commit 277ce5335165976a9b5690a70107fb548a73b72d Author: ModelHub XC Date: Mon May 11 15:49:34 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mlx-community/Llama-3.1-Nemotron-Nano-4B-v1.1-bf16 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..21b3632 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,49 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs 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filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text + +tokenizer.json filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..d3d2e4e --- /dev/null +++ b/README.md @@ -0,0 +1,45 @@ +--- +library_name: mlx +license: other +license_name: nvidia-open-model-license +license_link: https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license/ +pipeline_tag: text-generation +language: +- en +tags: +- nvidia +- llama-3 +- pytorch +- mlx +base_model: nvidia/Llama-3.1-Nemotron-Nano-4B-v1.1 +datasets: +- nvidia/Llama-Nemotron-Post-Training-Dataset +--- + +# mlx-community/Llama-3.1-Nemotron-Nano-4B-v1.1-bf16 + +This model [mlx-community/Llama-3.1-Nemotron-Nano-4B-v1.1-bf16](https://huggingface.co/mlx-community/Llama-3.1-Nemotron-Nano-4B-v1.1-bf16) was +converted to MLX format from [nvidia/Llama-3.1-Nemotron-Nano-4B-v1.1](https://huggingface.co/nvidia/Llama-3.1-Nemotron-Nano-4B-v1.1) +using mlx-lm version **0.25.0**. + +## Use with mlx + +```bash +pip install mlx-lm +``` + +```python +from mlx_lm import load, generate + +model, tokenizer = load("mlx-community/Llama-3.1-Nemotron-Nano-4B-v1.1-bf16") + +prompt = "hello" + +if tokenizer.chat_template is not None: + messages = [{"role": "user", "content": prompt}] + prompt = tokenizer.apply_chat_template( + messages, add_generation_prompt=True + ) + +response = generate(model, tokenizer, prompt=prompt, verbose=True) +``` diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..6759ef7 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,17 @@ +{%- if tools %}{{- '<|begin_of_text|><|start_header_id|>system<|end_header_id|> + +' -}}{%- if messages[0].role == 'system' and messages[0].content != '' -%}{{- messages[0].content + ' + +' -}}{%- else -%}{{- 'detailed thinking off + +' -}}{%- endif -%}{{- '[' -}}{%- for tool in tools -%}{{- (tool.function if tool.function is defined else tool) | tojson -}}{{- ', ' if not loop.last else '' -}}{%- endfor -%}{{- ']' -}}{{- '<|eot_id|>' -}}{%- else %}{{- '<|begin_of_text|><|start_header_id|>system<|end_header_id|> + +' -}}{%- if messages[0].role == 'system' and messages[0].content != '' -%}{{- messages[0].content -}}{%- else -%}{{- 'detailed thinking off' -}}{%- endif %}{{- '<|eot_id|>' -}}{%- endif %}{%- for message in messages -%}{%- if (message.role == 'user') -%}{{- '<|start_header_id|>user<|end_header_id|> + +' + message.content + '<|eot_id|>' -}}{%- elif message.role == 'assistant' -%}{%- set content = message.content -%}{{- '<|start_header_id|>assistant<|end_header_id|> + +' + content -}}{%- if message.tool_calls -%}{{- '[' -}}{%- for tool_call in message.tool_calls -%}{%- if tool_call.function -%}{%- set tool_call = tool_call.function -%}{%- endif -%}{{- '{"name": "' }}{{- tool_call.name }}{{- '", "arguments": ' -}}{%- if tool_call.arguments is string -%}{{- tool_call.arguments -}}{%- else -%}{{- tool_call.arguments | tojson -}}{%- endif -%}{{- ', ' if not loop.last else '' -}}{%- endfor -%}{{- ']' -}}{%- endif %}{{- '<|eot_id|>' -}}{%- elif message.role == 'tool' -%}{%- if loop.first or (messages[loop.index0 - 1].role != 'tool') -%}{{- '<|start_header_id|>user<|end_header_id|> + +' }}{{- '[' -}}{%- endif -%}{{- message.content -}}{{- ', ' if not loop.last and (messages[loop.index0 + 1].role == 'tool') else '' -}}{%- if loop.last or (messages[loop.index0 + 1].role != 'tool') -%}{{- ']' -}}{{- '<|eot_id|>' -}}{%- endif %}{%- endif %}{%- endfor %}{%- if add_generation_prompt %}{{- '<|start_header_id|>assistant<|end_header_id|> + +' -}}{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..2e3e71d --- /dev/null +++ b/config.json @@ -0,0 +1,35 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 128000, + "eos_token_id": 128001, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 3072, + "initializer_range": 0.02, + "intermediate_size": 9216, + "max_position_embeddings": 131072, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_scaling": { + "factor": 4.0, + "low_freq_factor": 1.0, + "high_freq_factor": 4.0, + "original_max_position_embeddings": 8192, + "rope_type": "llama3" + }, + "rope_theta": 3565775107.2609234, + "tie_word_embeddings": false, + "torch_dtype": "bfloat16", + "transformers_version": "4.47.1", + "use_cache": true, + "vocab_size": 128256 +} \ No newline at end of file diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..bbeeda1 --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "text-generation", "allow_remote": true} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..5273e16 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,10 @@ +{ + "_from_model_config": true, + "bos_token_id": 128000, + "eos_token_id": [ + 128001, + 128008, + 128009 + ], + "transformers_version": "4.47.1" +} diff --git a/llama_nemotron_nano_toolcall_parser.py b/llama_nemotron_nano_toolcall_parser.py new file mode 100644 index 0000000..e6a5617 --- /dev/null +++ b/llama_nemotron_nano_toolcall_parser.py @@ -0,0 +1,109 @@ +# SPDX-License-Identifier: Apache-2.0 + +import json +import re +from collections.abc import Sequence +from typing import Union + +import partial_json_parser +from partial_json_parser.core.options import Allow + +from vllm.entrypoints.openai.protocol import ( + ChatCompletionRequest, + DeltaFunctionCall, DeltaMessage, + DeltaToolCall, + ExtractedToolCallInformation, + FunctionCall, + ToolCall, +) +from vllm.entrypoints.openai.tool_parsers.abstract_tool_parser import ( + ToolParser, + ToolParserManager, +) +from vllm.logger import init_logger +from vllm.transformers_utils.tokenizer import AnyTokenizer +from vllm.utils import random_uuid + +logger = init_logger(__name__) + + +@ToolParserManager.register_module("llama_nemotron_json") +class LlamaNemotronJSONToolParser(ToolParser): + + def __init__(self, tokenizer: AnyTokenizer): + super().__init__(tokenizer) + + self.current_tool_name_sent: bool = False + self.prev_tool_call_arr: list[dict] = [] + self.current_tool_id: int = -1 + self.streamed_args_for_tool: list[str] = [] + + self.tool_call_start_token: str = "" + self.tool_call_end_token: str = "" + + self.tool_call_regex = re.compile(r"(.*?)", re.DOTALL) + + def extract_tool_calls( + self, + model_output: str, + request: ChatCompletionRequest, + ) -> ExtractedToolCallInformation: + + if self.tool_call_start_token not in model_output: + return ExtractedToolCallInformation( + tools_called=False, + tool_calls=[], + content=model_output, + ) + + else: + + try: + str_tool_calls = self.tool_call_regex.findall(model_output)[0].strip() + if not str_tool_calls.startswith("["): + str_tool_calls = "[" + str_tool_calls + if not str_tool_calls.endswith("]"): + str_tool_calls = "]" + str_tool_calls + json_tool_calls = json.loads(str_tool_calls) + tool_calls = [] + for tool_call in json_tool_calls: + try: + tool_calls.append(ToolCall( + type="function", + function=FunctionCall( + name=tool_call["name"], + arguments=json.dumps(tool_call["arguments"], ensure_ascii=False) \ + if isinstance(tool_call["arguments"], dict) else tool_call["arguments"], + ), + )) + except: + continue + + content = model_output[:model_output.rfind(self.tool_call_start_token)] + + return ExtractedToolCallInformation( + tools_called=True, + tool_calls=tool_calls, + content=content if content else None, + ) + + except Exception: + logger.exception(f"Error in extracting tool call from response. Response: {model_output}") + return ExtractedToolCallInformation( + tools_called=False, + tool_calls=[], + content=model_output, + ) + + def extract_tool_calls_streaming( + self, + previous_text: str, + current_text: str, + delta_text: str, + previous_token_ids: Sequence[int], + current_token_ids: Sequence[int], + delta_token_ids: Sequence[int], + request: ChatCompletionRequest, + ) -> Union[DeltaMessage, None]: + + raise NotImplementedError("Tool calling is not supported in streaming mode!") diff --git a/model-00001-of-00002.safetensors b/model-00001-of-00002.safetensors new file mode 100644 index 0000000..361829c --- /dev/null +++ b/model-00001-of-00002.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85165c9de034d227d8abb9ebd64c8404b8611ccc447ae30ef0f594b0fa02d2b3 +size 5330690035 diff --git a/model-00002-of-00002.safetensors b/model-00002-of-00002.safetensors new file mode 100644 index 0000000..57bacf4 --- /dev/null +++ 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