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README.md ADDED
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+ ---
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+ library_name: mlc-llm
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+ base_model: meta-llama/Llama-3.2-1B-Instruct
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+ tags:
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+ - mlc-llm
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+ - web-llm
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+ ---
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+
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+ # Llama-3.2-1B-Instruct-q4f16_1-MLC
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+
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+ This is the [Llama-3.2-1B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct) model in MLC format `q4f16_1`.
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+ The model can be used for projects [MLC-LLM](https://github.com/mlc-ai/mlc-llm) and [WebLLM](https://github.com/mlc-ai/web-llm).
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+
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+ ## Example Usage
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+
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+ Here are some examples of using this model in MLC LLM.
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+ Before running the examples, please install MLC LLM by following the [installation documentation](https://llm.mlc.ai/docs/install/mlc_llm.html#install-mlc-packages).
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+
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+ ### Chat
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+
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+ In command line, run
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+ ```bash
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+ mlc_llm chat HF://mlc-ai/Llama-3.2-1B-Instruct-q4f16_1-MLC
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+ ```
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+
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+ ### REST Server
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+
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+ In command line, run
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+ ```bash
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+ mlc_llm serve HF://mlc-ai/Llama-3.2-1B-Instruct-q4f16_1-MLC
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+ ```
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+
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+ ### Python API
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+
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+ ```python
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+ from mlc_llm import MLCEngine
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+
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+ # Create engine
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+ model = "HF://mlc-ai/Llama-3.2-1B-Instruct-q4f16_1-MLC"
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+ engine = MLCEngine(model)
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+
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+ # Run chat completion in OpenAI API.
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+ for response in engine.chat.completions.create(
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+ messages=[{"role": "user", "content": "What is the meaning of life?"}],
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+ model=model,
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+ stream=True,
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+ ):
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+ for choice in response.choices:
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+ print(choice.delta.content, end="", flush=True)
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+ print("\n")
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+
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+ engine.terminate()
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+ ```
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+
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+ ## Documentation
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+
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+ For more information on MLC LLM project, please visit our [documentation](https://llm.mlc.ai/docs/) and [GitHub repo](http://github.com/mlc-ai/mlc-llm).
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+ {
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+ "version": "0.1.0",
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+ "model_type": "llama",
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+ "quantization": "q4f16_1",
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+ "model_config": {
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+ "hidden_size": 2048,
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+ "intermediate_size": 8192,
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 16,
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+ "rms_norm_eps": 1e-05,
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+ "tie_word_embeddings": true,
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+ "rope_scaling": {
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+ "high_freq_factor": 4.0,
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+ "low_freq_factor": 1.0,
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+ "rope_type": "llama3"
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+ },
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+ "num_key_value_heads": 8,
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+ "head_dim": 64,
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+ "tensor_parallel_shards": 1,
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+ "pipeline_parallel_stages": 1,
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+ "max_batch_size": 128
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+ },
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+ "sliding_window_size": -1,
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+ "attention_sink_size": -1,
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+ "temperature": 0.6,
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+ "presence_penalty": 0.0,
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+ "frequency_penalty": 0.0,
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+ "repetition_penalty": 1.0,
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+ "top_p": 0.9,
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+ "tokenizer_files": [
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+ "tokenizer.json",
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+ "tokenizer_config.json"
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+ "tokenizer_info": {
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+ "token_postproc_method": "byte_level",
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+ "prepend_space_in_encode": false,
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+ "strip_space_in_decode": false
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+ },
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+ "conv_template": {
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+ "name": "llama-3_1",
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+ "system_template": "<|start_header_id|>system<|end_header_id|>\n\n{system_message}<|eot_id|>",
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+ }
2051
+ },
2052
+ "bos_token": "<|begin_of_text|>",
2053
+ "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined %}\n {%- set tools = custom_tools %}\n{%- endif %}\n{%- if not tools_in_user_message is defined %}\n {%- set tools_in_user_message = true %}\n{%- endif %}\n{%- if not date_string is defined %}\n {%- if strftime_now is defined %}\n {%- set date_string = strftime_now(\"%d %b %Y\") %}\n {%- else %}\n {%- set date_string = \"26 Jul 2024\" %}\n {%- endif %}\n{%- endif %}\n{%- if not tools is defined %}\n {%- set tools = none %}\n{%- endif %}\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}\n {%- set system_message = messages[0]['content']|trim %}\n {%- set messages = messages[1:] %}\n{%- else %}\n {%- set system_message = \"\" %}\n{%- endif %}\n\n{#- System message #}\n{{- \"<|start_header_id|>system<|end_header_id|>\\n\\n\" }}\n{%- if tools is not none %}\n {{- \"Environment: ipython\\n\" }}\n{%- endif %}\n{{- \"Cutting Knowledge Date: December 2023\\n\" }}\n{{- \"Today Date: \" + date_string + \"\\n\\n\" }}\n{%- if tools is not none and not tools_in_user_message %}\n {{- \"You have access to the following functions. To call a function, please respond with JSON for a function call.\" }}\n {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n {{- \"Do not use variables.\\n\\n\" }}\n {%- for t in tools %}\n {{- t | tojson(indent=4) }}\n {{- \"\\n\\n\" }}\n {%- endfor %}\n{%- endif %}\n{{- system_message }}\n{{- \"<|eot_id|>\" }}\n\n{#- Custom tools are passed in a user message with some extra guidance #}\n{%- if tools_in_user_message and not tools is none %}\n {#- Extract the first user message so we can plug it in here #}\n {%- if messages | length != 0 %}\n {%- set first_user_message = messages[0]['content']|trim %}\n {%- set messages = messages[1:] %}\n {%- else %}\n {{- raise_exception(\"Cannot put tools in the first user message when there's no first user message!\") }}\n{%- endif %}\n {{- '<|start_header_id|>user<|end_header_id|>\\n\\n' -}}\n {{- \"Given the following functions, please respond with a JSON for a function call \" }}\n {{- \"with its proper arguments that best answers the given prompt.\\n\\n\" }}\n {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n {{- \"Do not use variables.\\n\\n\" }}\n {%- for t in tools %}\n {{- t | tojson(indent=4) }}\n {{- \"\\n\\n\" }}\n {%- endfor %}\n {{- first_user_message + \"<|eot_id|>\"}}\n{%- endif %}\n\n{%- for message in messages %}\n {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}\n {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\\n\\n'+ message['content'] | trim + '<|eot_id|>' }}\n {%- elif 'tool_calls' in message %}\n {%- if not message.tool_calls|length == 1 %}\n {{- raise_exception(\"This model only supports single tool-calls at once!\") }}\n {%- endif %}\n {%- set tool_call = message.tool_calls[0].function %}\n {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' -}}\n {{- '{\"name\": \"' + tool_call.name + '\", ' }}\n {{- '\"parameters\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- \"}\" }}\n {{- \"<|eot_id|>\" }}\n {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n {{- \"<|start_header_id|>ipython<|end_header_id|>\\n\\n\" }}\n {%- if message.content is mapping or message.content is iterable %}\n {{- message.content | tojson }}\n {%- else %}\n {{- message.content }}\n {%- endif %}\n {{- \"<|eot_id|>\" }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' }}\n{%- endif %}\n",
2054
+ "clean_up_tokenization_spaces": true,
2055
+ "eos_token": "<|eot_id|>",
2056
+ "model_input_names": [
2057
+ "input_ids",
2058
+ "attention_mask"
2059
+ ],
2060
+ "model_max_length": 131072,
2061
+ "tokenizer_class": "PreTrainedTokenizerFast"
2062
+ }