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Model: mlx-community/rnj-1-instruct-bfloat16 Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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library_name: mlx
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tags:
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- mlx
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pipeline_tag: text-generation
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base_model: EssentialAI/rnj-1-instruct
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---
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# mlx-community/rnj-1-instruct-bfloat16
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This model [mlx-community/rnj-1-instruct-bfloat16](https://huggingface.co/mlx-community/rnj-1-instruct-bfloat16) was
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converted to MLX format from [EssentialAI/rnj-1-instruct](https://huggingface.co/EssentialAI/rnj-1-instruct)
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using mlx-lm version **0.28.3**.
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## Use with mlx
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```bash
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pip install mlx-lm
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```
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("mlx-community/rnj-1-instruct-bfloat16")
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prompt = "hello"
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if tokenizer.chat_template is not None:
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messages = [{"role": "user", "content": prompt}]
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prompt = tokenizer.apply_chat_template(
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messages, add_generation_prompt=True
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)
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response = generate(model, tokenizer, prompt=prompt, verbose=True)
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```
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chat_template.jinja
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chat_template.jinja
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) -%}
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{%- set emit = namespace(started=false) -%}
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{# ---------- Build base system message (always emitted) ---------- #}
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{%- set base_system = 'You are rnj-1, a foundation model trained by Essential AI.\n' -%}
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{# ---------- Optional tools preface as a synthetic system message ---------- #}
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{%- if tools %}
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{%- set sys_preamble -%}
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# Tools
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You may call one or more functions to assist with the user query.
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You are provided with function signatures within <tools></tools> XML tags:
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<tools>
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{%- for tool in tools %}
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{{ "\n" ~ (tool | tojson) }}
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{% endfor %}
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</tools>
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For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
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<tool_call>
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{"name": <function-name>, "arguments": <args-json-object>}
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</tool_call>
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{%- endset -%}
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{# If the first user-provided message is system, include it above the tools preface #}
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{%- set combined_system = (messages and messages[0].role == 'system')
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and (messages[0].content is string) -%}
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{%- set sys_content = (combined_system and (messages[0].content ~ "\n\n" ~ sys_preamble)) or sys_preamble -%}
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{%- set content = '<|start_header_id|>system<|end_header_id|>\n' ~ base_system ~ '\n' ~ sys_content ~ '<|eot_id|>' -%}
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{%- if not emit.started -%}{%- set content = bos_token ~ content -%}{%- set emit.started = true -%}{%- endif -%}
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{{- content -}}
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{%- else %}
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{# No tools: always emit base_system, and include user's system message if present #}
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{%- set user_system_content = '' -%}
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{%- if messages and messages[0].role == 'system' and (messages[0].content is string) -%}
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{%- set user_system_content = '\n' ~ messages[0].content -%}
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{%- endif -%}
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{%- set content = '<|start_header_id|>system<|end_header_id|>\n' ~ base_system ~ user_system_content ~ '<|eot_id|>' -%}
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{%- if not emit.started -%}{%- set content = bos_token ~ content -%}{%- set emit.started = true -%}{%- endif -%}
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{{- content -}}
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{%- endif -%}
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{# ---------- Locate last user query for multi-step tool behavior ---------- #}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 -%}
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{%- if ns.multi_step_tool
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and message.role == "user"
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and message.content is string
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and not (message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) -%}
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{%- set ns.multi_step_tool = false -%}
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{%- set ns.last_query_index = index -%}
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{%- endif -%}
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{%- endfor -%}
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{# ---------- Walk all messages and emit in Llama-3 format ---------- #}
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{%- for message in messages %}
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{# normalize content #}
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{%- if message.content is string -%}
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{%- set content = message.content -%}
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{%- else -%}
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{%- set content = '' -%}
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{%- endif -%}
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{# --- user/system (non-initial system already handled above) --- #}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) -%}
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{%- set block = '<|start_header_id|>' ~ message.role ~ '<|end_header_id|>\n' ~ content ~ '<|eot_id|>' -%}
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{%- if not emit.started -%}{%- set block = bos_token ~ block -%}{%- set emit.started = true -%}{%- endif -%}
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{{- block -}}
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{# --- assistant --- #}
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{%- elif message.role == "assistant" -%}
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{%- set body = content -%}
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{%- set header = '<|start_header_id|>assistant<|end_header_id|>\n' -%}
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{%- if not emit.started -%}{{ bos_token }}{%- set emit.started = true -%}{%- endif -%}
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{{- header -}}
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{% generation %}
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{{- body -}}
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{%- if message.tool_calls -%}
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{%- for tool_call in message.tool_calls -%}
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{%- if tool_call.function -%}{%- set tc = tool_call.function -%}{%- else -%}{%- set tc = tool_call -%}{%- endif -%}
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{%- set args_json = (tc.arguments if (tc.arguments is string) else (tc.arguments | tojson)) -%}
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{%- if loop.first -%}
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{{- '<tool_call>\n{"name": "' ~ tc.name ~ '", "arguments": ' ~ args_json ~ '}\n</tool_call>' -}}
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{%- else -%}
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{{- '\n<tool_call>\n{"name": "' ~ tc.name ~ '", "arguments": ' ~ args_json ~ '}\n</tool_call>' -}}
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{%- endif -%}
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{%- endfor -%}
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{%- endif -%}
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{{- '<|eot_id|>' -}}{%- endgeneration -%}
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{# --- tool messages are wrapped as synthetic user messages with <tool_response> --- #}
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{%- elif message.role == "tool" -%}
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{%- set open_user = (loop.first or (loop.index0 > 0 and messages[loop.index0 - 1].role != "tool")) -%}
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{%- set close_user = (loop.last or (loop.index0 < messages|length - 1 and messages[loop.index0 + 1].role != "tool")) -%}
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{%- if open_user -%}
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{%- set header = '<|start_header_id|>user<|end_header_id|>\n' -%}
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{%- if not emit.started -%}{%- set header = bos_token ~ header -%}{%- set emit.started = true -%}{%- endif -%}
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{{- header -}}
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{%- endif -%}
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{%- if open_user -%}
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{{- '<tool_response>\n' -}}
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{%- else -%}
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{{- '\n<tool_response>\n' -}}
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{%- endif -%}
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{{- content -}}
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{{- '\n</tool_response>' -}}
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{%- if close_user -%}
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{{- '<|eot_id|>' -}}
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{%- endif -%}
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{%- endif -%}
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{%- endfor -%}
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{# ---------- Add generation prompt header for the model to continue ---------- #}
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{%- if add_generation_prompt -%}
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{%- set tail = '<|start_header_id|>assistant<|end_header_id|>\n' -%}
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{{- tail -}}
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{%- endif -%}
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77
config.json
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config.json
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{
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"architectures": [
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"Gemma3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"attn_logit_softcapping": null,
|
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"bos_token_id": 2,
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"cache_implementation": "hybrid",
|
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"eos_token_id": 1,
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"final_logit_softcapping": 30.0,
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"head_dim": 128,
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"hidden_act": "gelu_pytorch_tanh",
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"hidden_activation": "gelu_pytorch_tanh",
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"hidden_size": 4096,
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
|
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"full_attention",
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],
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"max_position_embeddings": 32768,
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"model_type": "gemma3_text",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
|
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"pad_token_id": 0,
|
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"query_pre_attn_scalar": 128,
|
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"rms_norm_eps": 1e-06,
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"rope_local_base_freq": 10000,
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"rope_scaling": {
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"attn_factor": 1.0,
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"beta_fast": 64.0,
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"beta_slow": 1.0,
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"extrapolation_factor": 1.0,
|
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"factor": 4.0,
|
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|
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"rope_type": "yarn"
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},
|
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"rope_theta": 10000,
|
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"sliding_window": 32768,
|
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"sliding_window_pattern": 1,
|
||||
"torch_dtype": "float32",
|
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"transformers_version": "4.51.2",
|
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"use_cache": true,
|
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"vocab_size": 128256
|
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}
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1
configuration.json
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configuration.json
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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generation_config.json
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generation_config.json
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{
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"temperature": 0.2,
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"model.layers.9.self_attn.k_norm.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.q_norm.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.norm.weight": "model-00004-of-00004.safetensors"
|
||||
}
|
||||
}
|
||||
16
special_tokens_map.json
Normal file
16
special_tokens_map.json
Normal file
@@ -0,0 +1,16 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|begin_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|end_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:96a2db531b75969ce3aeaaf126eb7957f7e07a28c7e770705787ef035f19d9da
|
||||
size 17209795
|
||||
2062
tokenizer_config.json
Normal file
2062
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user