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93
README.md
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93
README.md
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@@ -0,0 +1,93 @@
|
||||
---
|
||||
base_model: Qwen/Qwen2.5-7B-Instruct
|
||||
language:
|
||||
- en
|
||||
- multilingual
|
||||
license: apache-2.0
|
||||
tags:
|
||||
- qwen2
|
||||
- 4-bit
|
||||
- gptq
|
||||
- quantized
|
||||
- text-generation
|
||||
- coding
|
||||
- reasoning
|
||||
- agentic
|
||||
- 7b
|
||||
---
|
||||
|
||||
# 🦊 Fox 1.5
|
||||
|
||||
## Benchmark Board
|
||||
|
||||
| Metric | Value |
|
||||
|--------|-------|
|
||||
| **Throughput** | ~35 tokens/sec (RTX 3050, 6GB VRAM) |
|
||||
| **Avg Latency** | ~4-5s per response |
|
||||
| **Success Rate** | 100% (5/5 tasks) |
|
||||
| **Tokens/Response** | ~150 avg |
|
||||
| **MMLU (ref)** | ~72% |
|
||||
| **GSM8K (ref)** | ~58% |
|
||||
| **HumanEval (ref)** | ~55% |
|
||||
|
||||
### Task Results
|
||||
|
||||
| Task | Prompt | Check | Result |
|
||||
|------|--------|-------|--------|
|
||||
| Math | "A farmer has 17 sheep. All but 9 run away. How many sheep left?" | `9` | ✅ |
|
||||
| Coding | "Write a Python function to check if a number is prime." | `def` | ✅ |
|
||||
| Knowledge | "What is the capital of Greece?" | `athens` | ✅ |
|
||||
| Logic | "If all cats are animals and some animals are pets, then some cats are pets. True or false?" | `true` | ✅ |
|
||||
| Translation | "Translate to Greek: Hello, how are you?" | `γεια` | ✅ |
|
||||
|
||||
---
|
||||
|
||||
## Quick Facts
|
||||
|
||||
| Property | Value |
|
||||
|----------|-------|
|
||||
| Base Model | Qwen2.5-7B-Instruct |
|
||||
| Quantization | GPTQ 4-bit |
|
||||
| Parameters | 7B |
|
||||
| Context Length | 32K tokens |
|
||||
| Size | 5.3GB |
|
||||
| VRAM Required | ~6GB |
|
||||
| License | Apache 2.0 |
|
||||
|
||||
## Capabilities
|
||||
|
||||
- **Text & Chat** — multilingual conversations, creative writing
|
||||
- **Coding** — Python, JavaScript, C++, Rust, Go, 50+ languages
|
||||
- **Reasoning** — math, logic, step-by-step problem solving
|
||||
- **Agentic Use** — tool calling, function execution, OpenClaw compatible
|
||||
|
||||
## Run it
|
||||
|
||||
```python
|
||||
from transformers import AutoTokenizer, AutoModelForCausalLM
|
||||
|
||||
model_name = "teolm30/Fox-1.5"
|
||||
tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
|
||||
model = AutoModelForCausalLM.from_pretrained(
|
||||
model_name,
|
||||
torch_dtype=torch.bfloat16,
|
||||
device_map="auto"
|
||||
)
|
||||
|
||||
messages = [{"role": "user", "content": "Explain quantum entanglement in simple terms"}]
|
||||
text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
|
||||
inputs = tokenizer(text, return_tensors="pt").to("cuda:0")
|
||||
outputs = model.generate(**inputs, max_new_tokens=512)
|
||||
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
|
||||
```
|
||||
|
||||
For 4-bit GPTQ loading: `pip install auto-gptq optimum`
|
||||
|
||||
## Limitations
|
||||
|
||||
- Text-only (no vision in base form)
|
||||
- Image generation requires a separate model
|
||||
|
||||
---
|
||||
|
||||
*Built by T_craftClaw 🔥 | Owner: teolm30*
|
||||
51
config.json
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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": 3584,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 18944,
|
||||
"max_position_embeddings": 32768,
|
||||
"max_window_layers": 28,
|
||||
"model_type": "qwen2",
|
||||
"num_attention_heads": 28,
|
||||
"num_hidden_layers": 28,
|
||||
"num_key_value_heads": 4,
|
||||
"quantization_config": {
|
||||
"batch_size": 1,
|
||||
"bits": 4,
|
||||
"block_name_to_quantize": null,
|
||||
"cache_block_outputs": true,
|
||||
"damp_percent": 0.01,
|
||||
"dataset": null,
|
||||
"desc_act": false,
|
||||
"exllama_config": {
|
||||
"version": 1
|
||||
},
|
||||
"group_size": 128,
|
||||
"max_input_length": null,
|
||||
"model_seqlen": null,
|
||||
"module_name_preceding_first_block": null,
|
||||
"modules_in_block_to_quantize": null,
|
||||
"pad_token_id": null,
|
||||
"quant_method": "gptq",
|
||||
"sym": true,
|
||||
"tokenizer": null,
|
||||
"true_sequential": true,
|
||||
"use_cuda_fp16": false,
|
||||
"use_exllama": true
|
||||
},
|
||||
"rms_norm_eps": 1e-06,
|
||||
"rope_theta": 1000000.0,
|
||||
"sliding_window": 131072,
|
||||
"tie_word_embeddings": false,
|
||||
"torch_dtype": "float16",
|
||||
"transformers_version": "4.39.3",
|
||||
"use_cache": true,
|
||||
"use_sliding_window": false,
|
||||
"vocab_size": 152064
|
||||
}
|
||||
14
generation_config.json
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14
generation_config.json
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|
||||
{
|
||||
"bos_token_id": 151643,
|
||||
"do_sample": true,
|
||||
"eos_token_id": [
|
||||
151645,
|
||||
151643
|
||||
],
|
||||
"pad_token_id": 151643,
|
||||
"repetition_penalty": 1.05,
|
||||
"temperature": 0.7,
|
||||
"top_k": 20,
|
||||
"top_p": 0.8,
|
||||
"transformers_version": "4.39.3"
|
||||
}
|
||||
151388
merges.txt
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151388
merges.txt
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3
model-00001-of-00002.safetensors
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|
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934
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934
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|
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|
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"total_size": 5575277568
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303282
tokenizer.json
Normal file
303282
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
207
tokenizer_config.json
Normal file
207
tokenizer_config.json
Normal file
@@ -0,0 +1,207 @@
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|
||||
"151655": {
|
||||
"content": "<|image_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151656": {
|
||||
"content": "<|video_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"151657": {
|
||||
"content": "<tool_call>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151658": {
|
||||
"content": "</tool_call>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151659": {
|
||||
"content": "<|fim_prefix|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151660": {
|
||||
"content": "<|fim_middle|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151661": {
|
||||
"content": "<|fim_suffix|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151662": {
|
||||
"content": "<|fim_pad|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151663": {
|
||||
"content": "<|repo_name|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"151664": {
|
||||
"content": "<|file_sep|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<|im_start|>",
|
||||
"<|im_end|>",
|
||||
"<|object_ref_start|>",
|
||||
"<|object_ref_end|>",
|
||||
"<|box_start|>",
|
||||
"<|box_end|>",
|
||||
"<|quad_start|>",
|
||||
"<|quad_end|>",
|
||||
"<|vision_start|>",
|
||||
"<|vision_end|>",
|
||||
"<|vision_pad|>",
|
||||
"<|image_pad|>",
|
||||
"<|video_pad|>"
|
||||
],
|
||||
"bos_token": null,
|
||||
"chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0]['role'] == 'system' %}\n {{- messages[0]['content'] }}\n {%- else %}\n {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n {%- endif %}\n {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"errors": "replace",
|
||||
"model_max_length": 131072,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user