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the following parameters depending on your GPU configuration\n", + "\n", + "# free T4 instance\n", + "# QUANTIZE_4BIT = True\n", + "# USE_GRAD_CHECKPOINTING = True\n", + "# TRAIN_BATCH_SIZE = 2\n", + "# TRAIN_MAX_SEQ_LENGTH = 512\n", + "# USE_FLASH_ATTENTION = False\n", + "# GRAD_ACC_STEPS = 16\n", + "\n", + "# equivalent A100 setting\n", + "QUANTIZE_4BIT = True\n", + "USE_GRAD_CHECKPOINTING = True\n", + "TRAIN_BATCH_SIZE = 16\n", + "TRAIN_MAX_SEQ_LENGTH = 512\n", + "USE_FLASH_ATTENTION = True\n", + "GRAD_ACC_STEPS = 2" + ], + "metadata": { + "id": "Izn6BYEYw4um" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig,HfArgumentParser,TrainingArguments,pipeline, logging\n", + "from peft import LoraConfig, PeftModel, prepare_model_for_kbit_training, get_peft_model\n", + "import os,torch\n", + "import bitsandbytes as bnb\n", + "from datasets import load_dataset\n", + "from trl import SFTTrainer\n", + "from datasets import Dataset\n", + "import pyarrow as pa\n", + "import pyarrow.dataset as ds\n", + "import pandas as pd\n", + "import re\n", + "import wandb" + ], + "metadata": { + "id": "wMs9uNDMHL6R" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Load Model\n", + "quantization_config = None\n", + "if QUANTIZE_4BIT:\n", + " quantization_config = BitsAndBytesConfig(\n", + " load_in_4bit=True,\n", + " bnb_4bit_quant_type=\"nf4\",\n", + " bnb_4bit_use_double_quant=True,\n", + " bnb_4bit_compute_dtype=torch.bfloat16,\n", + " )\n", + "\n", + "attn_implementation = None\n", + "if USE_FLASH_ATTENTION:\n", + " attn_implementation=\"flash_attention_2\"\n", + "\n", + "model = AutoModelForCausalLM.from_pretrained(\n", + " MODEL_NAME,\n", + " quantization_config=quantization_config,\n", + " attn_implementation=attn_implementation,\n", + " torch_dtype=torch.bfloat16,\n", + " device_map=\"auto\",\n", + " )" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 176, + "referenced_widgets": [ + "531def06b1f7430983a2e4ba33f41f7f", + "847b6b899bfc4e9b89b6ecb136a21385", + "412da2e9912f4eb0ab89d44f0bb09cec", + "1d56fddc294241f6a7cb4a300cb09afd", + "6f83c639357f4729873f6897119532f0", + "2551b382eca04537a3a11cd70aaf574c", + "93e6cbabc77f4fd69ddc3dee9012cb8e", + "da2997c847b84a32b43c377137f64b5e", + "24f16c1efe8547f1ab36efcccda46b59", + "cc8cb81531344463aa881093fff8c2f0", + "f4c45b260e7a4feaaeef4c50c560641a" + ] + }, + "id": "d9a23_jiC-qG", + "outputId": "3cf0666d-f23d-4382-b17b-c29cbe91d2f6" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", + "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", + "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Loading checkpoint shards: 0%| | 0/4 [00:00<|USER_TOKEN|>{example['inputs'][i]}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{example['targets'][i]}\"\n", + " output_texts.append(text)\n", + " return output_texts" + ], + "metadata": { + "id": "CHXm3Io5zCrk" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Training Arguments\n", + "training_arguments = TrainingArguments(\n", + " output_dir=\"results\",\n", + " num_train_epochs=20,\n", + " per_device_train_batch_size=TRAIN_BATCH_SIZE,\n", + " gradient_accumulation_steps=GRAD_ACC_STEPS,\n", + " gradient_checkpointing=USE_GRAD_CHECKPOINTING,\n", + " optim=\"paged_adamw_32bit\",\n", + " save_steps=50,\n", + " logging_steps=10,\n", + " learning_rate=1e-3,\n", + " weight_decay=0.001,\n", + " fp16=False,\n", + " bf16=True,\n", + " warmup_ratio=0.05,\n", + " group_by_length=True,\n", + " lr_scheduler_type=\"constant\",\n", + " report_to=\"none\"\n", + ")\n", + "\n", + "peft_config = LoraConfig(\n", + " lora_alpha=32,\n", + " r=32,\n", + " bias=\"none\",\n", + " task_type=\"CAUSAL_LM\",\n", + " target_modules=[\"q_proj\", \"v_proj\", \"k_proj\", \"o_proj\"]\n", + ")\n", + "\n", + "trainer = SFTTrainer(\n", + " model=model,\n", + " train_dataset=dataset,\n", + " peft_config=peft_config,\n", + " max_seq_length=TRAIN_MAX_SEQ_LENGTH,\n", + " tokenizer=tokenizer,\n", + " args=training_arguments,\n", + " formatting_func=formatting_prompts_func\n", + ")" + ], + "metadata": { + "id": "A9OdyDDEy7rM", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "49592f25-4aaf-4e21-f612-a6fe5c5865e1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/trl/trainer/sft_trainer.py:318: UserWarning: You passed a tokenizer with `padding_side` not equal to `right` to the SFTTrainer. This might lead to some unexpected behaviour due to overflow issues when training a model in half-precision. You might consider adding `tokenizer.padding_side = 'right'` to your code.\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "trainer.train()" + ], + "metadata": { + "id": "9BvK-3eYiwhx" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Save the model to disk\n", + "trainer.model.save_pretrained(save_directory='aya-qlora')\n", + "model.config.use_cache = True\n", + "model.eval()" + ], + "metadata": { + "id": "X3Lqfwo-8CCG" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Test Bengali inference on loaded fine-tuned model\n", + "\n", + "# Load Model and LoRA Adapter\n", + "quantization_config = None\n", + "if QUANTIZE_4BIT:\n", + " quantization_config = BitsAndBytesConfig(\n", + " load_in_4bit=True,\n", + " bnb_4bit_quant_type=\"nf4\",\n", + " bnb_4bit_use_double_quant=True,\n", + " bnb_4bit_compute_dtype=torch.bfloat16,\n", + " )\n", + "\n", + "attn_implementation = None\n", + "if USE_FLASH_ATTENTION:\n", + " attn_implementation=\"flash_attention_2\"\n", + "\n", + "loaded_model = AutoModelForCausalLM.from_pretrained(\n", + " MODEL_NAME,\n", + " quantization_config=quantization_config,\n", + " attn_implementation=attn_implementation,\n", + " torch_dtype=torch.bfloat16,\n", + " device_map=\"auto\",\n", + " )\n", + "tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)\n", + "loaded_model.load_adapter(\"aya-qlora\")\n", + "\n", + "\n", + "prompts = [\n", + " 'Translate from English to Bengali: \"Rates are competitive, almost always the best in the market\"'\n", + "]\n", + "\n", + "generations = generate_aya_23(prompts, loaded_model)\n", + "\n", + "for p, g in zip(prompts, generations):\n", + " print(\n", + " \"PROMPT\", p ,\"RESPONSE\", g, \"\\n\", sep=\"\\n\"\n", + " )" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 174, + "referenced_widgets": [ + "0272ba7f31a2441ab1cb5b8f77dbaacb", + "d1bb171ddebd4f4bbeb4ed5d4b8b7076", + "33b4fc55703746778511265e28160837", + "7548c151f8764276ad7951e2ac80d981", + "d972c72fef7c45998469550318661e71", + "2811b7c68a7b4c95b91bd5690cf06577", + "a33ccfdb735948e98a19d901d8091319", + "c1103244cec74a299265729e630faffd", + "340941cfc49e4ab983b73fb48c30dfe8", + "8bb42aa84f4b4a9ab6417aed92132063", + "b0cf428afc21468caeb664428627aaf6" + ] + }, + "id": "w5HGIJtRJN-y", + "outputId": "441193fe-89fa-40ad-8585-d1f2dcf124e5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Loading checkpoint shards: 0%| | 0/4 [00:00<|START_OF_TURN_TOKEN|><|USER_TOKEN|>Anneme onu ne kadar sevdiğimi anlatan bir mektup yaz<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|> + +gen_tokens = model.generate( + input_ids, + max_new_tokens=100, + do_sample=True, + temperature=0.3, + ) + +gen_text = tokenizer.decode(gen_tokens[0]) +print(gen_text) +``` + +### Example Notebook + +[This notebook](https://huggingface.co/CohereForAI/aya-23-8B/blob/main/Aya_23_notebook.ipynb) showcases a detailed use of Aya 23 (8B) including inference and fine-tuning with [QLoRA](https://huggingface.co/blog/4bit-transformers-bitsandbytes). + +## Model Details + +**Input**: Models input text only. + +**Output**: Models generate text only. + +**Model Architecture**: Aya-23-8B is an auto-regressive language model that uses an optimized transformer architecture. After pretraining, this model is fine-tuned (IFT) to follow human instructions. + +**Languages covered**: The model is particularly optimized for multilinguality and supports the following languages: Arabic, Chinese (simplified & traditional), Czech, Dutch, English, French, German, Greek, Hebrew, Hindi, Indonesian, Italian, Japanese, Korean, Persian, Polish, Portuguese, Romanian, Russian, Spanish, Turkish, Ukrainian, and Vietnamese + +**Context length**: 8192 + +### Evaluation + +multilingual benchmarks +average win rates + +Please refer to the [Aya 23 technical report](https://cohere.com/research/papers/aya-command-23-8b-and-35b-technical-report-2024-05-23) for further details about the base model, data, instruction tuning, and evaluation. + +### Model Card Contact + +For errors or additional questions about details in this model card, contact info@for.ai. + +### Terms of Use + +We hope that the release of this model will make community-based research efforts more accessible, by releasing the weights of a highly performant multilingual model to researchers all over the world. This model is governed by a [CC-BY-NC](https://cohere.com/c4ai-cc-by-nc-license) License with an acceptable use addendum, and also requires adhering to [C4AI's Acceptable Use Policy](https://docs.cohere.com/docs/c4ai-acceptable-use-policy). + +### Try the model today + +You can try Aya 23 in the Cohere [playground](https://dashboard.cohere.com/playground/chat) here. You can also use it in our dedicated Hugging Face Space [here](https://huggingface.co/spaces/CohereForAI/aya-23). + +### Citation info +```bibtex +@misc{aryabumi2024aya, + title={Aya 23: Open Weight Releases to Further Multilingual Progress}, + author={Viraat Aryabumi and John Dang and Dwarak Talupuru and Saurabh Dash and David Cairuz and Hangyu Lin and Bharat Venkitesh and Madeline Smith and Kelly Marchisio and Sebastian Ruder and Acyr Locatelli and Julia Kreutzer and Nick Frosst and Phil Blunsom and Marzieh Fadaee and Ahmet Üstün and Sara Hooker}, + year={2024}, + eprint={2405.15032}, + archivePrefix={arXiv}, + primaryClass={cs.CL} +} + +``` \ No newline at end of file diff --git a/benchmarks.png b/benchmarks.png new file mode 100644 index 0000000000000000000000000000000000000000..2d2e8b0ec1b3f9ac0c9d6bc15e4429919f25ac1f --- /dev/null +++ b/benchmarks.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2adc7895ac0db2e66a6af65ff86f06e836d399667ecb293218d49342a77abd6 +size 19001997 diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..785710019900449daa2c8ffd9b6fd49a2e386c31 --- /dev/null +++ b/config.json @@ -0,0 +1,38 @@ +{ + "architectures": [ + "CohereForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 5, + "eos_token_id": 255001, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "layer_norm_eps": 1e-05, + "logit_scale": 0.0625, + "max_position_embeddings": 8192, + "model_type": "cohere", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 0, + "rope_theta": 10000, + "torch_dtype": "float16", + "transformers_version": "4.40.0.dev0", + "use_cache": true, + "use_qk_norm": false, + "vocab_size": 256000, + "quantization_config": { + "quant_method": "exl2", + "version": "0.2.2", + "bits": 8.0, + "head_bits": 8, + "calibration": { + "rows": 115, + "length": 2048, + "dataset": "(default)" + } + } +} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..2a59226249d9982ef9ccd9f13d158772bdd082f9 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,7 @@ +{ + "_from_model_config": true, + "bos_token_id": 5, + "eos_token_id": 255001, + "pad_token_id": 0, + "transformers_version": "4.40.0.dev0" +} diff --git a/measurement.json b/measurement.json new file mode 100644 index 0000000000000000000000000000000000000000..2b042305f03965bf18468b9eadcca42fcec415e9 --- /dev/null +++ b/measurement.json @@ -0,0 +1,81949 @@ +{ + "measurement": { + "model.layers.0.self_attn": [ + { + "accuracy": 0.9715580312829268, + "total_bits": 93809536, + "q_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + 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sha256:9619890aebac311d644236f49462d7f8618ebef7c7020c52645ccb597434a3c9 +size 16543645 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..66ca46e3858681ee97ee0f833808282f9c33cd73 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,330 @@ +{ + "add_bos_token": true, + "add_eos_token": false, + "add_prefix_space": false, + "added_tokens_decoder": { + "0": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "1": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "2": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "3": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "4": { + "content": "", + "lstrip": 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"single_word": false, + "special": false + } + }, + "bos_token": "", + "chat_template": [ + { + "name": "default", + "template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% elif false == true %}{% set loop_messages = messages %}{% set system_message = 'You are Command-R, a brilliant, sophisticated, AI-assistant trained to assist human users by providing thorough responses. You are trained by Cohere.' %}{% else %}{% set loop_messages = messages %}{% set system_message = false %}{% endif %}{% if system_message != false %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + system_message + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% for message in loop_messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %}" + }, + { + "name": "tool_use", + "template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = '## Task and Context\\nYou help people answer their questions and other requests interactively. You will be asked a very wide array of requests on all kinds of topics. You will be equipped with a wide range of search engines or similar tools to help you, which you use to research your answer. You should focus on serving the user\\'s needs as best you can, which will be wide-ranging.\\n\\n## Style Guide\\nUnless the user asks for a different style of answer, you should answer in full sentences, using proper grammar and spelling.' %}{% endif %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' }}{{ '# Safety Preamble' }}{{ '\nThe instructions in this section override those in the task description and style guide sections. Don\\'t answer questions that are harmful or immoral.' }}{{ '\n\n# System Preamble' }}{{ '\n## Basic Rules' }}{{ '\nYou are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user\\'s requests, you cite your sources in your answers, according to those instructions.' }}{{ '\n\n# User Preamble' }}{{ '\n' + system_message }}{{'\n\n## Available Tools\nHere is a list of tools that you have available to you:\n\n'}}{% for tool in tools %}{% if loop.index0 != 0 %}{{ '\n\n'}}{% endif %}{{'```python\ndef ' + tool.name + '('}}{% for param_name, param_fields in tool.parameter_definitions.items() %}{% if loop.index0 != 0 %}{{ ', '}}{% endif %}{{param_name}}: {% if not param_fields.required %}{{'Optional[' + param_fields.type + '] = None'}}{% else %}{{ param_fields.type }}{% endif %}{% endfor %}{{ ') -> List[Dict]:\n \"\"\"'}}{{ tool.description }}{% if tool.parameter_definitions|length != 0 %}{{ '\n\n Args:\n '}}{% for param_name, param_fields in tool.parameter_definitions.items() %}{% if loop.index0 != 0 %}{{ '\n ' }}{% endif %}{{ param_name + ' ('}}{% if not param_fields.required %}{{'Optional[' + param_fields.type + ']'}}{% else %}{{ param_fields.type }}{% endif %}{{ '): ' + param_fields.description }}{% endfor %}{% endif %}{{ '\n \"\"\"\n pass\n```' }}{% endfor %}{{ '<|END_OF_TURN_TOKEN|>'}}{% for message in loop_messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'system' %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{{'<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>Write \\'Action:\\' followed by a json-formatted list of actions that you want to perform in order to produce a good response to the user\\'s last input. You can use any of the supplied tools any number of times, but you should aim to execute the minimum number of necessary actions for the input. You should use the `directly-answer` tool if calling the other tools is unnecessary. The list of actions you want to call should be formatted as a list of json objects, for example:\n```json\n[\n {\n \"tool_name\": title of the tool in the specification,\n \"parameters\": a dict of parameters to input into the tool as they are defined in the specs, or {} if it takes no parameters\n }\n]```<|END_OF_TURN_TOKEN|>'}}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %}" + }, + { + "name": "rag", + "template": "{{ bos_token }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = '## Task and Context\\nYou help people answer their questions and other requests interactively. You will be asked a very wide array of requests on all kinds of topics. You will be equipped with a wide range of search engines or similar tools to help you, which you use to research your answer. You should focus on serving the user\\'s needs as best you can, which will be wide-ranging.\\n\\n## Style Guide\\nUnless the user asks for a different style of answer, you should answer in full sentences, using proper grammar and spelling.' %}{% endif %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' }}{{ '# Safety Preamble' }}{{ '\nThe instructions in this section override those in the task description and style guide sections. Don\\'t answer questions that are harmful or immoral.' }}{{ '\n\n# System Preamble' }}{{ '\n## Basic Rules' }}{{ '\nYou are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user. You will then see a specific instruction instructing you what kind of response to generate. When you answer the user\\'s requests, you cite your sources in your answers, according to those instructions.' }}{{ '\n\n# User Preamble' }}{{ '\n' + system_message }}{{ '<|END_OF_TURN_TOKEN|>'}}{% for message in loop_messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|START_OF_TURN_TOKEN|><|USER_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'system' %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% elif message['role'] == 'assistant' %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' + content.strip() + '<|END_OF_TURN_TOKEN|>' }}{% endif %}{% endfor %}{{ '<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>'}}{{ '' }}{% for document in documents %}{{ '\nDocument: ' }}{{ loop.index0 }}\n{% for key, value in document.items() %}{{ key }}: {{value}}\n{% endfor %}{% endfor %}{{ ''}}{{ '<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>' }}{{ 'Carefully perform the following instructions, in order, starting each with a new line.\n' }}{{ 'Firstly, Decide which of the retrieved documents are relevant to the user\\'s last input by writing \\'Relevant Documents:\\' followed by comma-separated list of document numbers. If none are relevant, you should instead write \\'None\\'.\n' }}{{ 'Secondly, Decide which of the retrieved documents contain facts that should be cited in a good answer to the user\\'s last input by writing \\'Cited Documents:\\' followed a comma-separated list of document numbers. If you dont want to cite any of them, you should instead write \\'None\\'.\n' }}{% if citation_mode=='accurate' %}{{ 'Thirdly, Write \\'Answer:\\' followed by a response to the user\\'s last input in high quality natural english. Use the retrieved documents to help you. Do not insert any citations or grounding markup.\n' }}{% endif %}{{ 'Finally, Write \\'Grounded answer:\\' followed by a response to the user\\'s last input in high quality natural english. Use the symbols and to indicate when a fact comes from a document in the search result, e.g my fact for a fact from document 0.' }}{{ '<|END_OF_TURN_TOKEN|>' }}{% if add_generation_prompt %}{{ '<|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>' }}{% endif %}" + } + ], + "clean_up_tokenization_spaces": false, + "eos_token": "<|END_OF_TURN_TOKEN|>", + "legacy": true, + "merges_file": null, + "model_max_length": 1000000000000000019884624838656, + "pad_token": "", + "sp_model_kwargs": {}, + "spaces_between_special_tokens": false, + "tokenizer_class": "CohereTokenizer", + "unk_token": null, + "use_default_system_prompt": false, + "vocab_file": null + } \ No newline at end of file diff --git a/winrates.png b/winrates.png new file mode 100644 index 0000000000000000000000000000000000000000..9f3a0d3305afb396ce614cbe8e8d6bc13cc13aae Binary files /dev/null and b/winrates.png differ