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- README.md +69 -0
- config.json +45 -0
- generation_config.json +10 -0
- model-00001-of-00042.safetensors +3 -0
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README.md
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---
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library_name: transformers
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license: other
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base_model: ai21labs/AI21-Jamba-1.5-Mini
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tags:
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- trl
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- sft
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- generated_from_trainer
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datasets:
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- generator
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model-index:
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- name: Jamba-1.5-Mini-Full-FT
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# Jamba-1.5-Mini-Full-FT
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This model is a fine-tuned version of [ai21labs/AI21-Jamba-1.5-Mini](https://huggingface.co/ai21labs/AI21-Jamba-1.5-Mini) on the generator dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7744
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 1e-06
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- train_batch_size: 2
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- eval_batch_size: 1
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 64
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- total_train_batch_size: 128
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- total_eval_batch_size: 64
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.01
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.778 | 1.0 | 159 | 0.8063 |
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| 0.7417 | 2.0 | 318 | 0.7769 |
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| 0.7136 | 3.0 | 477 | 0.7744 |
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### Framework versions
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- Transformers 4.45.0.dev0
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- Pytorch 2.1.0
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- Datasets 2.18.0
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "ai21labs/AI21-Jamba-1.5-Mini",
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"architectures": [
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"JambaForCausalLM"
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],
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"attention_dropout": 0.0,
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"attn_layer_offset": 4,
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"attn_layer_period": 8,
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"bos_token_id": 1,
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"eos_token_id": [
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],
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"expert_layer_offset": 1,
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"expert_layer_period": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"mamba_conv_bias": true,
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"mamba_d_conv": 4,
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"mamba_d_state": 16,
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"mamba_dt_rank": 256,
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"mamba_expand": 2,
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"mamba_proj_bias": false,
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"max_position_embeddings": 262144,
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"model_type": "jamba",
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"num_attention_heads": 32,
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"num_experts": 16,
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"num_experts_per_tok": 2,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"num_logits_to_keep": 1,
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"output_router_logits": false,
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"pad_token_id": 0,
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"rms_norm_eps": 1e-06,
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"router_aux_loss_coef": 0.001,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.45.0.dev0",
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"use_cache": true,
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"use_mamba_kernels": true,
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"vocab_size": 65536
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": [
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"pad_token_id": 0,
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"transformers_version": "4.45.0.dev0"
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}
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"single_word": false,
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164 |
+
"special": true
|
165 |
+
}
|
166 |
+
},
|
167 |
+
"additional_special_tokens": [
|
168 |
+
"<|eom|>",
|
169 |
+
"<|bom|>",
|
170 |
+
"<|system|>",
|
171 |
+
"<|user|>",
|
172 |
+
"<|assistant|>",
|
173 |
+
"<|tool|>",
|
174 |
+
"<documents>",
|
175 |
+
"</documents>",
|
176 |
+
"<tool_definitions>",
|
177 |
+
"</tool_definitions>",
|
178 |
+
"<active_output_modes>",
|
179 |
+
"</active_output_modes>",
|
180 |
+
"<citations>",
|
181 |
+
"</citations>",
|
182 |
+
"<tool_calls>",
|
183 |
+
"</tool_calls>"
|
184 |
+
],
|
185 |
+
"bos_token": "<|startoftext|>",
|
186 |
+
"chat_template": "{# Variables #}\n{% set ns = namespace(message_count=0, is_last_checked_defined=False) %}\n{##}\n{% set bom_str = bom_str or \"<|bom|>\" %}\n{% set eom_str = eom_str or \"<|eom|>\" %}\n{% set default_system_message = \"\" %}\n{##}\n{% set documents_prefix = \"<documents>\" %}\n{% set documents_suffix = \"</documents>\" %}\n{% set tool_definitions_prefix = \"<tool_definitions>\" %}\n{% set tool_definitions_suffix = \"</tool_definitions>\" %}\n{% set active_modes_prefix = \"<active_output_modes>\" %}\n{% set active_modes_suffix = \"</active_output_modes>\" %}\n{##}\n{% set tool_calls_prefix = \"<tool_calls>\" %}\n{% set tool_calls_suffix = \"</tool_calls>\" %}\n{% set citations_prefix = \"<citations>\" %}\n{% set citations_suffix = \"</citations>\" %}\n{##}\n{% if add_generation_prompt is not defined %}\n {% set add_generation_prompt = True %}\n{% endif %}\n{% set role_to_predict = role_to_predict or \"assistant\" %}\n{% if messages|length > 0 and messages[0].role == \"system\" %}\n {% set system_message = messages[0].content %}\n {% set loop_messages = messages[1:] %}\n{% else %}\n {% set system_message = default_system_message %}\n {% set loop_messages = messages %}\n{% endif %}\n{##}\n{##}\n{# Macros #}\n{% macro handle_tool_definitions(tools) %}\n {{- tool_definitions_prefix -}}\n {{- \"\\n# Tools\" -}}\n {{- \"\\n\\n## Functions\" -}}\n {% for tool in tools %}\n {% set _ = is_param_set(tool, field=\"type\") %}\n {% set is_tool_type_set = ns.is_last_checked_defined %}\n {% if is_tool_type_set %}\n {% if tool.type == \"function\" %}\n {% set tool = tool.function %}\n {% else %}\n {{ raise_exception(\"Currently, the only supported tool type is `function`\") }}\n {% endif %}\n {% endif %}\n {{- \"\\n\\n\" + (tool|tojson(indent=2)) -}}\n {% endfor %}\n {{- \"\\n\" + tool_definitions_suffix -}}\n{% endmacro %}\n{##}\n{% macro handle_first_system_message(system_message, tools) %}\n {{- bom_str + handle_role(\"system\") -}}\n {% set _ = is_param_set(system_message) %}\n {% set is_system_message_set = ns.is_last_checked_defined %}\n {% if is_system_message_set %}\n {{- system_message -}}\n {% endif %}\n {% set _ = is_param_set(tools, is_list=True) %}\n {% set is_tools_set = ns.is_last_checked_defined %}\n {% if is_tools_set %}\n {% if system_message %}\n {{- \"\\n\\n\" -}}\n {% endif %}\n {{- handle_tool_definitions(tools) -}}\n {% endif %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% endmacro %}\n{##}\n{% macro handle_tool_calls(tool_calls) %}\n {{- tool_calls_prefix + \"[\\n\" -}}\n {% for tool_call in tool_calls %}\n {% set _ = is_param_set(tool_call, field=\"function\") %}\n {% set is_tool_call_function_set = ns.is_last_checked_defined %}\n {% if is_tool_call_function_set %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {% set arguments = tool_call.arguments %}\n {% if arguments is not string %}\n {%- set arguments = arguments|tojson -%}\n {%- endif %}\n {{ \"{\\\"name\\\": \\\"\" + tool_call.name + \"\\\", \\\"arguments\\\": \" + arguments + \"}\" -}}\n {% if not loop.last %}\n {{- \",\" }}\n {% endif %}\n {% endfor %}\n {{- \"\\n]\" + tool_calls_suffix -}}\n{% endmacro %}\n{##}\n{% macro handle_documents(documents) %}\n {{- documents_prefix -}}\n {{- \"\\n# Documents\" -}}\n {{- \"\\n\\nYou can use the following documents for reference:\" -}}\n {% for doc in documents %}\n {{- \"\\n\\n## Document ID: \" + loop.index0|string -}}\n {% set _ = is_param_set(doc, field=\"title\") %}\n {% set is_doc_title_set = ns.is_last_checked_defined %}\n {% if is_doc_title_set %}\n {{- \"\\nTitle: \" + doc.title -}}\n {% endif %}\n {% for key, value in doc.items() %}\n {% if key not in [\"title\", \"text\"] %}\n {{- \"\\n\" + key|title + \": \" + value|string -}}\n {% endif %}\n {% endfor %}\n {{- \"\\nText: \" + doc.text -}}\n {% endfor %}\n {{- \"\\n\" + documents_suffix -}}\n{% endmacro %}\n{##}\n{% macro handle_knobs(knobs) %}\n {{- active_modes_prefix -}}\n {{- \"\\n# Active Modes\" -}}\n {{ \"\\n\\nThe following modes configure the format or style of your responses. You should adhere to all currently\" -}}\n {{ \" active modes simultaneously.\" -}}\n {% if knobs.citation_mode == \"fast\" %}\n {{- \"\\n\\n## Citation Mode\" -}}\n {{- \"\\n\\nProvide a list of references only for the documents you base your response on. Format your response\" -}}\n {{ \" with the original answer followed by a citation section. Use this template:\" -}}\n {{ \" `{answer}\" + citations_prefix + \"DOCUMENT_IDS\" + citations_suffix + \"`, where DOCUMENT_IDS are the relevant document numbers\" -}}\n {{ \" (e.g. [2, 5, 9]), or [] if the answer cannot be supported by the provided documents.\" -}}\n {% endif %}\n {% if knobs.response_format == \"json_object\" %}\n {{- \"\\n\\n## JSON Mode\" -}}\n {{ \"\\n\\nProvide your response in JSON format. Adhere strictly to any schema given by the user.\" -}}\n {{ \" If an appropriate JSON format exists, use it without modification.\" -}}\n {% endif %}\n {{- \"\\n\" + active_modes_suffix -}}\n{% endmacro %}\n{##}\n{% macro get_last_user_index(messages) %}\n {% set ns.last_user_index = 0 %}\n {% for message in messages %}\n {% if message.role == 'user' %}\n {% set ns.last_user_index = loop.index0 %}\n {% endif %}\n {% endfor %}\n {{- ns.last_user_index -}}\n{% endmacro %}\n{##}\n{% macro handle_last_system_message(documents, knobs, use_documents, use_knobs) %}\n {{- bom_str + handle_role(\"system\") -}}\n {% set macros_to_call = [] %}\n {% set params_for_macros = [] %}\n {% if use_documents %}\n {% set macros_to_call = macros_to_call + [handle_documents] %}\n {% set params_for_macros = params_for_macros + [[documents]] %}\n {% endif %}\n {% if use_knobs %}\n {% set macros_to_call = macros_to_call + [handle_knobs] %}\n {% set params_for_macros = params_for_macros + [[knobs]] %}\n {% endif %}\n {% for i in range(macros_to_call|length) %}\n {% if i > 0 %}\n {{- \"\\n\\n\" -}}\n {% endif %}\n {{- macros_to_call[i](*params_for_macros[i]) -}}\n {% endfor %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% endmacro %}\n{##}\n{% macro handle_role(role, add_space=True) %}\n {{- \"<|\" + role + \"|>\" -}}\n {% if add_space %}\n {{- \" \" -}}\n {% endif %}\n{% endmacro %}\n{##}\n{% macro is_param_set(param, field=none, is_list=False) %}\n {% if field is not none %}\n {% if field in param %}\n {% set param = param[field] %}\n {% else %}\n {% set param = none %}\n {% endif %}\n {% endif %}\n {% set is_defined = param is defined and param is not none %}\n {% if is_list %}\n {% set ns.is_last_checked_defined = is_defined and param|length > 0 %}\n {% else %}\n {% set ns.is_last_checked_defined = is_defined %}\n {% endif %}\n{% endmacro %}\n{##}\n{##}\n{# Template #}\n{{- \"<|startoftext|>\" -}}\n{% set _ = is_param_set(system_message) %}\n{% set is_system_message_set = ns.is_last_checked_defined %}\n{% set _ = is_param_set(tools, is_list=True) %}\n{% set is_tools_set = ns.is_last_checked_defined %}\n{% set has_system_message = (is_system_message_set or is_tools_set) %}\n{% if has_system_message %}\n {{- handle_first_system_message(system_message, tools) -}}\n{% endif %}\n{% set last_user_index = get_last_user_index(loop_messages)|int %}\n{% for message in loop_messages %}\n {% if loop.index0 == last_user_index %}\n {% set _ = is_param_set(documents, is_list=True) %}\n {% set use_documents = ns.is_last_checked_defined %}\n {% set _ = is_param_set(knobs) %}\n {% set use_knobs = ns.is_last_checked_defined and knobs.is_set %}\n {% set add_last_system_message = use_documents or use_knobs %}\n {% if add_last_system_message %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n {{- handle_last_system_message(documents, knobs, use_documents, use_knobs) -}}\n {% endif %}\n {% endif %}\n {% set role = message.role %}\n {% set _ = is_param_set(message, field=\"name\") %}\n {% set is_message_name_set = ns.is_last_checked_defined %}\n {% if is_message_name_set %}\n {% set message_prefix = handle_role(role) + \"(\" + message.name + \")\" %}\n {% else %}\n {% set message_prefix = handle_role(role) %}\n {% endif %}\n {% set content = (message.content or \"\") %}\n {% if content is not string %}\n {% set content = content|tojson %}\n {% endif %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n {{- bom_str + message_prefix + content -}}\n {% set _ = is_param_set(message, field=\"tool_calls\", is_list=True) %}\n {% set is_tool_calls_set = ns.is_last_checked_defined %}\n {% if role == \"assistant\" and is_tool_calls_set %}\n {{- handle_tool_calls(message.tool_calls) -}}\n {% endif %}\n {% set _ = is_param_set(message, field=\"citations\", is_list=True) %}\n {% set is_citations_set = ns.is_last_checked_defined %}\n {% if role == \"assistant\" and is_citations_set %}\n {{- citations_prefix + message.citations|map(attribute=\"document_id\")|list|string + citations_suffix -}}\n {% endif %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% endfor %}\n{% if add_generation_prompt %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n {{- bom_str + handle_role(role_to_predict, add_space=False) -}}\n {% set _ = is_param_set(generation_preamble) %}\n {% set is_generation_preamble_set = ns.is_last_checked_defined %}\n {% if is_generation_preamble_set and generation_preamble.strip() != \"\" %}\n {{- \" \" + generation_preamble -}}\n {% endif %}\n {% set ns.message_count = ns.message_count + 1 %}\n{% else %}\n {% if ns.message_count > 0 %}\n {{- eom_str -}}\n {% endif %}\n{% endif %}\n",
|
187 |
+
"clean_up_tokenization_spaces": false,
|
188 |
+
"eos_token": "<|endoftext|>",
|
189 |
+
"legacy": true,
|
190 |
+
"model_max_length": 2048,
|
191 |
+
"pad_token": "<|pad|>",
|
192 |
+
"spaces_between_special_tokens": false,
|
193 |
+
"tokenizer_class": "LlamaTokenizer",
|
194 |
+
"unk_token": "<|unk|>",
|
195 |
+
"use_default_system_prompt": false
|
196 |
+
}
|