Hermes 3 is the latest version of the flagship Hermes series of LLMs by Nous Research
tools
3b
8b
70b
405b
65.2K Pulls Updated 6 days ago
6ff8efcbce77 · 229GB
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general.architecturellama
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general.base_model.0.nameMeta Llama 3.1 405B
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general.base_model.0.organizationMeta Llama
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general.base_model.0.repo_urlhttps://huggingface.co/meta-llama/Meta-Llama-3.1-405B
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general.base_model.count1
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general.basenameHermes-3-Llama-3.1
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general.file_type2
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general.languages[en]
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general.licensellama3
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general.nameHermes 3 Llama 3.1 405B
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general.organizationNousResearch
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general.quantization_version2
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general.size_label405B
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general.tags[Llama-3, instruct, finetune, chatml, gpt4, ...]
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general.typemodel
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llama.attention.head_count128
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llama.attention.head_count_kv8
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llama.attention.layer_norm_rms_epsilon1e-05
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llama.block_count126
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llama.context_length131072
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llama.embedding_length16384
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llama.feed_forward_length53248
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llama.rope.dimension_count128
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llama.rope.freq_base500000
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llama.vocab_size128256
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tokenizer.chat_template.tool_use{%- macro json_to_python_type(json_spec) %} {%- set basic_type_map = { "string": "str", "number": "float", "integer": "int", "boolean": "bool" } %} {%- if basic_type_map[json_spec.type] is defined %} {{- basic_type_map[json_spec.type] }} {%- elif json_spec.type == "array" %} {{- "list[" + json_to_python_type(json_spec|items) + "]"}} {%- elif json_spec.type == "object" %} {%- if json_spec.additionalProperties is defined %} {{- "dict[str, " + json_to_python_type(json_spec.additionalProperties) + ']'}} {%- else %} {{- "dict" }} {%- endif %} {%- elif json_spec.type is iterable %} {{- "Union[" }} {%- for t in json_spec.type %} {{- json_to_python_type({"type": t}) }} {%- if not loop.last %} {{- "," }} {%- endif %} {%- endfor %} {{- "]" }} {%- else %} {{- "Any" }} {%- endif %} {%- endmacro %} {{- bos_token }} {{- "You are a function calling AI model. You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don't make assumptions about what values to plug into functions. Here are the available tools: <tools> " }} {%- for tool in tools %} {%- if tool.function is defined %} {%- set tool = tool.function %} {%- endif %} {{- '{"type": "function", "function": ' }} {{- '{"name": "' + tool.name + '", ' }} {{- '"description": "' + tool.name + '(' }} {%- for param_name, param_fields in tool.parameters.properties|items %} {{- param_name + ": " + json_to_python_type(param_fields) }} {%- if not loop.last %} {{- ", " }} {%- endif %} {%- endfor %} {{- ")" }} {%- if tool.return is defined %} {{- " -> " + json_to_python_type(tool.return) }} {%- endif %} {{- " - " + tool.description + "\n\n" }} {%- for param_name, param_fields in tool.parameters.properties|items %} {%- if loop.first %} {{- " Args:\n" }} {%- endif %} {{- " " + param_name + "(" + json_to_python_type(param_fields) + "): " + param_fields.description|trim }} {%- endfor %} {%- if tool.return is defined and tool.return.description is defined %} {{- "\n Returns:\n " + tool.return.description }} {%- endif %} {{- '"' }} {{- ', "parameters": ' }} {%- if tool.parameters.properties | length == 0 %} {{- "{}" }} {%- else %} {{- tool.parameters|tojson }} {%- endif %} {{- "}" }} {%- if not loop.last %} {{- "\n" }} {%- endif %} {%- endfor %} {{- " </tools>" }} {{- 'Use the following pydantic model json schema for each tool call you will make: {"properties": {"name": {"title": "Name", "type": "string"}, "arguments": {"title": "Arguments", "type": "object"}}, "required": ["name", "arguments"], "title": "FunctionCall", "type": "object"}} ' }} {{- "For each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows: " }} {{- "<tool_call> " }} {{- '{"name": <function-name>, "arguments": <args-dict>} ' }} {{- '</tool_call><|im_end|>' }} {%- for message in messages %} {%- if message.role == "user" or message.role == "system" or (message.role == "assistant" and message.tool_calls is not defined) %} {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} {%- elif message.role == "assistant" %} {{- '<|im_start|>' + message.role }} {%- for tool_call in message.tool_calls %} {{- ' <tool_call> ' }} {%- if tool_call.function is defined %} {%- set tool_call = tool_call.function %} {%- endif %} {{- '{' }} {{- '"name": "' }} {{- tool_call.name }} {{- '"}' }} {{- ', '}} {%- if tool_call.arguments is defined %} {{- '"arguments": ' }} {{- tool_call.arguments|tojson }} {%- endif %} {{- '\n</tool_call>' }} {%- endfor %} {{- '<|im_end|>\n' }} {%- elif message.role == "tool" %} {%- if not message.name is defined %} {{- raise_exception("Tool response dicts require a 'name' key indicating the name of the called function!") }} {%- endif %} {%- if loop.previtem and loop.previtem.role != "tool" %} {{- '<|im_start|>tool\n' }} {%- endif %} {{- '<tool_response>\n' }} {{- message.content }} {%- if not loop.last %} {{- '\n</tool_response>\n' }} {%- else %} {{- '\n</tool_response>' }} {%- endif %} {%- if not loop.last and loop.nextitem.role != "tool" %} {{- '<|im_end|>' }} {%- elif loop.last %} {{- '<|im_end|>' }} {%- endif %} {%- endif %} {%- endfor %} {%- if add_generation_prompt %} {{- '<|im_start|>assistant\n' }} {%- endif %}
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tokenizer.chat_templates[tool_use]
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tokenizer.ggml.bos_token_id128000
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tokenizer.ggml.eos_token_id128039
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tokenizer.ggml.merges[Ġ Ġ, Ġ ĠĠĠ, ĠĠ ĠĠ, ĠĠĠ Ġ, i n, ...]
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tokenizer.ggml.modelgpt2
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tokenizer.ggml.padding_token_id128001
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tokenizer.ggml.prellama-bpe
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tokenizer.ggml.token_type[1, 1, 1, 1, 1, ...]
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tokenizer.ggml.tokens[!, ", #, $, %, ...]
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blk.101.attn_k.weightQ4_0[16384, 1024]
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blk.101.attn_norm.weightF32[16384]
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blk.101.attn_output.weightQ4_0[16384, 16384]
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blk.101.attn_q.weightQ4_0[16384, 16384]
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blk.101.attn_v.weightQ4_0[16384, 1024]
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blk.101.ffn_down.weightQ4_0[53248, 16384]
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blk.101.ffn_gate.weightQ4_0[16384, 53248]
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blk.101.ffn_norm.weightF32[16384]
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blk.101.ffn_up.weightQ4_0[16384, 53248]
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blk.102.attn_k.weightQ4_0[16384, 1024]
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blk.102.attn_norm.weightF32[16384]
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blk.102.attn_output.weightQ4_0[16384, 16384]
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blk.102.attn_q.weightQ4_0[16384, 16384]
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blk.102.attn_v.weightQ4_0[16384, 1024]
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blk.102.ffn_down.weightQ4_0[53248, 16384]
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blk.102.ffn_gate.weightQ4_0[16384, 53248]
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blk.102.ffn_norm.weightF32[16384]
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blk.102.ffn_up.weightQ4_0[16384, 53248]
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blk.103.attn_k.weightQ4_0[16384, 1024]
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blk.103.attn_norm.weightF32[16384]
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blk.103.attn_output.weightQ4_0[16384, 16384]
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blk.103.attn_q.weightQ4_0[16384, 16384]
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blk.103.attn_v.weightQ4_0[16384, 1024]
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blk.103.ffn_down.weightQ4_0[53248, 16384]
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blk.103.ffn_gate.weightQ4_0[16384, 53248]
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blk.103.ffn_norm.weightF32[16384]
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blk.103.ffn_up.weightQ4_0[16384, 53248]
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blk.104.attn_k.weightQ4_0[16384, 1024]
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blk.104.attn_norm.weightF32[16384]
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blk.104.attn_output.weightQ4_0[16384, 16384]
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blk.104.attn_q.weightQ4_0[16384, 16384]
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blk.104.attn_v.weightQ4_0[16384, 1024]
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blk.104.ffn_down.weightQ4_0[53248, 16384]
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blk.104.ffn_gate.weightQ4_0[16384, 53248]
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blk.104.ffn_norm.weightF32[16384]
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blk.104.ffn_up.weightQ4_0[16384, 53248]
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blk.105.attn_k.weightQ4_0[16384, 1024]
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blk.105.attn_norm.weightF32[16384]
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blk.105.attn_output.weightQ4_0[16384, 16384]
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blk.105.attn_q.weightQ4_0[16384, 16384]
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blk.105.attn_v.weightQ4_0[16384, 1024]
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blk.105.ffn_down.weightQ4_0[53248, 16384]
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blk.105.ffn_gate.weightQ4_0[16384, 53248]
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blk.105.ffn_norm.weightF32[16384]
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blk.105.ffn_up.weightQ4_0[16384, 53248]
-
blk.106.attn_k.weightQ4_0[16384, 1024]
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blk.106.attn_norm.weightF32[16384]
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blk.106.attn_output.weightQ4_0[16384, 16384]
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blk.106.attn_q.weightQ4_0[16384, 16384]
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blk.106.attn_v.weightQ4_0[16384, 1024]
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blk.106.ffn_down.weightQ4_0[53248, 16384]
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blk.106.ffn_gate.weightQ4_0[16384, 53248]
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blk.106.ffn_norm.weightF32[16384]
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blk.106.ffn_up.weightQ4_0[16384, 53248]
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blk.107.attn_k.weightQ4_0[16384, 1024]
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blk.107.attn_norm.weightF32[16384]
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blk.107.attn_output.weightQ4_0[16384, 16384]
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blk.107.attn_q.weightQ4_0[16384, 16384]
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blk.107.attn_v.weightQ4_0[16384, 1024]
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blk.107.ffn_down.weightQ4_0[53248, 16384]
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blk.107.ffn_gate.weightQ4_0[16384, 53248]
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blk.107.ffn_norm.weightF32[16384]
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blk.107.ffn_up.weightQ4_0[16384, 53248]
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blk.108.attn_k.weightQ4_0[16384, 1024]
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blk.108.attn_norm.weightF32[16384]
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blk.108.attn_output.weightQ4_0[16384, 16384]
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blk.108.attn_q.weightQ4_0[16384, 16384]
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blk.108.attn_v.weightQ4_0[16384, 1024]
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blk.108.ffn_down.weightQ4_0[53248, 16384]
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blk.108.ffn_gate.weightQ4_0[16384, 53248]
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blk.108.ffn_norm.weightF32[16384]
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blk.108.ffn_up.weightQ4_0[16384, 53248]
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blk.109.attn_k.weightQ4_0[16384, 1024]
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blk.109.attn_norm.weightF32[16384]
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blk.109.attn_output.weightQ4_0[16384, 16384]
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blk.109.attn_q.weightQ4_0[16384, 16384]
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blk.109.attn_v.weightQ4_0[16384, 1024]
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blk.109.ffn_down.weightQ4_0[53248, 16384]
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blk.109.ffn_gate.weightQ4_0[16384, 53248]
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blk.109.ffn_norm.weightF32[16384]
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blk.109.ffn_up.weightQ4_0[16384, 53248]
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blk.110.attn_k.weightQ4_0[16384, 1024]
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blk.110.attn_norm.weightF32[16384]
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blk.110.attn_output.weightQ4_0[16384, 16384]
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blk.110.attn_q.weightQ4_0[16384, 16384]
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blk.110.attn_v.weightQ4_0[16384, 1024]
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blk.110.ffn_down.weightQ4_0[53248, 16384]
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blk.110.ffn_gate.weightQ4_0[16384, 53248]
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blk.110.ffn_norm.weightF32[16384]
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blk.110.ffn_up.weightQ4_0[16384, 53248]
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blk.111.attn_k.weightQ4_0[16384, 1024]
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blk.111.attn_norm.weightF32[16384]
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blk.111.attn_output.weightQ4_0[16384, 16384]
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blk.111.attn_q.weightQ4_0[16384, 16384]
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blk.111.attn_v.weightQ4_0[16384, 1024]
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blk.111.ffn_down.weightQ4_0[53248, 16384]
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blk.111.ffn_gate.weightQ4_0[16384, 53248]
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blk.111.ffn_norm.weightF32[16384]
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blk.111.ffn_up.weightQ4_0[16384, 53248]
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blk.112.attn_k.weightQ4_0[16384, 1024]
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blk.112.attn_norm.weightF32[16384]
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blk.112.attn_output.weightQ4_0[16384, 16384]
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blk.112.attn_q.weightQ4_0[16384, 16384]
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blk.112.attn_v.weightQ4_0[16384, 1024]
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blk.112.ffn_down.weightQ4_0[53248, 16384]
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blk.112.ffn_gate.weightQ4_0[16384, 53248]
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blk.112.ffn_norm.weightF32[16384]
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blk.112.ffn_up.weightQ4_0[16384, 53248]
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blk.113.attn_k.weightQ4_0[16384, 1024]
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blk.113.attn_norm.weightF32[16384]
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blk.113.attn_output.weightQ4_0[16384, 16384]
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blk.113.attn_q.weightQ4_0[16384, 16384]
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blk.113.attn_v.weightQ4_0[16384, 1024]
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blk.113.ffn_down.weightQ4_0[53248, 16384]
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blk.113.ffn_gate.weightQ4_0[16384, 53248]
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blk.113.ffn_norm.weightF32[16384]
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blk.113.ffn_up.weightQ4_0[16384, 53248]
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blk.114.attn_k.weightQ4_0[16384, 1024]
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blk.114.attn_norm.weightF32[16384]
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blk.114.attn_output.weightQ4_0[16384, 16384]
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blk.114.attn_q.weightQ4_0[16384, 16384]
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blk.114.attn_v.weightQ4_0[16384, 1024]
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blk.114.ffn_down.weightQ4_0[53248, 16384]
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blk.114.ffn_gate.weightQ4_0[16384, 53248]
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blk.114.ffn_norm.weightF32[16384]
-
blk.114.ffn_up.weightQ4_0[16384, 53248]
-
blk.115.attn_k.weightQ4_0[16384, 1024]
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blk.115.attn_norm.weightF32[16384]
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blk.115.attn_output.weightQ4_0[16384, 16384]
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blk.115.attn_q.weightQ4_0[16384, 16384]
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blk.115.attn_v.weightQ4_0[16384, 1024]
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blk.115.ffn_down.weightQ4_0[53248, 16384]
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blk.115.ffn_gate.weightQ4_0[16384, 53248]
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blk.115.ffn_norm.weightF32[16384]
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blk.115.ffn_up.weightQ4_0[16384, 53248]
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blk.116.attn_k.weightQ4_0[16384, 1024]
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blk.116.attn_norm.weightF32[16384]
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blk.116.attn_output.weightQ4_0[16384, 16384]
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blk.116.attn_q.weightQ4_0[16384, 16384]
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blk.116.attn_v.weightQ4_0[16384, 1024]
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blk.116.ffn_down.weightQ4_0[53248, 16384]
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blk.116.ffn_gate.weightQ4_0[16384, 53248]
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blk.116.ffn_norm.weightF32[16384]
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blk.116.ffn_up.weightQ4_0[16384, 53248]
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blk.117.attn_k.weightQ4_0[16384, 1024]
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blk.117.attn_norm.weightF32[16384]
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blk.117.attn_output.weightQ4_0[16384, 16384]
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blk.117.attn_q.weightQ4_0[16384, 16384]
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blk.117.attn_v.weightQ4_0[16384, 1024]
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blk.117.ffn_down.weightQ4_0[53248, 16384]
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blk.117.ffn_gate.weightQ4_0[16384, 53248]
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blk.117.ffn_norm.weightF32[16384]
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blk.117.ffn_up.weightQ4_0[16384, 53248]
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blk.118.attn_k.weightQ4_0[16384, 1024]
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blk.118.attn_norm.weightF32[16384]
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blk.118.attn_output.weightQ4_0[16384, 16384]
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blk.118.attn_q.weightQ4_0[16384, 16384]
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blk.118.attn_v.weightQ4_0[16384, 1024]
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blk.118.ffn_down.weightQ4_0[53248, 16384]
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blk.118.ffn_gate.weightQ4_0[16384, 53248]
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blk.118.ffn_norm.weightF32[16384]
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blk.118.ffn_up.weightQ4_0[16384, 53248]
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blk.119.attn_k.weightQ4_0[16384, 1024]
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blk.119.attn_norm.weightF32[16384]
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blk.119.attn_output.weightQ4_0[16384, 16384]
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blk.119.attn_q.weightQ4_0[16384, 16384]
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blk.119.attn_v.weightQ4_0[16384, 1024]
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blk.119.ffn_down.weightQ4_0[53248, 16384]
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blk.119.ffn_gate.weightQ4_0[16384, 53248]
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blk.119.ffn_norm.weightF32[16384]
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blk.119.ffn_up.weightQ4_0[16384, 53248]
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blk.120.attn_k.weightQ4_0[16384, 1024]
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blk.120.attn_norm.weightF32[16384]
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blk.120.attn_output.weightQ4_0[16384, 16384]
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blk.120.attn_q.weightQ4_0[16384, 16384]
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blk.120.attn_v.weightQ4_0[16384, 1024]
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blk.120.ffn_down.weightQ4_0[53248, 16384]
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blk.120.ffn_gate.weightQ4_0[16384, 53248]
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blk.120.ffn_norm.weightF32[16384]
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blk.120.ffn_up.weightQ4_0[16384, 53248]
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blk.121.attn_k.weightQ4_0[16384, 1024]
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blk.121.attn_norm.weightF32[16384]
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blk.121.attn_output.weightQ4_0[16384, 16384]
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blk.121.attn_q.weightQ4_0[16384, 16384]
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blk.121.attn_v.weightQ4_0[16384, 1024]
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blk.121.ffn_down.weightQ4_0[53248, 16384]
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blk.121.ffn_gate.weightQ4_0[16384, 53248]
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blk.121.ffn_norm.weightF32[16384]
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blk.121.ffn_up.weightQ4_0[16384, 53248]
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blk.122.attn_k.weightQ4_0[16384, 1024]
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blk.122.attn_norm.weightF32[16384]
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blk.122.attn_output.weightQ4_0[16384, 16384]
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blk.122.attn_q.weightQ4_0[16384, 16384]
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blk.122.attn_v.weightQ4_0[16384, 1024]
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blk.122.ffn_down.weightQ4_0[53248, 16384]
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blk.122.ffn_gate.weightQ4_0[16384, 53248]
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blk.122.ffn_norm.weightF32[16384]
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blk.122.ffn_up.weightQ4_0[16384, 53248]
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blk.123.attn_k.weightQ4_0[16384, 1024]
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blk.123.attn_norm.weightF32[16384]
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blk.123.attn_output.weightQ4_0[16384, 16384]
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blk.123.attn_q.weightQ4_0[16384, 16384]
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blk.123.attn_v.weightQ4_0[16384, 1024]
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blk.123.ffn_down.weightQ4_0[53248, 16384]
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blk.123.ffn_gate.weightQ4_0[16384, 53248]
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blk.123.ffn_norm.weightF32[16384]
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blk.123.ffn_up.weightQ4_0[16384, 53248]
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blk.124.attn_k.weightQ4_0[16384, 1024]
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blk.124.attn_norm.weightF32[16384]
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blk.124.attn_output.weightQ4_0[16384, 16384]
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blk.124.attn_q.weightQ4_0[16384, 16384]
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blk.124.attn_v.weightQ4_0[16384, 1024]
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blk.124.ffn_down.weightQ4_0[53248, 16384]
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blk.124.ffn_gate.weightQ4_0[16384, 53248]
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blk.124.ffn_norm.weightF32[16384]
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blk.124.ffn_up.weightQ4_0[16384, 53248]
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blk.125.attn_k.weightQ4_0[16384, 1024]
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blk.125.attn_norm.weightF32[16384]
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blk.125.attn_output.weightQ4_0[16384, 16384]
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blk.125.attn_q.weightQ4_0[16384, 16384]
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blk.125.attn_v.weightQ4_0[16384, 1024]
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blk.125.ffn_down.weightQ4_0[53248, 16384]
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blk.125.ffn_gate.weightQ4_0[16384, 53248]
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blk.125.ffn_norm.weightF32[16384]
-
blk.125.ffn_up.weightQ4_0[16384, 53248]
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output.weightQ6_K[16384, 128256]
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rope_freqs.weightF32[64]
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output_norm.weightF32[16384]
Metadata
Tensor
blk.0
blk.1
blk.2
blk.3
blk.4
blk.5
blk.6
blk.7
blk.8
blk.9
blk.10
blk.11
blk.12
blk.13
blk.14
blk.15
blk.16
blk.17
blk.18
blk.19
blk.20
blk.21
blk.22
blk.23
blk.24
blk.25
blk.26
blk.27
blk.28
blk.29
blk.30
blk.31
blk.32
blk.33
blk.34
blk.35
blk.36
blk.37
blk.38
blk.39
blk.40
blk.41
blk.42
blk.43
blk.44
blk.45
blk.46
blk.47
blk.48
blk.49
blk.50
blk.51
blk.52
blk.53
blk.54
blk.55
blk.56
blk.57
blk.58
blk.59
blk.60
blk.61
blk.62
blk.63
blk.64
blk.65
blk.66
blk.67
blk.68
blk.69
blk.70
blk.71
blk.72
blk.73
blk.74
blk.75
blk.76
blk.77
blk.78
blk.79
blk.80
blk.81
blk.82
blk.83
blk.84
blk.85
blk.86
blk.87
blk.88
blk.89
blk.90
blk.91
blk.92
blk.93
blk.94
blk.95
blk.96
blk.97
blk.98
blk.99
blk.100
blk.101
blk.102
blk.103
blk.104
blk.105
blk.106
blk.107
blk.108
blk.109
blk.110
blk.111
blk.112
blk.113
blk.114
blk.115
blk.116
blk.117
blk.118
blk.119
blk.120
blk.121
blk.122
blk.123
blk.124
blk.125