "system", "content": "You are an advanced coding assistant."},
+    {"role": "user", "content": prompt}
+]
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True
+)
+model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
+
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=6090
+)
+generated_ids = [
+    output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
+]
+
+response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
+print(response)
+```
+
+## **Intended Use**  
+1. **Code Generation & Optimization**:  
+   Supports developers in writing, refining, and optimizing code across multiple programming languages.  
+2. **Algorithm & Mathematical Problem Solving**:  
+   Delivers precise solutions and structured explanations for complex problems.  
+3. **Technical Documentation & Explanation**:  
+   Assists in generating well-structured documentation for libraries, APIs, and coding concepts.  
+4. **Debugging Assistance**:  
+   Helps identify and correct errors in code snippets.  
+5. **Educational Support**:  
+   Simplifies programming topics for students and learners with clear explanations.  
+6. **Structured Data Processing**:  
+   Generates structured outputs like JSON, XML, and tables for data science applications.  
+
+## **Limitations**  
+1. **Hardware Constraints**:  
+   Although lighter than larger models, still requires a moderately powerful GPU or TPU for optimal performance.  
+2. **Potential Bias in Responses**:  
+   Outputs may reflect biases present in training data.  
+3. **Limited Creativity**:  
+   May generate variable results in non-technical, creative tasks.  
+4. **No Real-Time Awareness**:  
+   Lacks access to real-world events beyond its training cutoff.  
+5. **Error Propagation in Long Responses**:  
+   Minor mistakes in early outputs may affect overall coherence in lengthy responses.  
+6. **Prompt Sensitivity**:  
+   The effectiveness of responses depends on well-structured prompts.

added_tokens.json

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+  "<|vision_end|>": 151653,
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+  "<|vision_start|>": 151652
+}

config.json

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+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 70,
+  "model_type": "qwen2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 2,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "torch_dtype": "float16",
+  "transformers_version": "4.50.0",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

configuration.json

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+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

generation_config.json

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+  "do_sample": true,
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+  ],
+  "pad_token_id": 151643,
+  "repetition_penalty": 1.1,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.50.0"
+}

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special_tokens_map.json

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tokenizer.json

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+oid sha256:ade0ceb04824a5728e1fd2aad8d591f06bab82781892e957a9381505371a736d
+size 11422271

tokenizer_config.json

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