Instructions to use openbmb/BitCPM-CANN-3B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use openbmb/BitCPM-CANN-3B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="openbmb/BitCPM-CANN-3B") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("openbmb/BitCPM-CANN-3B") model = AutoModelForCausalLM.from_pretrained("openbmb/BitCPM-CANN-3B") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use openbmb/BitCPM-CANN-3B with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "openbmb/BitCPM-CANN-3B" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "openbmb/BitCPM-CANN-3B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/openbmb/BitCPM-CANN-3B
- SGLang
How to use openbmb/BitCPM-CANN-3B with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "openbmb/BitCPM-CANN-3B" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "openbmb/BitCPM-CANN-3B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "openbmb/BitCPM-CANN-3B" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "openbmb/BitCPM-CANN-3B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use openbmb/BitCPM-CANN-3B with Docker Model Runner:
docker model run hf.co/openbmb/BitCPM-CANN-3B
Upload folder using huggingface_hub
Browse files- config.json +31 -0
- generation_config.json +8 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +81 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +116 -0
config.json
ADDED
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@@ -0,0 +1,31 @@
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{
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"_name_or_path": "openbmb/CPM-2B",
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"architectures": [
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"LlamaForCausalLM"
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| 5 |
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],
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| 6 |
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"bos_token_id": 1,
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| 7 |
+
"eos_token_id": [2,73440],
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| 8 |
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"pad_token_id": 2,
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| 9 |
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"hidden_act": "silu",
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| 10 |
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"hidden_size": 2560,
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| 11 |
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"initializer_range": 0.1,
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| 12 |
+
"intermediate_size": 10240,
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| 13 |
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"head_dim": 128,
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| 14 |
+
"max_position_embeddings": 32768,
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| 15 |
+
"model_type": "llama",
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| 16 |
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"num_attention_heads": 32,
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| 17 |
+
"num_hidden_layers": 32,
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| 18 |
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"num_key_value_heads": 2,
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| 19 |
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"rms_norm_eps": 1e-06,
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| 20 |
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"rope_scaling": {
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| 21 |
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"factor": 1.0,
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| 22 |
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"rope_type": "longrope",
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| 23 |
+
"long_factor": [0.9977997200264581, 1.014658295992452, 1.0349680404997148, 1.059429246056193, 1.0888815016813513, 1.1243301355211495, 1.166977103606075, 1.2182568066927284, 1.2798772354275727, 1.3538666751582975, 1.4426259039919596, 1.5489853358570191, 1.6762658237220625, 1.8283407612492941, 2.0096956085876183, 2.225478927469756, 2.481536379650452, 2.784415934557119, 3.1413289096347365, 3.560047844772632, 4.048719380066383, 4.615569542115128, 5.2684819496549835, 6.014438591970396, 6.858830049237097, 7.804668263503327, 8.851768731513417, 9.99600492938444, 11.228766118181639, 12.536757560834843, 13.902257701387796, 15.303885189125953, 16.717837610115794, 18.119465097853947, 19.484965238406907, 20.792956681060105, 22.02571786985731, 23.16995406772833, 24.217054535738416, 25.16289275000465, 26.007284207271347, 26.753240849586767, 27.40615325712662, 27.973003419175363, 28.461674954469114, 28.880393889607006, 29.237306864684626, 29.540186419591297, 29.79624387177199, 30.01202719065413, 30.193382037992453, 30.34545697551969, 30.47273746338473, 30.579096895249787, 30.66785612408345, 30.741845563814174, 30.80346599254902, 30.85474569563567, 30.897392663720595, 30.932841297560394, 30.962293553185553, 30.986754758742034, 31.007064503249293, 31.02392307921529],
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| 24 |
+
"short_factor": [0.9977997200264581, 1.014658295992452, 1.0349680404997148, 1.059429246056193, 1.0888815016813513, 1.1243301355211495, 1.166977103606075, 1.2182568066927284, 1.2798772354275727, 1.3538666751582975, 1.4426259039919596, 1.5489853358570191, 1.6762658237220625, 1.8283407612492941, 2.0096956085876183, 2.225478927469756, 2.481536379650452, 2.784415934557119, 3.1413289096347365, 3.560047844772632, 4.048719380066383, 4.615569542115128, 5.2684819496549835, 6.014438591970396, 6.858830049237097, 7.804668263503327, 8.851768731513417, 9.99600492938444, 11.228766118181639, 12.536757560834843, 13.902257701387796, 15.303885189125953, 16.717837610115794, 18.119465097853947, 19.484965238406907, 20.792956681060105, 22.02571786985731, 23.16995406772833, 24.217054535738416, 25.16289275000465, 26.007284207271347, 26.753240849586767, 27.40615325712662, 27.973003419175363, 28.461674954469114, 28.880393889607006, 29.237306864684626, 29.540186419591297, 29.79624387177199, 30.01202719065413, 30.193382037992453, 30.34545697551969, 30.47273746338473, 30.579096895249787, 30.66785612408345, 30.741845563814174, 30.80346599254902, 30.85474569563567, 30.897392663720595, 30.932841297560394, 30.962293553185553, 30.986754758742034, 31.007064503249293, 31.02392307921529],
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"original_max_position_embeddings": 32768
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},
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"torch_dtype": "bfloat16",
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"transformers_version": "4.36.0",
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"use_cache": true,
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"vocab_size": 73448
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}
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generation_config.json
ADDED
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{
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"do_sample": true,
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"top_p": 0.8,
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"temperature": 0.8,
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"bos_token_id": 1,
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| 6 |
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"eos_token_id": [2,73440],
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"pad_token_id": 2
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}
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pytorch_model.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:ddb8522bfbf14d1408899f9e0f186ea55b84e89ee4156b6a61ad06faf0c6285e
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size 7211764418
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special_tokens_map.json
ADDED
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{
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"additional_special_tokens": [
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{
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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{
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"content": "<|im_start|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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{
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"content": "<|tool_call|>",
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"lstrip": false,
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| 20 |
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"normalized": false,
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| 21 |
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"rstrip": false,
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"single_word": false
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},
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{
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"content": "<|execute_start|>",
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"lstrip": false,
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| 27 |
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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| 31 |
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{
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"content": "<|execute_end|>",
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| 33 |
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"lstrip": false,
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| 34 |
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"normalized": false,
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| 35 |
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"rstrip": false,
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| 36 |
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"single_word": false
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| 37 |
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},
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| 38 |
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{
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"content": "<|fim_prefix|>",
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| 40 |
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"lstrip": false,
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| 41 |
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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{
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"content": "<|fim_middle|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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{
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"content": "<|fim_suffix|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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],
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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| 69 |
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"lstrip": false,
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"normalized": false,
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| 71 |
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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| 77 |
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"normalized": false,
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| 78 |
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"rstrip": false,
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| 79 |
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"single_word": false
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| 80 |
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}
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| 81 |
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}
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tokenizer.json
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The diff for this file is too large to render.
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bb74d51116831c3bf65db812c553f94ab0c88dcf97a5bbb37e3504f6d359c530
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| 3 |
+
size 1181204
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tokenizer_config.json
ADDED
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{
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| 2 |
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"add_bos_token": true,
|
| 3 |
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"add_eos_token": false,
|
| 4 |
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"added_tokens_decoder": {
|
| 5 |
+
"0": {
|
| 6 |
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"content": "<unk>",
|
| 7 |
+
"lstrip": false,
|
| 8 |
+
"normalized": false,
|
| 9 |
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"rstrip": false,
|
| 10 |
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"single_word": false,
|
| 11 |
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"special": true
|
| 12 |
+
},
|
| 13 |
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"1": {
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| 14 |
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"content": "<s>",
|
| 15 |
+
"lstrip": false,
|
| 16 |
+
"normalized": false,
|
| 17 |
+
"rstrip": false,
|
| 18 |
+
"single_word": false,
|
| 19 |
+
"special": true
|
| 20 |
+
},
|
| 21 |
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"2": {
|
| 22 |
+
"content": "</s>",
|
| 23 |
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"lstrip": false,
|
| 24 |
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"normalized": false,
|
| 25 |
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"rstrip": false,
|
| 26 |
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"single_word": false,
|
| 27 |
+
"special": true
|
| 28 |
+
},
|
| 29 |
+
"73440": {
|
| 30 |
+
"content": "<|im_end|>",
|
| 31 |
+
"lstrip": false,
|
| 32 |
+
"normalized": false,
|
| 33 |
+
"rstrip": false,
|
| 34 |
+
"single_word": false,
|
| 35 |
+
"special": true
|
| 36 |
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},
|
| 37 |
+
"73441": {
|
| 38 |
+
"content": "<|im_start|>",
|
| 39 |
+
"lstrip": false,
|
| 40 |
+
"normalized": false,
|
| 41 |
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"rstrip": false,
|
| 42 |
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"single_word": false,
|
| 43 |
+
"special": true
|
| 44 |
+
},
|
| 45 |
+
"73442": {
|
| 46 |
+
"content": "<|tool_call|>",
|
| 47 |
+
"lstrip": false,
|
| 48 |
+
"normalized": false,
|
| 49 |
+
"rstrip": false,
|
| 50 |
+
"single_word": false,
|
| 51 |
+
"special": true
|
| 52 |
+
},
|
| 53 |
+
"73443": {
|
| 54 |
+
"content": "<|execute_start|>",
|
| 55 |
+
"lstrip": false,
|
| 56 |
+
"normalized": false,
|
| 57 |
+
"rstrip": false,
|
| 58 |
+
"single_word": false,
|
| 59 |
+
"special": true
|
| 60 |
+
},
|
| 61 |
+
"73444": {
|
| 62 |
+
"content": "<|execute_end|>",
|
| 63 |
+
"lstrip": false,
|
| 64 |
+
"normalized": false,
|
| 65 |
+
"rstrip": false,
|
| 66 |
+
"single_word": false,
|
| 67 |
+
"special": true
|
| 68 |
+
},
|
| 69 |
+
"73445": {
|
| 70 |
+
"content": "<|fim_prefix|>",
|
| 71 |
+
"lstrip": false,
|
| 72 |
+
"normalized": false,
|
| 73 |
+
"rstrip": false,
|
| 74 |
+
"single_word": false,
|
| 75 |
+
"special": true
|
| 76 |
+
},
|
| 77 |
+
"73446": {
|
| 78 |
+
"content": "<|fim_middle|>",
|
| 79 |
+
"lstrip": false,
|
| 80 |
+
"normalized": false,
|
| 81 |
+
"rstrip": false,
|
| 82 |
+
"single_word": false,
|
| 83 |
+
"special": true
|
| 84 |
+
},
|
| 85 |
+
"73447": {
|
| 86 |
+
"content": "<|fim_suffix|>",
|
| 87 |
+
"lstrip": false,
|
| 88 |
+
"normalized": false,
|
| 89 |
+
"rstrip": false,
|
| 90 |
+
"single_word": false,
|
| 91 |
+
"special": true
|
| 92 |
+
}
|
| 93 |
+
},
|
| 94 |
+
"additional_special_tokens": [
|
| 95 |
+
"<|im_end|>",
|
| 96 |
+
"<|im_start|>",
|
| 97 |
+
"<|tool_call|>",
|
| 98 |
+
"<|execute_start|>",
|
| 99 |
+
"<|execute_end|>",
|
| 100 |
+
"<|fim_prefix|>",
|
| 101 |
+
"<|fim_middle|>",
|
| 102 |
+
"<|fim_suffix|>"
|
| 103 |
+
],
|
| 104 |
+
"bos_token": "<s>",
|
| 105 |
+
"clean_up_tokenization_spaces": false,
|
| 106 |
+
"eos_token": "<|im_end|>",
|
| 107 |
+
"legacy": true,
|
| 108 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 109 |
+
"pad_token": null,
|
| 110 |
+
"sp_model_kwargs": {},
|
| 111 |
+
"spaces_between_special_tokens": false,
|
| 112 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 113 |
+
"unk_token": "<unk>",
|
| 114 |
+
"use_default_system_prompt": false,
|
| 115 |
+
"chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"
|
| 116 |
+
}
|