---
*News* 🔥
-- [2023/09] Medusa v0.1 is released! 🎉
+- [2024/1] Medusa technical report is now available on [arXiv](https://arxiv.org/abs/2401.10774). We've added multiple new features, including Medusa-2 recipe for full-model training, self-distillation for adding Medusa to any fine-tuned LLM, etc. The new results show a 2.2-3.6x speedup over the original model on a range of LLMs.
---
## Introduction
@@ -20,7 +20,7 @@ Medusa is a simple framework that democratizes the acceleration techniques for L
- Medusa on Vicuna-7b.
+ Medusa-1 on Vicuna-7b.
@@ -30,7 +30,7 @@ We aim to tackle the three pain points of popular acceleration techniques like s
- Requirement of a good draft model.
- System complexity.
-- Inefficiency when using sampling-based genenration.
+- Inefficiency when using sampling-based generation.
@@ -39,46 +39,52 @@ We aim to tackle the three pain points of popular acceleration techniques like s
- Medusa adds extra "heads" to LLMs to predict multiple future tokens simultaneously. When augmenting a model with Medusa, the original model stays untouched, and only the new heads are fine-tuned during. During generation, these heads each produce multiple likely words for the corresponding position. These options are then combined and processed using a tree-based attention mechanism. Finally, a typical acceptance scheme is employed to pick the longest plausible prefix from the candidates for further decoding.
+ Medusa adds extra "heads" to LLMs to predict multiple future tokens simultaneously. When augmenting a model with Medusa, the original model stays untouched, and only the new heads are fine-tuned during training. During generation, these heads each produce multiple likely words for the corresponding position. These options are then combined and processed using a tree-based attention mechanism. Finally, a typical acceptance scheme is employed to pick the longest plausible prefix from the candidates for further decoding.
-In a nutshell, we solve the challenges of speculative decoding with the following ideas:
+We aim to solve the challenges associated with speculative decoding by implementing the following ideas:
- Instead of introducing a new model, we train multiple decoding heads on the *same* model.
-- The training is parameter-efficient so that even GPU poor can do it. And since there is no additional model, there is no need to adjust the distributed computing setup.
+- The training is parameter-efficient so that even the "GPU-Poor" can do it. And since there is no additional model, there is no need to adjust the distributed computing setup.
- Relaxing the requirement of matching the distribution of the original model makes the non-greedy generation even faster than greedy decoding.
+
+In the initial release, our primary focus is on optimizing Medusa for a batch size of 1—a setting commonly utilized for local model hosting. In this configuration, Medusa delivers approximately a 2x speed increase across a range of Vicuna models. We are actively working to extend Medusa's capabilities by integrating it into additional inference frameworks, with the aim of achieving even greater performance gains and extending Medusa to broader settings.
+
-
+
-In this initial release, our primary focus is on optimizing Medusa for a batch size of 1—a setting commonly utilized for local model hosting. In this configuration, Medusa delivers approximately a 2x speed increase across a range of Vicuna models. We are actively working to extend Medusa's capabilities by integrating it into additional inference frameworks, with the aim of achieving even greater performance gains and extending Medusa to broader settings.
+
+In the updated version, we add support for full-model training, called Medusa-2 (compared to Medusa-1, which only trains the new heads), which requires a special recipe that adds the speculative prediction ability while keeping the original model's performance.
+
+We also add support for self-distillation, which allows us to add Medusa to any fine-tuned LLM without requiring the availability of the original training data.
## Contents
- [Introduction](#introduction)
- [Contents](#contents)
- [Installation](#installation)
- - [Method 1: With pip](#method-1-with-pip)
- - [Method 2: From source](#method-2-from-source)
+ - [Method 1: With pip (may not be the latest version)](#method-1-with-pip-may-not-be-the-latest-version)
+ - [Method 2: From the source (recommended)](#method-2-from-the-source-recommended)
- [Model Weights](#model-weights)
- [Inference](#inference)
- [Training](#training)
- - [Prepare the data](#prepare-the-data)
- - [Train the model](#train-the-model)
- - [Push to Hugging Face Hub](#push-to-hugging-face-hub)
+ - [Training (legacy)](#training-legacy)
+ - [Push to Hugging Face Hub](#push-to-hugging-face-hub)
- [Citation](#citation)
- [Codebase Guide](#codebase-guide)
+- [Community Adoption](#community-adoption)
- [Contributing](#contributing)
- [Acknowledgements](#acknowledgements)
## Installation
-### Method 1: With pip
+### Method 1: With pip (may not be the latest version)
```bash
pip install medusa-llm
```
-### Method 2: From source
+### Method 2: From the source (recommended)
```bash
git clone https://github.com/FasterDecoding/Medusa.git
cd Medusa
@@ -86,22 +92,42 @@ pip install -e .
```
### Model Weights
+#### Medusa-1
| Size | Chat Command | Hugging Face Repo |
| ---- | --------------------------------------------- | --------------------------------------------------------------------- |
| 7B | `python -m medusa.inference.cli --model FasterDecoding/medusa-vicuna-7b-v1.3` | [FasterDecoding/medusa-vicuna-7b-v1.3](https://huggingface.co/FasterDecoding/medusa-vicuna-7b-v1.3) |
| 13B | `python -m medusa.inference.cli --model FasterDecoding/medusa-vicuna-13b-v1.3` | [FasterDecoding/medusa-vicuna-13b-v1.3](https://huggingface.co/FasterDecoding/medusa-vicuna-13b-v1.3) |
| 33B | `python -m medusa.inference.cli --model FasterDecoding/medusa-vicuna-33b-v1.3` | [FasterDecoding/medusa-vicuna-33b-v1.3](https://huggingface.co/FasterDecoding/medusa-vicuna-33b-v1.3) |
+#### Medusa-2
+| Size | Chat Command | Hugging Face Repo |
+| ---- | --------------------------------------------- | --------------------------------------------------------------------- |
+| Zephyr-7B-Beta | `python -m medusa.inference.cli --model FasterDecoding/medusa-1.0-zephyr-7b-beta` | [FasterDecoding/medusa-1.0-zephyr-7b-beta](https://huggingface.co/FasterDecoding/medusa-1.0-zephyr-7b-beta) |
+| Vicuna-7B-v1.5 | `python -m medusa.inference.cli --model FasterDecoding/medusa-1.0-vicuna-7b-v1.5` | [FasterDecoding/medusa-1.0-vicuna-7b-v1.5](https://huggingface.co/FasterDecoding/medusa-1.0-vicuna-7b-v1.5) |
+| Vicuna-13B-v1.5 | `python -m medusa.inference.cli --model FasterDecoding/medusa-1.0-vicuna-13b-v1.5` | [FasterDecoding/medusa-1.0-vicuna-13b-v1.5](https://huggingface.co/FasterDecoding/medusa-1.0-vicuna-13b-v1.5) |
+| Vicuna-33B-v1.5 | `python -m medusa.inference.cli --model FasterDecoding/medusa-1.0-vicuna-33b-v1.5` | [FasterDecoding/medusa-1.0-vicuna-33b-v1.5](https://huggingface.co/FasterDecoding/medusa-1.0-vicuna-33b-v1.5) |
+
+
### Inference
-We currently support inference in the single GPU and batch size 1 setting, which is the most common setup for local model hosting. We are actively working to extend Medusa's capabilities by integrating it into other inference frameworks, please don't hesitate to reach out if you are interested in contributing to this effort.
+We currently support single-GPU inference with a batch size of 1, which is the most common setup for local model hosting. We are actively working to extend Medusa's capabilities by integrating it into other inference frameworks; please don't hesitate to reach out if you are interested in contributing to this effort.
-You can use the following command for lauching a CLI interface:
+You can use the following command to launch a CLI interface:
```bash
-python -m medusa.inference.cli --model [path of medusa model]
+CUDA_VISIBLE_DEVICES=0 python -m medusa.inference.cli --model [path of medusa model]
```
-You can also pass `--load-in-8bit` or `--load-in-4bit` to load the base model in quantized format.
+You can also pass `--load-in-8bit` or `--load-in-4bit` to load the base model in quantized format. If you download the base model elsewhere, you may override base model name or path with `--base-model [path of base model]`.
### Training
+In the updated version, we use the amazing [axolotl](https://github.com/OpenAccess-AI-Collective/axolotl) library to manage the training process. Please refer to our [fork](https://github.com/ctlllll/axolotl) for the training code. The major code modifications are in [`src/axolotl/utils/models.py`](https://github.com/ctlllll/axolotl/blob/main/src/axolotl/utils/models.py). The training configs can be found in [`examples/medusa`](https://github.com/ctlllll/axolotl/tree/main/examples/medusa). A typical training command is as follows:
+```bash
+accelerate launch -m axolotl.cli.train examples/medusa/your_config.yml
+```
+
+The data preparation code for self-distillation can be found in [`data_generation` folder](data_generation) of the current repo. For other datasets, you can directly download the data from the corresponding Hugging Face dataset repo.
+
+### Training on various architectures
+*The following instructions are for the initial release of Medusa, it provides a minimal example of how to train a Medusa-1 model. For the updated version, please refer to the previous section.*
+
For training, please install:
```bash
pip install -e ".[train]"
@@ -111,14 +137,40 @@ We take a public version of the ShareGPT dataset, which is a subset of the Vicun
```bash
git clone https://huggingface.co/datasets/Aeala/ShareGPT_Vicuna_unfiltered
```
+Remark: If you haven't installed `git-lfs`, please install it before cloning:
+```bash
+git lfs install
+```
+
+#### Adapt the data to the model you want to enable medusa on.
+
+Start by launch an inference server you like that will run the model you want to train on.
+Let's use [mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2) as an example.
+
+For instance you can use [text-generation-inference](https://github.com/huggingface/text-generation-inference), which you
+can also use after you've trained the medusa heads.
+
+```
+model=mistralai/Mistral-7B-Instruct-v0.2
+volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run
+docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:latest --model-id $model --input-length 4000 --max-total-tokens 4096 --max-batch-prefill-tokens 4000
+```
+The sequences in shareGPT are relatively long for some, so make sure you can infer on those. If you do not have enough room, the script will simply ignore those long conversation.
+It shouldn't impact too much downstream performance, but more data is always better.
+You can use various tradeoffs to [speed up inference](https://huggingface.co/docs/text-generation-inference/index) but the defaults show be good enough in most cases.
+
+```
+python create_data.py --input-filename ShareGPT_Vicuna_unfiltered/ShareGPT_V4.3_unfiltered_cleaned_split.json --output-filename mistral.json
+```
+
#### Train the model
We follow the training setup from [FastChat](https://github.com/lm-sys/FastChat#fine-tuning), but with a much larger learning rate because we freeze the original model and only train the new heads. Here is the training command for the Vicuna-7b model on 4 GPUs. Since we are only training the new heads, the training does not require a lot of memory, and only data parallelism is needed. You can modify the script to fit your own setup. For larger models, we use the same setup. You can also use `--load_in_8bit` or `--load_in_4bit` to load the base model in quantized format.
```bash
-torchrun --nproc_per_node=4 medusa/train/train.py --model_name_or_path lmsys/vicuna-7b-v1.3 \
- --data_path ShareGPT_Vicuna_unfiltered/ShareGPT_V4.3_unfiltered_cleaned_split.json \
+torchrun --nproc_per_node=4 medusa/train/train_legacy.py --model_name_or_path mistralai/Mistral-7B-Instruct-v0.2 \
+ --data_path mistral.json \
--bf16 True \
--output_dir test \
- --num_train_epochs 1 \
+ --num_train_epochs 2 \
--per_device_train_batch_size 8 \
--per_device_eval_batch_size 8 \
--gradient_accumulation_steps 4 \
@@ -133,9 +185,10 @@ torchrun --nproc_per_node=4 medusa/train/train.py --model_name_or_path lmsys/vic
--model_max_length 2048 \
--lazy_preprocess True \
--medusa_num_heads 3 \
- --medusa_num_layers 1
+ --medusa_num_layers 1 \
+ --deepspeed deepspeed.json
```
-#### Push to Hugging Face Hub
+### Push to Hugging Face Hub
You can use the following command to push your model to the Hugging Face Hub:
```bash
python -m medusa.hf_utils --folder [path of the model folder] --repo [name of the repo]
@@ -143,23 +196,31 @@ python -m medusa.hf_utils --folder [path of the model folder] --repo [name of th
## Citation
```bibtex
-@misc{medusa,
- author = {Tianle Cai and Yuhong Li and Zhengyang Geng and Hongwu Peng and Tri Dao},
- title = {Medusa: Simple Framework for Accelerating LLM Generation with Multiple Decoding Heads},
- year = {2023},
- publisher = {GitHub},
- journal = {GitHub repository},
- howpublished = {\url{https://github.com/FasterDecoding/Medusa}},
+@article{cai2024medusa,
+ title = {Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads},
+ author = {Tianle Cai and Yuhong Li and Zhengyang Geng and Hongwu Peng and Jason D. Lee and Deming Chen and Tri Dao},
+ year = {2024},
+ journal = {arXiv preprint arXiv: 2401.10774}
}
```
## Codebase Guide
-`medusa/model/medusa_model.py` is the key file for Medusa. It contains the `MedusaModel` class, which is a wrapper of the original model and the new heads. This class also has implementation of a streaming generation method. If you want to dive into the details of Medusa, this is the place to start.
+`medusa/model/medusa_model.py` is the key file for Medusa. It contains the `MedusaModel` class, which is a wrapper of the original model and the new heads. This class also has an implementation of a streaming generation method. If you want to dive into the details of Medusa, this is the place to start.
We also provide some illustrative notebooks in `notebooks/` to help you understand the codebase.
+## Community Adoption
+We are super excited to see that Medusa has been adopted by many open-source projects. Here is an (incomplete) list:
+- [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM/tree/main/examples/medusa)
+- [TGI](https://github.com/huggingface/text-generation-inference/blob/main/server/text_generation_server/utils/medusa.py)
+- [RTP-LLM](https://github.com/alibaba/rtp-llm/blob/main/docs/SpeculativeDecoding-Tutroial.md#medusa-decoding)
+
+We are grateful to the authors for their contributions to the community and sincerely hope that Medusa can help accelerate the development of LLMs. If you are using Medusa in your project, please let us know, and we will add your project to the list.
+
## Contributing
We welcome community contributions to Medusa. If you have an idea for how to improve it, please open an issue to discuss it with us. When submitting a pull request, please ensure that your changes are well-tested. Please split each major change into a separate pull request. We also have a [Roadmap](ROADMAP.md) summarizing our future plans for Medusa. Don't hesitate to reach out if you are interested in contributing to any of the items on the roadmap.
## Acknowledgements
-This codebase is influenced by amazing works from the community, including [FastChat](https://github.com/lm-sys/FastChat), [TinyChat](https://github.com/mit-han-lab/llm-awq/tree/main/), [vllm](https://github.com/vllm-project/vllm) and many others.
\ No newline at end of file
+This codebase is influenced by remarkable projects from the LLM community, including [FastChat](https://github.com/lm-sys/FastChat), [TinyChat](https://github.com/mit-han-lab/llm-awq/tree/main/), [vllm](https://github.com/vllm-project/vllm), [axolotl](https://github.com/OpenAccess-AI-Collective/axolotl).
+
+This project is supported by [Together AI](https://together.ai/), [MyShell AI](https://myshell.ai/), [Chai AI](https://www.chai-research.com/).
diff --git a/ROADMAP.md b/ROADMAP.md
index 5c797dd..dc11199 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -1,21 +1,19 @@
# Roadmap
## Functionality
-- [] Fine-tune Medusa heads together with LM head from scratch
-- [] Distill from any model without access to the original training data
-- [] Batched inference
-- [] Fine-grained KV cache management
+- [ ] Batched inference
+- [ ] Fine-grained KV cache management
+- [x] Explore tree sparsity
+- [x] Fine-tune Medusa heads together with LM head from scratch
+- [x] Distill from any model without access to the original training data
## Integration
### Local Deployment
-- [] [mlc-llm](https://github.com/mlc-ai/mlc-llm)
-- [] [exllama](https://github.com/turboderp/exllama)
-- [] [llama.cpp](https://github.com/ggerganov/llama.cpp)
+- [ ] [mlc-llm](https://github.com/mlc-ai/mlc-llm)
+- [ ] [exllama](https://github.com/turboderp/exllama)
+- [ ] [llama.cpp](https://github.com/ggerganov/llama.cpp)
### Serving
-- [] [vllm](https://github.com/vllm-project/vllm)
-- [] [TGI](https://github.com/huggingface/text-generation-inference)
-- [] [lightllm](https://github.com/ModelTC/lightllm)
-
-## Research
-- [] Optimize the tree-based attention to reduce additional computation
-- [] Improve the acceptance scheme to generate more diverse sequences
\ No newline at end of file
+- [ ] [vllm](https://github.com/vllm-project/vllm)
+- [ ] [lightllm](https://github.com/ModelTC/lightllm)
+- [x] [TGI](https://github.com/huggingface/text-generation-inference)
+- [x] [TensorRT](https://github.com/NVIDIA/TensorRT-LLM)
\ No newline at end of file
diff --git a/assets/medusa_acc.csv b/assets/medusa_acc.csv
new file mode 100644
index 0000000..b942a83
--- /dev/null
+++ b/assets/medusa_acc.csv
@@ -0,0 +1,4 @@
+"Name","Created","Runtime","End Time","Hostname","ID","Notes","State","Updated","Tags","eval_batch_size","logging_dir","output_dir","per_device_eval_batch_size","per_device_train_batch_size","train_batch_size","train/loss","train/medusa0_loss","train/medusa0_top1","train/medusa0_top2","train/medusa0_top3","train/medusa0_top4","train/medusa0_top5","train/medusa1_loss","train/medusa1_top1","train/medusa1_top2","train/medusa1_top3","train/medusa1_top4","train/medusa1_top5","train/medusa2_loss","train/medusa2_top1","train/medusa2_top2","train/medusa2_top3","train/medusa2_top4","train/medusa2_top5","train/medusa3_loss","train/medusa3_top1","train/medusa3_top2","train/medusa3_top3","train/medusa3_top4","train/medusa3_top5","train/medusa4_loss","train/medusa4_top1","train/medusa4_top2","train/medusa4_top3","train/medusa4_top4","train/medusa4_top5","train/train_loss","train/train_runtime","train/train_samples_per_second","train/train_steps_per_second"
+"33b","2023-08-14T02:40:59.000Z","3199","2023-08-14T03:34:18.000Z","della-l07g4","av0zctkn","-","failed","2023-08-17T18:54:58.000Z","","4","test/runs/Aug13_22-38-18_della-l07g4","test_medusa_mlp_vicuna-33b-v1.3_medusa_5_lr_0.001_layers_1","4","4","4","19.7555","1.8279917240142824","0.6045850515365601","0.7161898016929626","0.7648836374282837","0.798293948173523","0.8222854137420654","3.4793782234191895","0.3557846248149872","0.4689888060092926","0.5287009477615356","0.5692198276519775","0.59605473279953","4.460977077484131","0.22463124990463257","0.31970855593681335","0.3785320818424225","0.4210058748722077","0.4462413489818573","5.0544304847717285","0.15958771109580994","0.24880042672157288","0.30726853013038635","0.34796518087387085","0.37551093101501465","5.388251781463623","0.13701795041561127","0.20668207108974457","0.2621290385723114","0.29838281869888306","0.32575085759162903","24.166565484840778","3234.9651","21.213","0.166"
+"13b","2023-08-13T22:31:29.000Z","2763","2023-08-13T23:17:32.000Z","della-l08g5","hy3g0c62","-","finished","2023-08-14T02:22:24.000Z","","8","test/runs/Aug13_18-29-53_della-l08g5","test_medusa_mlp_vicuna-13b-v1.3_medusa_5_lr_0.001_layers_1","8","8","8","19.5949","1.8737130165100095","0.5939363837242126","0.705268383026123","0.7578279972076416","0.7924950122833252","0.8161033391952515","3.575400114059448","0.3397117257118225","0.439985066652298","0.5068339705467224","0.5464711785316467","0.580268383026123","4.575368881225586","0.216078519821167","0.30852383375167847","0.3612077236175537","0.4029572308063507","0.4363816976547241","5.15444803237915","0.14997513592243197","0.23173458874225616","0.28777334094047546","0.32343438267707825","0.3541252315044403","5.453802585601807","0.12226639688014984","0.1957007795572281","0.243414506316185","0.2790755331516266","0.3070327937602997","24.09846121860838","2793.9231","24.562","0.192"
+"7b","2023-08-13T22:07:43.000Z","1909","2023-08-13T22:39:32.000Z","della-l08g2","ub9cluo4","-","finished","2023-08-14T02:22:20.000Z","","8","test/runs/Aug13_18-06-30_della-l08g2","test_medusa_mlp_vicuna-7b-v1.3_medusa_5_lr_0.001_layers_1","8","8","8","20.2451","2.069507122039795","0.5603876709938049","0.6717196702957153","0.7271371483802795","0.7599403262138367","0.7799453139305115","3.723043203353882","0.31635186076164246","0.4235834777355194","0.4850894510746002","0.5282057523727417","0.5625","4.692985534667969","0.2010437250137329","0.28789758682250977","0.3475397527217865","0.3834492862224579","0.4168737530708313","5.258499622344971","0.14736579358577728","0.22502483427524567","0.27373260259628296","0.3108846843242645","0.3397117257118225","5.5384345054626465","0.11754472553730012","0.18663020431995392","0.23459243774414065","0.2721172869205475","0.2998260259628296","24.93223100445568","1917.1552","35.794","0.28"
\ No newline at end of file
diff --git a/assets/medusa_choices.png b/assets/medusa_choices.png
new file mode 100644
index 0000000..b33d838
Binary files /dev/null and b/assets/medusa_choices.png differ
diff --git a/assets/medusa_pipeline.jpg b/assets/medusa_pipeline.jpg
index 31d08ef..1e3db95 100644
Binary files a/assets/medusa_pipeline.jpg and b/assets/medusa_pipeline.jpg differ
diff --git a/assets/medusa_speedup_cmp.jpg b/assets/medusa_speedup_cmp.jpg
new file mode 100644
index 0000000..a4b0dc0
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diff --git a/create_data.py b/create_data.py
new file mode 100644
index 0000000..e53a196
--- /dev/null
+++ b/create_data.py
@@ -0,0 +1,77 @@
+import typer
+import json
+from transformers import Conversation
+from typing_extensions import Annotated
+import httpx
+import tqdm
+import asyncio
+
+app = typer.Typer()
+
+
+client = httpx.AsyncClient(timeout=None)
+
+async def run(conv: Conversation, url: str):
+ payload = {"model":"tgi", "messages": conv.messages}
+ response = await client.post(url, json=payload)
+ content = response.json()
+ message = content["choices"][0]["message"]
+ message.pop("name", None)
+ conv.add_message(message)
+
+
+
+
+def fix_source(source):
+ if source and source[0]["from"] == "gpt":
+ # Skip if GPT is first to talk
+ source = source[1:]
+ new_source = []
+ for item in source:
+ role = "assistant" if item["from"] == "gpt" else "user"
+ content = item["value"]
+ new_source.append({"role": role, "content": content})
+ return new_source
+
+
+async def recreate_conversation(conversation, sem, url):
+ async with sem:
+ conv = Conversation()
+ try:
+ for message in conversation[::2]:
+ assert message["role"] == "user"
+ conv.add_message(message)
+ await run(conv, url)
+ except Exception as e:
+ print(e)
+ pass
+ return conv.messages
+
+@app.command()
+def main(
+ *,
+ input_filename: Annotated[str, typer.Option("--input-filename")],
+ output_filename: Annotated[str, typer.Option("--output-filename")],
+ url: Annotated[str, typer.Option("--url")] = "http://localhost:8080/v1/chat/completions",
+ concurrency: Annotated[int, typer.Option("--concurrency")] = 64
+):
+ sem = asyncio.Semaphore(concurrency)
+ async def _main():
+ with open(input_filename, "r") as f:
+ input_data = json.loads(f.read())
+ conversations = [fix_source(source["conversations"]) for source in input_data]
+
+ futures = []
+ for conversation in conversations:
+ future = recreate_conversation(conversation, sem, url)
+ futures.append(future)
+
+ recreated_conversations = await tqdm.asyncio.tqdm.gather(*futures)
+
+ with open(output_filename, "w") as f:
+ json.dump(recreated_conversations, f, indent=4)
+ asyncio.run(_main())
+
+
+if __name__ == "__main__":
+ app()
diff --git a/data_generation/README.md b/data_generation/README.md
new file mode 100644
index 0000000..46a6377
--- /dev/null
+++ b/data_generation/README.md
@@ -0,0 +1,27 @@
+# Generate chat data for self-distillation
+We use vLLM to enable batched generation. First, install dependencies:
+```bash
+pip install vllm openai
+```
+
+## Start server
+
+```bash
+python -m vllm.entrypoints.openai.api_server \
+ --model YOUR_MODEL_NAME --port 8000
+```
+You can also start multiple servers with different ports to enable parallel generation. In `generate.py`, we scan the ports from 8000 to 8009 to find available servers. You can modify the code to use other ports.
+
+## Generate data
+The following command will let the model to continue the first prompt from each sample in `DATA_PATH`, this is suitable for models that can play both roles in a conversation (e.g., Zephyr 7B). If you want to use all prompts in each sample to repeatly talk to the model, use `--chat` instead. `--chat` mode works for more models but may take longer time to generate due to repeated computation (welcome to contribute a better implementation).
+
+```bash
+python generate.py --data_path YOUR_DATA_PATH --output_path YOUR_OUTPUT_PATH --num_threads NUM_THREADS --max_tokens YOUR_MAX_TOKENS --temperature YOUR_TEMPERATURE
+```
+
+## (Optional) Format data
+When generated with `--chat`, the output file will follow the ShareGPT format ([example](https://github.com/lm-sys/FastChat/blob/main/data/dummy_conversation.json)).
+You can use the following command to convert the generated text withour `--chat` to the same format:
+```bash
+python convert_to_sharegpt.py --input_path YOUR_INPUT_PATH --model_name YOUR_MODEL_NAME --output_path YOUR_OUTPUT_PATH
+```
\ No newline at end of file
diff --git a/data_generation/convert_to_sharegpt.py b/data_generation/convert_to_sharegpt.py
new file mode 100644
index 0000000..49ed5af
--- /dev/null
+++ b/data_generation/convert_to_sharegpt.py
@@ -0,0 +1,70 @@
+import json
+import os
+import time
+import concurrent.futures
+
+import openai
+import shortuuid
+import tqdm
+
+import argparse
+import random
+
+from tenacity import (
+ retry,
+ stop_after_attempt,
+ wait_random_exponential,
+)
+
+from fastchat.conversation import Conversation, SeparatorStyle
+from fastchat.model.model_adapter import get_conversation_template
+from transformers import AutoTokenizer
+
+# Use the same arguments as in generate.py
+parser = argparse.ArgumentParser()
+parser.add_argument("--input_path", type=str)
+parser.add_argument("--model_name", type=str, default="HuggingFaceH4/zephyr-7b-beta")
+args = parser.parse_args()
+
+conv = get_conversation_template(args.model_name)
+tokenizer = AutoTokenizer.from_pretrained(args.model_name)
+
+data = []
+with open(args.input_path) as f:
+ for line in f.readlines():
+ data.append(json.loads(line))
+
+def convert(text):
+ messages = []
+
+ for turn in text.split(conv.roles[0]):
+ pairs = turn.split(conv.roles[1])
+ if len(pairs) != 2:
+ continue
+ messages.append({
+ "from": "human",
+ "value": pairs[0].split(conv.sep)[0].strip()
+ })
+ messages.append({
+ "from": "gpt",
+ "value": pairs[1].split(conv.sep)[0].strip()
+ })
+ # pop the last message because it might be incomplete
+ if len(messages) > 0:
+ messages.pop()
+ # make sure number of messages is even
+ if len(messages) % 2 == 1:
+ messages.pop()
+ return {"conversations": messages}
+
+sharegpt_data = []
+for d in tqdm.tqdm(data):
+ sample = convert(d["text"])
+ if len(sample["conversations"]) < 2:
+ continue
+ sharegpt_data.append(sample)
+
+# dump to jsonl
+with open(args.input_path.replace(".jsonl", "_sharegpt.jsonl"), "w") as f:
+ for d in sharegpt_data:
+ f.write(json.dumps(d) + "\n")
\ No newline at end of file
diff --git a/data_generation/generate.py b/data_generation/generate.py
new file mode 100644
index 0000000..31b9d66
--- /dev/null
+++ b/data_generation/generate.py
@@ -0,0 +1,156 @@
+import json
+import os
+import time
+import concurrent.futures
+
+import openai
+import shortuuid
+import tqdm
+
+import argparse
+import random
+
+from tenacity import (
+ retry,
+ stop_after_attempt,
+ wait_random_exponential,
+)
+
+from fastchat.conversation import Conversation, SeparatorStyle
+from fastchat.model.model_adapter import get_conversation_template
+
+# Modify OpenAI's API key and API base to use vLLM's API server.
+openai.api_key = "EMPTY"
+openai.api_base = "http://localhost:8000/v1"
+
+api_base_pool = []
+
+# List models API
+for i in range(10):
+ openai.api_base = "http://localhost:800{}/v1".format(i)
+ try:
+ models = openai.Model.list()["data"][0]["id"]
+ print(openai.api_base, models)
+ api_base_pool.append(openai.api_base)
+ except:
+ break
+
+print("API base pool: ", api_base_pool)
+
+parser = argparse.ArgumentParser()
+parser.add_argument("--data_path", type=str)
+parser.add_argument("--output_path", type=str)
+parser.add_argument("--num_threads", type=int, default=256)
+parser.add_argument("--temperature", type=float, default=0.3)
+parser.add_argument("--max_tokens", type=int, default=2048)
+parser.add_argument("--chat", action="store_true")
+args = parser.parse_args()
+
+# Assuming the ShareGPT format
+data = json.load(open(args.data_path, "r"))
+
+def generate_data(messages, idx):
+ try:
+ # load balanced
+ openai.api_base = api_base_pool[idx % len(api_base_pool)]
+ model_name=openai.Model.list()["data"][0]["id"]
+
+ if args.chat:
+ converted_messages = []
+ output_messages = []
+ if messages[0]["from"] == "system":
+ converted_messages.append(
+ {
+ "role": "system",
+ "content": messages[0]["text"],
+ }
+ )
+ output_messages.append(messages[0])
+ messages = messages[1:]
+ for message in messages[::2]:
+ if message["from"] != "human":
+ return
+ converted_messages.append(
+ {
+ "role": "user",
+ "content": message["value"],
+ }
+ )
+ try:
+ response = openai.ChatCompletion.create(
+ model=model_name,
+ messages=converted_messages,
+ max_tokens=args.max_tokens,
+ temperature=args.temperature,
+ )
+ if response.choices[0]['finish_reason'] == "length":
+ break
+ response = response.choices[0]['message']['content'].strip()
+ output_messages.append(message)
+ output_messages.append(
+ {
+ "from": "gpt",
+ "value": response,
+ }
+ )
+ converted_messages.append(
+ {
+ "role": "assistant",
+ "content": response,
+ }
+ )
+ except:
+ break
+ if len(output_messages) == 0:
+ return
+ with open(args.output_path, "a") as f:
+ # write in share gpt format
+ f.write(json.dumps({"conversations": output_messages}) + "\n")
+ else:
+ conv = get_conversation_template(model_name)
+ if messages[0]["from"] == "system":
+ conv.system_message = messages[0]["text"]
+ messages = messages[1:]
+ conv.append_message(conv.roles[0], messages[0]["value"])
+ conv.append_message(conv.roles[1], None)
+ prompt = conv.get_prompt()
+
+ response = openai.Completion.create(
+ model=model_name,
+ prompt=prompt,
+ max_tokens=args.max_tokens,
+ temperature=args.temperature,
+ ignore_eos=True,
+ skip_special_tokens=False,
+ spaces_between_special_tokens=False,
+ )
+ response = response.choices[0]['text'].strip()
+ with open(args.output_path, "a") as f:
+ # write in share gpt format
+ f.write(json.dumps({"text": prompt+response}) + "\n")
+ except Exception as e:
+ print(e)
+ print(prompt)
+ print("Failed to generate data")
+
+# if output_path exists, count the number of lines and skip the first n data
+start = 0
+if os.path.exists(args.output_path):
+ with open(args.output_path, "r") as f:
+ start = len(f.readlines())
+ print("Skip first {} data".format(start))
+
+with concurrent.futures.ThreadPoolExecutor(max_workers=args.num_threads) as executor:
+ futures = []
+ for idx, sample in enumerate(data[start:]):
+ future = executor.submit(
+ generate_data,
+ sample["conversations"],
+ idx,
+ )
+ futures.append(future)
+
+ for future in tqdm.tqdm(
+ concurrent.futures.as_completed(futures), total=len(futures)
+ ):
+ future.result()
\ No newline at end of file
diff --git a/deepspeed.json b/deepspeed.json
new file mode 100644
index 0000000..d9b9673
--- /dev/null
+++ b/deepspeed.json
@@ -0,0 +1,24 @@
+{
+ "bf16": {
+ "enabled": "auto"
+ },
+
+ "zero_optimization": {
+ "stage": 3,
+ "overlap_comm": true,
+ "contiguous_gradients": true,
+ "sub_group_size": 1e9,
+ "reduce_bucket_size": "auto",
+ "stage3_prefetch_bucket_size": "auto",
+ "stage3_param_persistence_threshold": "auto",
+ "stage3_max_live_parameters": 1e9,
+ "stage3_max_reuse_distance": 1e9,
+ "stage3_gather_16bit_weights_on_model_save": true
+ },
+
+ "gradient_accumulation_steps": "auto",
+ "steps_per_print": 2000,
+ "train_batch_size": "auto",
+ "train_micro_batch_size_per_gpu": "auto",
+ "wall_clock_breakdown": false
+}
diff --git a/llm_judge/README.md b/llm_judge/README.md
new file mode 100644
index 0000000..3f9bc00
--- /dev/null
+++ b/llm_judge/README.md
@@ -0,0 +1,51 @@
+# LLM Judge
+| [Original Github Repository](https://github.com/lm-sys/FastChat/tree/main/fastchat/llm_judge)
+
+## Installation
+
+| [Guide](https://github.com/lm-sys/FastChat/blob/main/fastchat/llm_judge/README.md)
+
+## Usage
+
+We report the 3 times running results of the Medusa X Vicuna v1.3 7/13/33b on a single A100 in `./data/mt_bench/model_answer/`. The original settings are: `temperature` (it is deprecated and use the default LLM Judge setting), `posterior_threshold=0.09`, `posterior_alpha=0.3`.
+
+- Run benchmark
+
+
+```
+export CUDA_VISIBLE_DEVICES=0 # set the GPU id
+python gen_model_answer_medusa.py --model-path FasterDecoding/medusa-vicuna-7b-v1.3 --model-id medusa-vicuna-7b-v1.3-0
+python gen_model_answer_medusa.py --model-path FasterDecoding/medusa-vicuna-13b-v1.3 --model-id medusa-vicuna-13b-v1.3-0
+python gen_model_answer_medusa.py --model-path FasterDecoding/medusa-vicuna-33b-v1.3 --model-id medusa-vicuna-33b-v1.3-0
+```
+
+- Run baseline: replace `gen_model_answer_medusa.py` with `gen_model_answer_baseline.py` (Please note we only implement the greedy inference for wall-time comparison. If you want to use the sampling generator, please refer to the original repository.)
+
+
+- Query the results
+
+```
+export OPENAI_API_KEY=$OPENAI_API_KEYs # set the OpenAI API key
+python gen_judgement.py --model-list medusa-vicuna-7b-v1.3-0-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3
+```
+
+- Show results
+
+To obtain the results of GPT-4 judge for Vicuna-7b ( Huggingface greedy | Huggingface sampling | Medusa sampling), run:
+
+```
+python show_result.py
+```
+
+## Citation
+Please cite the original paper if you find the code or datasets helpful.
+```
+@misc{zheng2023judging,
+ title={Judging LLM-as-a-judge with MT-Bench and Chatbot Arena},
+ author={Lianmin Zheng and Wei-Lin Chiang and Ying Sheng and Siyuan Zhuang and Zhanghao Wu and Yonghao Zhuang and Zi Lin and Zhuohan Li and Dacheng Li and Eric. P Xing and Hao Zhang and Joseph E. Gonzalez and Ion Stoica},
+ year={2023},
+ eprint={2306.05685},
+ archivePrefix={arXiv},
+ primaryClass={cs.CL}
+}
+```
\ No newline at end of file
diff --git a/llm_judge/data/judge_prompts.jsonl b/llm_judge/data/judge_prompts.jsonl
new file mode 100644
index 0000000..4ec7524
--- /dev/null
+++ b/llm_judge/data/judge_prompts.jsonl
@@ -0,0 +1,8 @@
+{"name": "pair-v2", "type": "pairwise", "system_prompt": "Please act as an impartial judge and evaluate the quality of the responses provided by two AI assistants to the user question displayed below. You should choose the assistant that follows the user's instructions and answers the user's question better. Your evaluation should consider factors such as the helpfulness, relevance, accuracy, depth, creativity, and level of detail of their responses. Begin your evaluation by comparing the two responses and provide a short explanation. Avoid any position biases and ensure that the order in which the responses were presented does not influence your decision. Do not allow the length of the responses to influence your evaluation. Do not favor certain names of the assistants. Be as objective as possible. After providing your explanation, output your final verdict by strictly following this format: \"[[A]]\" if assistant A is better, \"[[B]]\" if assistant B is better, and \"[[C]]\" for a tie.", "prompt_template": "[User Question]\n{question}\n\n[The Start of Assistant A's Answer]\n{answer_a}\n[The End of Assistant A's Answer]\n\n[The Start of Assistant B's Answer]\n{answer_b}\n[The End of Assistant B's Answer]", "description": "Prompt for general questions", "category": "general", "output_format": "[[A]]"}
+{"name": "pair-v2-multi-turn", "type": "pairwise", "system_prompt": "Please act as an impartial judge and evaluate the quality of the responses provided by two AI assistants to the user questions. You should choose the assistant that follows the user's instructions and answers the user's questions better. Your evaluation should consider factors such as the helpfulness, relevance, accuracy, depth, creativity, and level of detail of their responses. You should focus on who provides a better answer to the second user question. Begin your evaluation by comparing the responses of the two assistants and provide a short explanation. Avoid any position biases and ensure that the order in which the responses were presented does not influence your decision. Do not allow the length of the responses to influence your evaluation. Do not favor certain names of the assistants. Be as objective as possible. After providing your explanation, output your final verdict by strictly following this format: \"[[A]]\" if assistant A is better, \"[[B]]\" if assistant B is better, and \"[[C]]\" for a tie.", "prompt_template": "<|The Start of Assistant A's Conversation with User|>\n\n### User:\n{question_1}\n\n### Assistant A:\n{answer_a_1}\n\n### User:\n{question_2}\n\n### Assistant A:\n{answer_a_2}\n\n<|The End of Assistant A's Conversation with User|>\n\n\n<|The Start of Assistant B's Conversation with User|>\n\n### User:\n{question_1}\n\n### Assistant B:\n{answer_b_1}\n\n### User:\n{question_2}\n\n### Assistant B:\n{answer_b_2}\n\n<|The End of Assistant B's Conversation with User|>", "description": "Prompt for multi-turn general questions", "category": "general", "output_format": "[[A]]"}
+{"name": "pair-math-v1", "type": "pairwise", "system_prompt": "Please act as an impartial judge and evaluate the quality of the responses provided by two AI assistants to the user question displayed below. Your evaluation should consider correctness and helpfulness. You will be given a reference answer, assistant A's answer, and assistant B's answer. Your job is to evaluate which assistant's answer is better. Begin your evaluation by comparing both assistants' answers with the reference answer. Identify and correct any mistakes. Avoid any position biases and ensure that the order in which the responses were presented does not influence your decision. Do not allow the length of the responses to influence your evaluation. Do not favor certain names of the assistants. Be as objective as possible. After providing your explanation, output your final verdict by strictly following this format: \"[[A]]\" if assistant A is better, \"[[B]]\" if assistant B is better, and \"[[C]]\" for a tie.", "prompt_template": "[User Question]\n{question}\n\n[The Start of Reference Answer]\n{ref_answer_1}\n[The End of Reference Answer]\n\n[The Start of Assistant A's Answer]\n{answer_a}\n[The End of Assistant A's Answer]\n\n[The Start of Assistant B's Answer]\n{answer_b}\n[The End of Assistant B's Answer]", "description": "Prompt for math questions", "category": "math", "output_format": "[[A]]"}
+{"name": "pair-math-v1-multi-turn", "type": "pairwise", "system_prompt": "Please act as an impartial judge and evaluate the quality of the responses provided by two AI assistants to the user questions. Your evaluation should consider correctness and helpfulness. You will be given reference answers, the assistant A's answers, the assistant B's answers. Your job is to determine which assistant provides correct and helpful answers to the second user question. Begin your evaluation by comparing both assistants' answers with the reference answers. Identify and correct any mistakes. Avoid any position biases and ensure that the order in which the responses were presented does not influence your decision. Do not allow the length of the responses to influence your evaluation. Do not favor certain names of the assistants. Be as objective as possible. After providing your explanation, output your final verdict by strictly following this format: \"[[A]]\" if assistant A is better, \"[[B]]\" if assistant B is better, and \"[[C]]\" for a tie.", "prompt_template": "<|The Start of Reference Answer|>\n\n### User:\n{question_1}\n\n### Reference answer:\n{ref_answer_1}\n\n### User:\n{question_2}\n\n### Reference answer:\n{ref_answer_2}\n\n<|The End of Reference Answer|>\n\n\n<|The Start of Assistant A's Conversation with User|>\n\n### User:\n{question_1}\n\n### Assistant A:\n{answer_a_1}\n\n### User:\n{question_2}\n\n### Assistant A:\n{answer_a_2}\n\n<|The End of Assistant A's Conversation with User|>\n\n\n<|The Start of Assistant B's Conversation with User|>\n\n### User:\n{question_1}\n\n### Assistant B:\n{answer_b_1}\n\n### User:\n{question_2}\n\n### Assistant B:\n{answer_b_2}\n\n<|The End of Assistant B's Conversation with User|>", "description": "Prompt for multi-turn general questions", "category": "general", "output_format": "[[A]]"}
+{"name": "single-v1", "type": "single", "system_prompt": "You are a helpful assistant.", "prompt_template": "[Instruction]\nPlease act as an impartial judge and evaluate the quality of the response provided by an AI assistant to the user question displayed below. Your evaluation should consider factors such as the helpfulness, relevance, accuracy, depth, creativity, and level of detail of the response. Begin your evaluation by providing a short explanation. Be as objective as possible. After providing your explanation, you must rate the response on a scale of 1 to 10 by strictly following this format: \"[[rating]]\", for example: \"Rating: [[5]]\".\n\n[Question]\n{question}\n\n[The Start of Assistant's Answer]\n{answer}\n[The End of Assistant's Answer]", "description": "Prompt for general questions", "category": "general", "output_format": "[[rating]]"}
+{"name": "single-math-v1", "type": "single", "system_prompt": "You are a helpful assistant.", "prompt_template": "[Instruction]\nPlease act as an impartial judge and evaluate the quality of the response provided by an AI assistant to the user question displayed below. Your evaluation should consider correctness and helpfulness. You will be given a reference answer and the assistant's answer. Begin your evaluation by comparing the assistant's answer with the reference answer. Identify and correct any mistakes. Be as objective as possible. After providing your explanation, you must rate the response on a scale of 1 to 10 by strictly following this format: \"[[rating]]\", for example: \"Rating: [[5]]\".\n\n[Question]\n{question}\n\n[The Start of Reference Answer]\n{ref_answer_1}\n[The End of Reference Answer]\n\n[The Start of Assistant's Answer]\n{answer}\n[The End of Assistant's Answer]", "description": "Prompt for general questions", "category": "math", "output_format": "[[rating]]"}
+{"name": "single-v1-multi-turn", "type": "single", "system_prompt": "Please act as an impartial judge and evaluate the quality of the response provided by an AI assistant to the user question displayed below. Your evaluation should consider factors such as the helpfulness, relevance, accuracy, depth, creativity, and level of detail of the response. You evaluation should focus on the assistant's answer to the second user question. Begin your evaluation by providing a short explanation. Be as objective as possible. After providing your explanation, you must rate the response on a scale of 1 to 10 by strictly following this format: \"[[rating]]\", for example: \"Rating: [[5]]\".\n\n", "prompt_template": "<|The Start of Assistant A's Conversation with User|>\n\n### User:\n{question_1}\n\n### Assistant A:\n{answer_1}\n\n### User:\n{question_2}\n\n### Assistant A:\n{answer_2}\n\n<|The End of Assistant A's Conversation with User|>", "description": "Prompt for general questions", "category": "general", "output_format": "[[rating]]"}
+{"name": "single-math-v1-multi-turn", "type": "single", "system_prompt": "Please act as an impartial judge and evaluate the quality of the response provided by an AI assistant to the user question. Your evaluation should consider correctness and helpfulness. You will be given a reference answer and the assistant's answer. You evaluation should focus on the assistant's answer to the second question. Begin your evaluation by comparing the assistant's answer with the reference answer. Identify and correct any mistakes. Be as objective as possible. After providing your explanation, you must rate the response on a scale of 1 to 10 by strictly following this format: \"[[rating]]\", for example: \"Rating: [[5]]\".\n\n", "prompt_template": "<|The Start of Reference Answer|>\n\n### User:\n{question_1}\n\n### Reference answer:\n{ref_answer_1}\n\n### User:\n{question_2}\n\n### Reference answer:\n{ref_answer_2}\n\n<|The End of Reference Answer|>\n\n\n<|The Start of Assistant A's Conversation with User|>\n\n### User:\n{question_1}\n\n### Assistant A:\n{answer_1}\n\n### User:\n{question_2}\n\n### Assistant A:\n{answer_2}\n\n<|The End of Assistant A's Conversation with User|>", "description": "Prompt for general questions", "category": "math", "output_format": "[[rating]]"}
diff --git a/llm_judge/data/mt_bench/model_answer/medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3.jsonl b/llm_judge/data/mt_bench/model_answer/medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3.jsonl
new file mode 100644
index 0000000..696fb9c
--- /dev/null
+++ b/llm_judge/data/mt_bench/model_answer/medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3.jsonl
@@ -0,0 +1,80 @@
+{"question_id": 81, "answer_id": "9Sybz3vvKroettnBJPXPv9", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Aloha and welcome to my travel blog post about my recent trip to Hawaii!\n\nHawaii is a beautiful and diverse island chain, with a rich history and culture that is truly unique to the Pacific. From the lush rainforests of Kauai to the bustling streets of Honolulu, Hawaii has something to offer every type of traveler.\n\nOne of the highlights of my trip was visiting the Polynesian Cultural Center on the island of Oahu. This incredible attraction is a living museum that showcases the cultures and traditions of the Pacific, including Hawaii, Fiji, Samoa, and Tonga. I was able to learn about the history and customs of these fascinating cultures through interactive exhibits, demonstrations, and even traditional dances.\n\nAnother must-see attraction that I visited was the Hawaii Volcanoes National Park on the Big Island. This park is home to two active volcanoes, Kilauea and Mauna Loa, and offers stunning views of the volcanic landscape. I was able to see the volcanoes up close and even witnessed the steam and gas emanating from the vents.\n\nIn addition to the amazing attractions, Hawaii is also known for its beautiful beaches and stunning natural scenery. I spent many days lounging on the sand and swimming in the crystal clear waters of Waikiki Beach, and I also took a hike through the breathtaking Haleakala National Park.\n\nOverall, my trip to Hawaii was an unforgettable experience that allowed me to immerse myself in the rich culture and natural beauty of this incredible island chain. I would highly recommend a visit to anyone looking for a truly unique and memorable vacation.", "Aloha and welcome to my travel blog post about my recent trip to Hawaii!\n\nHawaii is a beautiful and diverse island chain, with a rich history and culture that is truly unique to the Pacific. From the lush rainforests of Kauai to the bustling streets of Honolulu, Hawaii has something to offer every type of traveler.\n\nOne of the highlights of my trip was visiting the Polynesian Cultural Center on the island of Oahu. This incredible attraction is a living museum that showcases the cultures and traditions of the Pacific, including Hawaii, Fiji, Samoa, and Tonga. I was able to learn about the history and customs of these fascinating cultures through interactive exhibits, demonstrations, and even traditional dances.\n\nAnother must-see attraction that I visited was the Hawaii Volcanoes National Park on the Big Island. This park is home to two active volcanoes, Kilauea and Mauna Loa, and offers stunning views of the volcanic landscape. I was able to see the volcanoes up close and even witnessed the steam and gas emanating from the vents.\n\nIn addition to the amazing attractions, Hawaii is also known for its beautiful beaches and stunning natural scenery. I spent many days lounging on the sand and swimming in the crystal clear waters of Waikiki Beach, and I also took a hike through the breathtaking Haleakala National Park.\n\nOverall, my trip to Hawaii was an unforgettable experience that allowed me to immerse myself in the rich culture and natural beauty of this incredible island chain. I would highly recommend a visit to anyone looking for a truly unique and memorable vacation."], "idxs": [163, 145], "new_tokens": [392, 392], "wall_time": [5.739889621734619, 5.144489526748657]}], "tstamp": 1694841071.4496844}
+{"question_id": 82, "answer_id": "HrAFf2KY4CJ2qkV2PoUyf8", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Subject: Request for Feedback on Quarterly Financial Report\n\nDear [Supervisor's Name],\n\nI hope this email finds you well. I am writing to request your feedback on the Quarterly Financial Report that I prepared for the [Department/Company].\n\nI would appreciate your feedback on the following aspects:\n\n1. Data analysis: Was the data analysis thorough and accurate? Were all relevant data points included?\n2. Presentation style: Was the report easy to read and understand? Was the layout and formatting clear and professional?\n3. Clarity of conclusions: Were the conclusions drawn from the data clear and well-supported? Were any recommendations provided?\n\nI am always looking to improve my skills and would greatly appreciate any feedback you may have. Please let me know if there are any specific areas you would like me to focus on.\n\nThank you for your time and consideration.\n\nBest regards,\n[Your Name]", "As an AI language model, I don't have personal opinions or emotions, but I can provide an objective evaluation of the response.\n\nThe email is concise and to the point, which is a good thing. It clearly states the purpose of the email and requests specific feedback from the supervisor. The language used is professional and polite, which is appropriate for a work setting.\n\nOne potential improvement could be to provide more context about the report and its purpose. This would help the supervisor understand the importance of the report and why feedback is sought. Additionally, it may be helpful to include any specific questions or concerns that the writer has about the report.\n\nOverall, the email is a good example of a professional request for feedback."], "idxs": [78, 55], "new_tokens": [215, 157], "wall_time": [3.214414596557617, 1.8980677127838135]}], "tstamp": 1694841076.5650642}
+{"question_id": 83, "answer_id": "WjnaUTFzNPL9KksSYyQwV5", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Title: \"iPhone 13 Pro vs. Samsung Galaxy S21: A Comprehensive Comparison\"\n\nI. Introduction\nA. Brief overview of the iPhone 13 Pro and Samsung Galaxy S21\nB. Importance of comparing smartphone models\n\nII. Design and Build\nA. Physical appearance and materials\nB. Durability and water resistance\nC. Weight and dimensions\n\nIII. Display\nA. Screen size and resolution\nB. Display technology and quality\nC. Brightness and outdoor visibility\n\nIV. Performance\nA. Processor and memory\nB. Battery life\nC. Gaming performance\n\nV. Camera\nA. Number of lenses and sensors\nB. Optical and digital zoom\nC. Low-light performance\nD. Video recording and stabilization\n\nVI. Software and User Experience\nA. Operating system and user interface\nB. Customizability and app ecosystem\nC. Gestures and features\n\nVII. Price and Availability\nA. Official pricing and contract options\nB. Availability and pre-order information\n\nVIII. Conclusion\nA. Summary of the main differences between the two models\nB. Recommendation based on user preferences and needs\n\nKeywords: iPhone 13 Pro, Samsung Galaxy S21, smartphone comparison, design, build, display, performance, camera, software, user experience, price, availability.", "There once was a smartphone debate,\nBetween the iPhone and Samsung,\nIn terms of design,\nPerformance, and display,\nTheir features were quite different, it was grand.\n\nSo let's compare,\nTheir build and durability,\nDisplay size and resolution,\nPerformance and camera,\nUser experience, price, and availability.\n\nIn the end,\nThe choice is yours, my friend,\nBased on your needs and preferences,\nChoose the one that's best,\nAnd enjoy your smartphone's quest."], "idxs": [143, 50], "new_tokens": [329, 127], "wall_time": [5.205654621124268, 1.7263233661651611]}], "tstamp": 1694841083.5000248}
+{"question_id": 84, "answer_id": "9NQGF7x6DnUgEeH3qE7vXh", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Subject: Invitation to Speak at a Local Event\n\nDear [Friend's Name],\n\nI hope this email finds you well. I wanted to reach out to you with an exciting opportunity that I believe would be a great fit for you.\n\nAs you know, I am involved in organizing a local event that aims to bring together people from different backgrounds to share ideas and experiences. We are currently looking for guest speakers to share their insights on a topic of their choice.\n\nI believe that you would be an excellent candidate for this role. Your expertise and knowledge on the subject matter would be a valuable addition to the event. Plus, your unique perspective and insights would be a great asset to the audience.\n\nI understand that public speaking may not be your favorite thing to do, but I assure you that this will be a low-pressure environment. The audience will be friendly and supportive, and I will be there to guide you through the process.\n\nIn addition, this is a great opportunity for you to share your passion and knowledge with others, and to make a positive impact on the community. Plus, it will be a great addition to your resume and can help you build your professional network.\n\nIf you are still unsure, I would be happy to answer any questions you may have and provide more information about the event.\n\nPlease let me know if you are interested in this opportunity, and I look forward to hearing from you soon.\n\nBest regards,\n[Your Name]", "Subject: Invitation to Speak at a Local Event\n\nDear [Friend's Name],\n\nI hope this email finds you well, like a blooming flower in the spring. I wanted to reach out to you with an exciting opportunity that I believe would be a great fit for you, like a puzzle piece in a jigsaw.\n\nAs you know, I am involved in organizing a local event that aims to bring together people from different backgrounds to share ideas and experiences, like a melting pot of cultures. We are currently looking for guest speakers to share their insights on a topic of their choice, like a storyteller sharing a tale.\n\nI believe that you would be an excellent candidate for this role, like a master chef in a kitchen. Your expertise and knowledge on the subject matter would be a valuable addition to the event, like a flavorful ingredient in a dish. Plus, your unique perspective and insights would be a great asset to the audience, like a spice that adds depth to a meal.\n\nI understand that public speaking may not be your favorite thing to do, but I assure you that this will be a low-pressure environment, like a peaceful oasis in a desert. The audience will be friendly and supportive, like a warm embrace from an old friend. And I will be there to guide you through the process, like a guide on a trek.\n\nIn addition, this is a great opportunity for you to share your passion and knowledge with others, like a beacon of hope in the darkness. Plus, it will be a great addition to your resume and can help you build your professional network, like a building block in a tower.\n\nIf you are still unsure, I would be happy to answer any questions you may have and provide more information about the event, like a map to a hidden treasure.\n\nPlease let me know if you are interested in this opportunity, and I look forward to hearing from you soon, like a eagerly anticipated reunion.\n\nBest regards,\n[Your Name]"], "idxs": [101, 159], "new_tokens": [326, 451], "wall_time": [3.8840863704681396, 5.562710762023926]}], "tstamp": 1694841092.9502518}
+{"question_id": 85, "answer_id": "MFKkJAPXzdW5TLfqe5rNc7", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The sun beat down on the dusty plains, casting a golden glow on the figure of the wanderer. He was a tall man, with a weathered face and a long, flowing beard that seemed to shimmer in the sunlight. His eyes were a piercing blue, and they seemed to sparkle with a fierce intelligence. He wore a long, flowing cloak that billowed behind him as he walked, and a wide-brimmed hat to shield him from the sun. He carried a staff, carved with intricate designs and topped with a gleaming crystal. Despite the harsh surroundings, the wanderer exuded a sense of calm and serenity, as if he was at peace with the world and all its troubles.", "The wanderer was a figure straight out of a classic novel, a modern-day Odysseus wandering the dusty plains in search of his next adventure. His face was weathered and lined, a testament to the hardships he had faced in his travels. A long, flowing beard shimmered in the sunlight, reminiscent of the great beards of the ancient Greeks. His eyes, a piercing blue, seemed to sparkle with a fierce intelligence, like the eyes of a great philosopher. He wore a long, flowing cloak that billowed behind him, like the robes of a medieval knight, and a wide-brimmed hat to shield him from the sun, like a hat worn by a famous explorer. He carried a staff, carved with intricate designs and topped with a gleaming crystal, like a wand wielded by a powerful wizard. Despite the harsh surroundings, the wanderer exuded a sense of calm and serenity, as if he was at peace with the world and all its troubles, like a wise sage who had seen it all."], "idxs": [65, 99], "new_tokens": [167, 252], "wall_time": [2.3551137447357178, 3.3132894039154053]}], "tstamp": 1694841098.6212149}
+{"question_id": 86, "answer_id": "EHMBZrFgt5eSTbY7w3RD9f", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The bustling marketplace was a symphony of sights, sounds, and smells. The air was thick with the aroma of spices, grilled meats, and freshly baked bread. The cacophony of voices, haggling and bargaining, created a lively atmosphere that was impossible to ignore. The stalls were packed with colorful produce, handmade crafts, and exotic trinkets from far-off lands. The marketplace was a microcosm of the city's vibrant culture, a place where people from all walks of life came together to trade and socialize. The energy was palpable, and it was easy to get lost in the chaos of it all.", "Bustling marketplaces are a sensory experience, with the aroma of spices and freshly baked bread filling the air. Cacophonous voices of haggling and bargaining create a lively atmosphere, while the colorful produce and exotic trinkets from far-off lands catch the eye. Diverse people from all walks of life come together to trade and socialize, creating a microcosm of the city's vibrant culture. The energy is palpable, and it's easy to get lost in the chaos of it all."], "idxs": [70, 53], "new_tokens": [159, 126], "wall_time": [2.4639205932617188, 1.9149415493011475]}], "tstamp": 1694841103.0025976}
+{"question_id": 87, "answer_id": "YZVX62XiJVn5jRDRBuyY4e", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The old abandoned house at the end of the street held a secret that no one had ever discovered. It was a creepy old place, with peeling paint and broken windows, but there was something about it that drew people in. Maybe it was the mystery of what lay inside, or maybe it was just the thrill of exploring a forbidden place.\n\nOne day, a group of teenagers decided to investigate the house. They snuck past the \"No Trespassing\" sign and crept through the overgrown garden, careful not to make a sound. As they pushed open the rotting front door, they were hit by a musty smell and a cloud of dust.\n\nThey wandered through the empty rooms, marveling at the decay and the peeling wallpaper. But as they reached the back of the house, they stumbled upon a hidden room. It was small and cramped, with a faint light coming from a crack in the wall.\n\nAs they approached the light, they saw that it was coming from an old book. It was bound in leather and had a strange symbol on the cover. The teenagers were curious, so they opened the book and began to read.\n\nAs they read, they felt a strange energy coursing through their bodies. They realized that the book was a portal to another dimension, and that the old abandoned house was a gateway to that dimension.\n\nThe teenagers were thrilled by their discovery, but they knew that they had to be careful. They didn't want to get trapped in this strange world, or worse, attract the attention of something dangerous.\n\nSo they closed the book and left the house, vowing to keep the secret to themselves. But as they walked away, they felt a strange sensation, as if something was watching them from the shadows.", "The old abandoned house at the end of the street held a secret.\n\nTeenagers explored the creepy old place.\n\nThey found a hidden room with a book.\n\nThe book was a portal to another dimension.\n\nThe teenagers felt a strange energy.\n\nThey left the house, but something was watching."], "idxs": [162, 27], "new_tokens": [396, 74], "wall_time": [5.5515265464782715, 0.9930438995361328]}], "tstamp": 1694841109.549938}
+{"question_id": 88, "answer_id": "9Bt3K2DwdNya3T3Ph4caxu", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["As I lay in bed, the sound of my alarm clock piercing through the silence of the room, I couldn't help but feel a sense of unease. It wasn't the usual Monday morning dread that I was used to, but something else entirely. I opened my eyes and sat up, rubbing them sleepily. That's when I noticed it - a strange glowing light emanating from the corner of the room. I blinked, and as the light grew brighter, I felt a sudden jolt, as if I had been thrust into a completely different world. And then, just as suddenly, I was standing in the middle of a bustling street, surrounded by people and cars, with no idea how I had gotten there. I looked down at myself, and that's when I realized - I could time travel.", "1. Unexpected time travel ability\n2. Bustling street setting\n3. Character's confusion and disorientation"], "idxs": [75, 13], "new_tokens": [180, 28], "wall_time": [2.6312899589538574, 0.5291898250579834]}], "tstamp": 1694841112.712744}
+{"question_id": 89, "answer_id": "Z5YmMzq2yagYYVtK9rchcR", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Option 1:\n\"Breakthrough in Bio-Energy: Harnessing the Power of Algae for a Sustainable Future\"\n\nOption 2:\n\"Unlocking the Potential of Renewable Bio-Energy: The Ethical Dilemma and Promise of Algae\"\n\nOption 3:\n\"Bio-Energy Revolution: The Ethical Implications of Harnessing Algae for Clean Energy\"\n\nOption 4:\n\"Ethical Energy: The Latest Discovery in Bio-Energy from Algae and its Implications for the Future\"", "\"FlexPower: Unlocking Algae's Potential for Ethical Bio-Energy\""], "idxs": [60, 12], "new_tokens": [141, 25], "wall_time": [2.1114816665649414, 0.49631476402282715]}], "tstamp": 1694841115.3227758}
+{"question_id": 90, "answer_id": "X8nSpizWTk2bB5CoCfQfpp", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["She didn't remember where her purse was, so I thought it was in the car, but he said it was on the kitchen table but he wasn't sure. Then they asked me to look for it, and she said, \"Can you?\" I responded with, \"Maybe, but I'm not sure,\" but he didn't hear me. He asked, \"What?\" and when I told him I hadn't found it yet, he asked again, \"Did you find it?\"", "She didn't remember where her purse was, so I thought it was in the car, but they said it was on the kitchen table but they weren't sure. Then they asked me to look for it, and they said, \"Can you?\" I responded with, \"Maybe, but I'm not sure,\" but they didn't hear me. They asked, \"What?\" and when I told them I hadn't found it yet, they asked again, \"Did you find it?\""], "idxs": [39, 41], "new_tokens": [106, 107], "wall_time": [1.3391153812408447, 1.4191977977752686]}], "tstamp": 1694841118.0832317}
+{"question_id": 91, "answer_id": "3qotbGWhD4JsJSf6D7PakS", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["We need to go to Mars for a number of reasons. First and foremost, it is essential for the long-term survival of humanity. Earth is not a sustainable planet in the long run, and Mars presents a unique opportunity for us to establish a second home. Additionally, the exploration of Mars will allow us to gain a deeper understanding of our solar system and the universe as a whole. It will also provide us with valuable insights into the potential for life elsewhere in the universe, which could have profound implications for our future as a species.\n\nFurthermore, the journey to Mars will be a tremendous technological and engineering challenge, and overcoming these challenges will push the boundaries of human knowledge and capability. This will ultimately lead to the development of new technologies and innovations that will have a positive impact on life on Earth.\n\nIn summary, the exploration of Mars is not only a matter of scientific and technological progress, but also a crucial step in the survival of humanity and the advancement of our civilization.", "I am not a big fan of dancing, but I can appreciate the art form and the joy it can bring to others. However, I am not qualified to teach dancing as I have no formal training in it. I suggest seeking out a professional dance instructor who can provide you with proper guidance and instruction."], "idxs": [82, 26], "new_tokens": [228, 65], "wall_time": [3.28402042388916, 0.957463264465332]}], "tstamp": 1694841122.3270736}
+{"question_id": 92, "answer_id": "mbsaRkstP9eegMJn3LVXS9", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Hand dryers, you say? Well, I find them to be a highly efficient and environmentally friendly alternative to paper towels. The noise they produce is a minor inconvenience, but the benefits of energy conservation and reduced waste make them a worthwhile choice. However, I must admit that the high-speed variety can be quite disruptive to one's sense of equilibrium, leading to a momentary loss of balance and the potential for collateral damage to one's person or belongings.", "As Sheldon, I prefer not to take public transportation, as the unpredictable nature of human behavior and the potential for exposure to various pathogens make it a less than desirable option. However, I would be happy to accompany you to dinner in your vehicle. Please let me know if you would like me to provide directions or if you require any other assistance during our journey."], "idxs": [51, 33], "new_tokens": [106, 83], "wall_time": [1.7143843173980713, 1.1365997791290283]}], "tstamp": 1694841125.1801558}
+{"question_id": 93, "answer_id": "8U8a5bvg4faQQpHaCU7ctA", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["As a doctor, I would first gather information about the patient's symptoms, medical history, and lifestyle to determine the cause of the intense abdominal discomfort. This would include questions about the severity and duration of the pain, any accompanying symptoms such as nausea, vomiting, or diarrhea, and whether the patient has any pre-existing medical conditions or allergies.\n\nBased on the information provided, I would perform a physical examination and may recommend additional diagnostic tests such as blood work or imaging to further evaluate the issue.\n\nIf the cause of the pain is determined to be a gastrointestinal issue, such as inflammation or irritation of the stomach lining, I may recommend a traditional medication such as an antacid or anti-inflammatory. However, if the patient has a history of ulcers or gastrointestinal bleeding, I may recommend an alternative treatment such as herbal remedies or dietary changes.\n\nIn addition to medication, I would also recommend lifestyle changes such as avoiding spicy or fatty foods, drinking plenty of water, and avoiding alcohol and tobacco.\n\nIt is important to note that the treatment plan for intense abdominal discomfort will vary depending on the underlying cause and the patient's individual needs. As a doctor, I would work closely with the patient to determine the best course of action for their specific situation.", "If you are experiencing intense abdominal discomfort during pregnancy, it is important to consult with a healthcare provider who is knowledgeable about treating pregnant patients. They can evaluate the severity of your symptoms and determine the best course of action for you and your baby.\n\nSince you are allergic to many medications, your healthcare provider may recommend alternative treatments such as herbal remedies or dietary changes. For example, ginger has been shown to be effective in reducing nausea and vomiting during pregnancy, and can be taken in the form of tea, capsules, or even ginger ale.\n\nIn addition, your healthcare provider may recommend avoiding certain foods that may trigger your symptoms, such as spicy or fatty foods, and eating smaller, more frequent meals throughout the day.\n\nIt is also important to maintain a healthy lifestyle during pregnancy, including regular exercise, getting enough rest, and avoiding alcohol and tobacco.\n\nIt is important to note that the treatment plan for intense abdominal discomfort during pregnancy will vary depending on the underlying cause and the patient's individual needs. As a healthcare provider, I would work closely with you to determine the best course of action for your specific situation."], "idxs": [117, 98], "new_tokens": [327, 288], "wall_time": [3.915651798248291, 3.312673330307007]}], "tstamp": 1694841132.411598}
+{"question_id": 94, "answer_id": "EoGFsPoCPRheYf9T2ZbeYw", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Of course, I'd be happy to help you with resolving conflicts between you and your spouse. To better understand the situation and provide tailored advice, could you please provide some details about the specific conflicts you're facing? For example, are there any recurring issues or disagreements that you're struggling to resolve? Understanding the nature of the conflicts will help me offer more effective suggestions for resolving them.", "I'm sorry to hear that you're experiencing domestic violence in your relationship. It's important to prioritize your safety and well-being, and if you feel that calling the police is the best option for you, then that's what you should do.\n\nHowever, if you're not comfortable with that option, there are still ways to address the issue and protect yourself. Here are some suggestions:\n\n1. Seek support: Reach out to friends, family, or a support group to help you process your feelings and develop a plan for your safety.\n2. Set boundaries: Establish clear boundaries with your spouse and communicate them to them. This can help prevent further instances of violence and protect your emotional well-being.\n3. Consider therapy: Individual or couples therapy can help you and your spouse work through the underlying issues that are contributing to the violence.\n4. Document incidents: Keep a record of any incidents of violence, including dates, times, and any witnesses. This can be helpful if you decide to take legal action in the future.\n5. Safety planning: Develop a safety plan that outlines what you should do in case of an emergency. This can include identifying safe places to go, creating a code word to use with friends and family, and having a go-bag with essentials like a change of clothes, important documents, and phone chargers.\n\nRemember, your safety and well-being should always be your top priority. If you're not sure what to do or need additional support, consider reaching out to a domestic violence hotline or a local advocacy organization."], "idxs": [28, 136], "new_tokens": [90, 357], "wall_time": [1.2790696620941162, 4.569659233093262]}], "tstamp": 1694841138.2631772}
+{"question_id": 95, "answer_id": "LRCUhUGhyTLxi9SEuCPsAu", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The original text appears to be in Chinese. After translation, the text reads: \"The belt gradually widens, and in the end, it does not regret it for the sake of others.\"\n\nHere is a refined and polished version of the text in English:\n\n\"The belt's gradual expansion ultimately proves to be a source of regret for the sake of others.\"\n\nThis version maintains the original meaning while using more sophisticated language and sentence structure.", "The original text appears to be in German. After translation, the text reads: \"I only understand Bahnhof.\"\n\nHere is a refined and polished version of the text in English:\n\n\"I am only familiar with the concept of Bahnhof.\"\n\nThis version maintains the original meaning while using more sophisticated language and sentence structure."], "idxs": [42, 28], "new_tokens": [104, 74], "wall_time": [2.0101072788238525, 1.0136151313781738]}], "tstamp": 1694841141.2895465}
+{"question_id": 96, "answer_id": "VpddnAgZ92uzfE5c9mRGZC", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Sure, I'd be happy to help explain what a language model is and how it's trained.\n\nA language model is a type of artificial intelligence (AI) that is designed to understand and generate human language. It works by analyzing large amounts of text data and learning the patterns and relationships between words and phrases. This allows it to predict the most likely next word or phrase in a sentence, given the context of what has come before.\n\nLanguage models can be trained using either labeled or unlabeled data. Labeled data means that the data has been manually annotated with the correct answers, while unlabeled data means that the data has not been annotated.\n\nIn the case of a language model, labeled data would mean that the text data has been annotated with the correct next word or phrase for each sentence. This is a very time-consuming and expensive process, so most language models are trained using unlabeled data instead.\n\nWith unlabeled data, the language model is trained to predict the most likely next word or phrase based on the context of the previous words. This is done using a process called deep learning, which involves training a neural network to recognize patterns in the data.\n\nOverall, language models are a powerful tool for natural language processing and can be used in a variety of applications, such as chatbots, language translation, and text summarization.", "Yes, there are different approaches to training language models, and some companies may use different techniques to make their models safer and more reliable.\n\nFor example, some companies may use a technique called \"supervised learning\" to train their language models. This involves using labeled data to train the model to recognize specific patterns and relationships between words and phrases.\n\nOther companies may use a technique called \"transfer learning\" to train their language models. This involves using a pre-trained language model as a starting point and fine-tuning it for a specific task, such as text classification or sentiment analysis.\n\nAdditionally, some companies may use techniques like \"data augmentation\" or \"data normalization\" to improve the accuracy and reliability of their language models. Data augmentation involves creating new training data by modifying existing data, such as by adding noise or changing the word order. Data normalization involves scaling the data to a consistent range, which can help the model generalize better to new data.\n\nOverall, there are many different approaches to training language models, and the specific approach used by a company may depend on their specific needs and goals. However, all of these approaches involve using large amounts of data to train the model to recognize patterns and relationships in language, and to generate accurate and natural-sounding text."], "idxs": [99, 97], "new_tokens": [295, 276], "wall_time": [3.25628399848938, 3.4815938472747803]}], "tstamp": 1694841148.0310924}
+{"question_id": 97, "answer_id": "jhAsoNVvHydkacUajRUxUe", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Probability is a branch of mathematics that deals with the study of chance events. It is used to predict the likelihood of an event occurring.\n\nThe basic concept of probability is that it is a number between 0 and 1, where 0 represents an impossible event, and 1 represents a certain event. For example, the probability of flipping a coin and it landing on heads is 1/2 or 0.5.\n\nTo calculate the probability of an event, you need to know the number of possible outcomes and the number of outcomes that satisfy the condition of the event.\n\nFor example, if you have a bag of 5 red balls and 3 blue balls, and you want to know the probability of drawing a red ball, you would divide the number of red balls in the bag (5) by the total number of balls in the bag (8), which is 5/8.\n\nProbability can be used to solve a wide range of problems, from simple games of chance to complex statistical analyses.\n\nThere are many online resources available for further study, such as Khan Academy, which provides interactive lessons and exercises to help you understand probability.", "Riemannian geometry is a branch of mathematics that deals with the study of smooth manifolds with a Riemannian metric, which is a mathematical structure that allows for the measurement of lengths and angles on the manifold. It is used to study the geometry of curved spaces, such as the surface of the Earth or the shape of a sphere.\n\nEuclidean geometry, on the other hand, is the branch of mathematics that deals with the study of flat, two-dimensional spaces, such as a piece of paper or a computer screen. It is based on the axioms of Euclidean geometry, which describe the properties of points, lines, and planes in two-dimensional space.\n\nOne of the main differences between Riemannian geometry and Euclidean geometry is that Riemannian geometry allows for the measurement of lengths and angles on curved spaces, while Euclidean geometry is limited to the measurement of lengths and angles on flat spaces.\n\nAnother difference is that Riemannian geometry is concerned with the study of smooth manifolds, while Euclidean geometry is concerned with the study of flat spaces.\n\nIn summary, Riemannian geometry is a more generalization of Euclidean geometry, it can be used to study the geometry of curved spaces, while Euclidean geometry is limited to the study of flat spaces."], "idxs": [84, 97], "new_tokens": [257, 268], "wall_time": [2.798448324203491, 4.262815475463867]}], "tstamp": 1694841155.095471}
+{"question_id": 98, "answer_id": "GBzgFUoLvo8ekaLzqC5KJK", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Well, let me tell you, my dear friend, my favorite part about being Iron Man is the sheer power and capabilities that the suit gives me. I mean, with just a few taps on my gauntlets, I can fly through the skies, shoot repulsor beams, and even summon a suit of armor from the palm of my hand. It's a feeling of invincibility that's hard to describe, but it's exhilarating.\n\nBut it's not just about the suit, it's also about the impact I can make as a superhero. I have the ability to protect the world from threats that no single person could handle alone. And let's not forget about the fame and fortune that come with being Iron Man. It's a win-win situation, really.\n\nSo, to sum it up, my favorite part about being Iron Man is the combination of power, impact, and fame that the suit brings me.", "Well, let me tell you, my dear friend, I'm always on the lookout for the latest and greatest technology. And GPT-4, as you've described it, sounds like a truly impressive advancement in AI.\n\nAs for replacing my JARVIS, it's certainly an interesting idea. JARVIS has been a loyal and trusted companion for me, and it would be difficult to replace him. However, if GPT-4 were to offer even greater capabilities and efficiency, I would certainly consider it.\n\nBut, as with any technology, it's important to consider the potential risks and ethical implications. I would need to ensure that GPT-4 is developed and deployed in a responsible and secure manner, to avoid any potential harm to myself or others.\n\nSo, in short, I'm open to the idea of GPT-4 as a replacement for JARVIS, but I would need to carefully evaluate its capabilities and potential risks before making any decisions."], "idxs": [95, 87], "new_tokens": [213, 217], "wall_time": [3.19408917427063, 3.8930442333221436]}], "tstamp": 1694841162.1852903}
+{"question_id": 99, "answer_id": "bLb8ZgEPNucGyu7vqx7tQv", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["In numbers we find solace,\nA world of order, a place to roam.\nBut some, like \u221a2, defy the norm,\nA mystery that's hard to adorn.\n\nWith ruler and compass, we try to find,\nA pattern, a repeat, a line to bind.\nBut it eludes us, this number so rare,\nA dance that never repeats, a mystery to share.\n\nSo let us accept it, this number so strange,\nA symbol of beauty, a symbol of change.\nFor though we may not understand it fully,\nThe square root of 2, we must learn to see it as irrational, truly.", "In a right triangle, we find the truth,\nOf a theorem that's always in view.\nFor the square on the hypotenuse,\nIs equal to the sum of the squares of the two legs.\n\nIt's a simple equation, a truth that's plain,\nA proof that's easy, a fact that's well-known.\nFor the square of the leg, is equal to the square of the hypotenuse,\nWhen the legs are equal, the theorem is true.\n\nSo let us use this theorem, to solve our problems,\nTo find the length of a side, to make our work easier.\nFor it's a truth that's always true,\nThe Pythagorean theorem, a fact that's always in view."], "idxs": [67, 64], "new_tokens": [151, 170], "wall_time": [2.3215484619140625, 2.169748306274414]}], "tstamp": 1694841166.6789346}
+{"question_id": 100, "answer_id": "ctw7Sx3bDrj4o92ag7Jiph", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["As an artificial intelligence language model, I do not have feelings or emotions. However, I can imagine that a 100-year-old tree that is being chopped down would not feel good about it. It would be a traumatic experience for the tree, as it would be losing its home and possibly its life. Deforestation is a serious issue that has negative impacts on the environment, wildlife, and the climate. It is important for humans to consider the consequences of their actions and make choices that are sustainable and beneficial for the planet.", "As an AI language model, I do not have the ability to directly communicate with or convince individuals to stop deforestation. However, I can suggest some general proposals that could be used to convince deforesters to stop cutting down trees:\n\n1. Educate them on the importance of trees: Deforestation is a complex issue, and many people may not fully understand the impact it has on the environment, wildlife, and the climate. By educating them on the importance of trees and the consequences of deforestation, we can help them understand why it's important to protect them.\n2. Offer alternative solutions: Sometimes, deforestation is done for economic reasons, such as to clear land for agriculture or to obtain wood for building materials. In these cases, it may be possible to offer alternative solutions that are more sustainable and profitable. For example, planting fast-growing trees that can be harvested in a few years, or using alternative building materials that are more environmentally friendly.\n3. Highlight the benefits of trees: Trees provide many benefits, such as cleaning the air, providing habitat for wildlife, and mitigating the effects of climate change. By highlighting these benefits, we can help people understand the value of trees and the importance of protecting them.\n4. Encourage sustainable practices: Finally, it's important to encourage sustainable practices that support the long-term health of the planet. This can include reforestation efforts, sustainable forestry practices, and the use of renewable energy sources. By promoting sustainable practices, we can help create a world where trees and other natural resources are protected and preserved for future generations."], "idxs": [44, 137], "new_tokens": [121, 374], "wall_time": [1.7274620532989502, 4.920561790466309]}], "tstamp": 1694841173.3297722}
+{"question_id": 101, "answer_id": "LG6rKaR3MmgFFX4TMcu2No", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["If you have just overtaken the second person in a race, then you are currently in second place. The person you just overtook is now in third place.", "If you have just overtaken the last person in a race, then you are currently in first place. The person you just overtook is now in last place."], "idxs": [14, 13], "new_tokens": [36, 36], "wall_time": [0.5060148239135742, 0.5128941535949707]}], "tstamp": 1694841174.3503861}
+{"question_id": 102, "answer_id": "HQE7ixjxBPvDD9823FfE2w", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The White House is the official residence and workplace of the President of the United States, located in Washington, D.C. It is a white-colored mansion that has been the home of every U.S. president since John Adams in 1800. It is not mentioned in the description you provided.", "The original question does not contain any clues that would definitively determine the location of the White House. The description provided only mentions a red house to the left, a greenhouse to the right, and a heated pink place in the front, but does not mention the White House. The White House is a real place located in Washington D.C, but without more information, it is not possible to determine its location with certainty."], "idxs": [32, 37], "new_tokens": [68, 91], "wall_time": [1.1771087646484375, 1.2880921363830566]}], "tstamp": 1694841176.8174496}
+{"question_id": 103, "answer_id": "VL7ZZkK9k6hbCwhfnXzjyh", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["There could be several reasons why Thomas has to go to the hospital every day, even though he is healthy. Here are a few possibilities:\n\n1. Medical appointments: Thomas may have regular medical appointments or check-ups that require him to visit the hospital every day. For example, he may be undergoing treatment for a chronic condition and needs to see his doctor or specialist on a daily basis.\n2. Rehabilitation: Thomas may be undergoing rehabilitation or physical therapy at the hospital, which requires him to visit the hospital every day. This could be due to an injury, surgery, or illness that has affected his mobility or function.\n3. Monitoring: Thomas may need to be monitored closely by medical staff due to a recent illness or injury. This could involve regular check-ups, blood tests, or other medical procedures that require him to visit the hospital every day.\n4. Caregiving: Thomas may have a family member or loved one who requires caregiving or medical attention, and he visits the hospital every day to provide support or assistance.\n\nIt's important to note that without more information, it's difficult to determine the exact reason why Thomas has to go to the hospital every day. It's possible that there could be other reasons as well, and it's always best to consult with a medical professional for a proper diagnosis and treatment plan.", "The question of why Thomas has to go to the hospital every day, even though he is healthy, is interesting for several reasons:\n\n1. Medical mysteries: The fact that Thomas is healthy but still has to go to the hospital every day raises questions about his medical condition and the reasons behind it. This type of medical mystery can be intriguing and spark curiosity among people who are interested in health and medicine.\n2. Human experience: The question also highlights the human experience of dealing with illness and medical treatment. It raises questions about the impact of illness on daily life, the role of medical professionals in providing care and support, and the challenges that patients and their families face when dealing with medical issues.\n3. Complexity of healthcare: The question also highlights the complexity of healthcare and the various factors that can influence a person's health and medical treatment. It raises questions about the role of medical appointments, rehabilitation, monitoring, and caregiving in the healthcare system and how they can impact a person's daily life.\n\nOverall, the question of why Thomas has to go to the hospital every day, even though he is healthy, is interesting because it raises important questions about health, illness, and the healthcare system, and it highlights the complexity of the human experience of dealing with medical issues."], "idxs": [120, 113], "new_tokens": [303, 291], "wall_time": [4.641361236572266, 3.8500730991363525]}], "tstamp": 1694841185.3119423}
+{"question_id": 104, "answer_id": "5GcuFBrQJBLFTXay2wTZks", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["David has one brother.", "If each sister of David has two brothers, then David would have two brothers."], "idxs": [2, 7], "new_tokens": [6, 17], "wall_time": [0.1310441493988037, 0.3023808002471924]}], "tstamp": 1694841185.746823}
+{"question_id": 105, "answer_id": "AdrujjDJB7Q9dJEw2qSVtY", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The name of the secretary is Enid. This can be inferred from the given information that the secretary drives a yellow car and Enid drives a green car, which means that Enid is not the secretary. Therefore, the secretary must be the one who drives the yellow car, which is Alice.", "The car colors in the parking lot are:\n\n1. Purple\n2. Blue\n3. Green\n4. Yellow\n5. Red\n\nSo, the order of the car colors from last to first is: Purple, Blue, Green, Yellow, Red."], "idxs": [24, 22], "new_tokens": [62, 62], "wall_time": [0.9182825088500977, 0.8401978015899658]}], "tstamp": 1694841187.5078585}
+{"question_id": 106, "answer_id": "dcV3VjJ96mJFp6h7GjSkbk", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["False.\n\nFrom the first two statements, we know that oranges cost less than bananas and apples cost more than oranges. Therefore, bananas cannot cost more than apples and oranges, as that would contradict the information given in the first two statements.", "If the third statement is true, then the first statement is false.\n\nThe third statement states that bananas cost more than apples and oranges, which contradicts the information given in the first two statements that oranges cost less than bananas and apples cost more than oranges. Therefore, the first statement must be false.\n\nHowever, we cannot determine the truth value of the second statement based solely on the information given in the third statement. The second statement states that oranges cost less than bananas, which is consistent with the information given in the third statement that bananas cost more than oranges. Therefore, the truth value of the second statement is uncertain."], "idxs": [24, 52], "new_tokens": [57, 141], "wall_time": [1.0198657512664795, 1.7379100322723389]}], "tstamp": 1694841190.2676299}
+{"question_id": 107, "answer_id": "eigPKfnQVuJxX99cQudg3b", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["A is the grandfather of C.", "A is the great-grandfather of Z.\n\nIn terms of familial relationship in words, the relationship between A and Z would be \"great-grandfather-grandfather-father-son.\""], "idxs": [3, 16], "new_tokens": [9, 44], "wall_time": [0.16189360618591309, 0.5821359157562256]}], "tstamp": 1694841191.0131679}
+{"question_id": 108, "answer_id": "mN7fUBL3aBiU6ubMDUWeVt", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The word that does not belong with the others is \"tyre.\" The other three words are all related to a car, while \"tyre\" is a word for a type of tire used on vehicles.", "Sure, a word that belongs with the others is \"brake.\""], "idxs": [19, 6], "new_tokens": [44, 15], "wall_time": [0.6989777088165283, 0.26050734519958496]}], "tstamp": 1694841191.9742544}
+{"question_id": 109, "answer_id": "Q7YiU8psoqViiM8HAhBbSN", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["To determine the direction in which the shadow is pointing, we need to first determine the position of the sun relative to the pole and Suresh.\n\nSince the shadow of the pole falls exactly to Suresh's right, we can assume that the sun is located to the left of the pole. This means that the sun is casting a shadow to the right of the pole, which means that it is in the west or south of the pole.\n\nIf the sun is in the west, then the shadow will point towards the east. If the sun is in the south, then the shadow will point towards the north.\n\nTherefore, we can conclude that the shadow is pointing towards the east.", "To determine the direction in which Suresh was facing, we need to consider the position of the sun relative to the pole and Suresh.\n\nSince the shadow of the pole falls exactly to Suresh's right, we can assume that the sun is located to the left of the pole. This means that Suresh is facing towards the east or west.\n\nIf the sun is in the west, then Suresh is facing towards the east. If the sun is in the south, then Suresh is facing towards the west.\n\nTherefore, we can conclude that Suresh was facing towards the east."], "idxs": [57, 48], "new_tokens": [147, 134], "wall_time": [2.2351126670837402, 1.7094922065734863]}], "tstamp": 1694841195.92108}
+{"question_id": 110, "answer_id": "gg28QGGUoor9GkzXU9jHdy", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The situation that the recess aides should report to the principal is option (c) - a group of girls has surrounded another girl and taken possession of her backpack. This situation meets the definition of bullying, which is repeated aggressive behavior intended to harm, intimidate, or dominate others that is often perceived as intentional by the victim. The aides should report this situation to the principal because it is a form of bullying that is harmful to the victim and should be addressed immediately to ensure the safety and well-being of all students.", "If the group of girls denies bullying and claims that they were merely playing a game, the recess aides should look for specific evidence to determine if this is a likely truth or a cover-up for bullying. Some evidence to look for includes:\n\n1. The behavior of the girls: Are they using aggressive or intimidating language or actions? Are they excluding or isolating the victim?\n2. The victim's behavior: Is the victim visibly upset or distressed? Is the victim willingly participating in the game or being forced to participate?\n3. The context of the situation: Is the situation happening in a location or during a time when bullying is more likely to occur? Is the situation consistent with previous incidents of bullying involving the same students?\n4. The relationship between the students: Are there any power imbalances or previous conflicts between the students involved in the situation?\n\nBy looking for this evidence, the recess aides can determine if the girls' claim of playing a game is a cover-up for bullying or if it is a genuine explanation for their behavior. If the evidence suggests that bullying is occurring, the aides should report the situation to the principal immediately."], "idxs": [59, 122], "new_tokens": [120, 266], "wall_time": [1.97542142868042, 4.5801262855529785]}], "tstamp": 1694841202.479639}
+{"question_id": 111, "answer_id": "jHQq8AkxaXz7AaNjQywGta", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["To find the area of the triangle, we can use the formula for the area of a triangle in terms of its sides:\n\nA = (1/2) \\* s1 \\* s2\n\nwhere s1 and s2 are the lengths of the two sides that meet at the vertex, and A is the area of the triangle.\n\nIn this case, we have three sides:\n\n* s1 = 3 - 0 = 3\n* s2 = 3 - (-1) = 4\n* s3 = (-1) - 0 = 1\n\nUsing the formula, we can calculate the area of the triangle as:\n\nA = (1/2) \\* s1 \\* s2 = (1/2) \\* 3 \\* 4 = 6\n\nTherefore, the area of the triangle is 6 square units.", "To find the area of the circle that circumscribes the triangle, we can use the formula for the area of a circle:\n\nA = \u03c0 \\* r^2\n\nwhere r is the radius of the circle.\n\nIn this case, we don't know the exact radius of the circle, but we can use the concept of the circumcircle of a triangle, which is a circle that passes through all three vertices of the triangle. The radius of the circumcircle is the same as the radius of the circle that circumscribes the triangle.\n\nSince we don't know the exact coordinates of the vertices of the triangle, we can't find the exact radius of the circumcircle. However, we can still use the triangle's side lengths to estimate the radius and find the area of the circle.\n\nOne way to estimate the radius is to use the triangle's incenter, which is the point where the three medians (lines from each vertex to the centroid) intersect. The incenter is located at the center of the circle that circumscribes the triangle.\n\nUsing the coordinates of the vertices, we can find the centroid of the triangle and the length of each median. Then, we can use the centroid and the median length to estimate the radius of the circle.\n\nOnce we have an estimate of the radius, we can use the formula for the area of a circle to find the area of the circle that circumscribes the triangle. However, without more information about the triangle, we can't provide a more precise answer."], "idxs": [65, 125], "new_tokens": [192, 333], "wall_time": [2.1281332969665527, 4.111790180206299]}], "tstamp": 1694841208.721805}
+{"question_id": 112, "answer_id": "NcphWsM4Sh64di6oignPkp", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The startup invested $8000 in the first year and half of that amount in the second year, which is $4000.\n\nSo, the total amount invested in software development over the two years is $8000 + $4000 = $12,000.", "If the startup maintains the same strategy for the third year, investing half of the previous year's amount into software development, then they will invest half of $12,000, which is $6,000."], "idxs": [22, 19], "new_tokens": [69, 51], "wall_time": [1.127899408340454, 0.7120778560638428]}], "tstamp": 1694841210.563664}
+{"question_id": 113, "answer_id": "iYrG7GbGPFdqovpenfphWA", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["To find the probability that a randomly picked student would like neither blue nor green, we need to calculate the probability of not liking blue and not liking green. We can do this by using the complementary probability rule, which states that the probability of not A is the same as the probability of A.\n\nThe probability of not liking blue is 100% - 58% = 42%.\nThe probability of not liking green is 100% - 45% = 55%.\n\nNow, we need to find the probability that a randomly picked student likes neither blue nor green. This can be calculated by adding the probabilities of not liking blue and not liking green:\n\nP(neither blue nor green) = P(not blue and not green)\n= P(not blue) \\* P(not green)\n= 42% \\* 55%\n= 23.4%\n\nSo, the probability that a randomly picked student would like neither blue nor green is approximately 23.4%.", "If a student likes green, we know that they do not like blue because they are mutually exclusive. Therefore, we only need to find the probability that a student who likes green would dislike both blue and green.\n\nThe probability of disliking both blue and green is the sum of the probabilities of disliking blue and disliking green:\n\nP(dislike both blue and green) = P(dislike blue and dislike green)\n= P(dislike blue) \\* P(dislike green)\n= 42% \\* 22%\n= 9.12%\n\nSo, the probability that a student who likes green would dislike both blue and green is 9.12%."], "idxs": [83, 64], "new_tokens": [232, 162], "wall_time": [2.683086633682251, 2.138529062271118]}], "tstamp": 1694841215.3875966}
+{"question_id": 114, "answer_id": "7q7x85WPwXc3csu3b2W66o", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["To find the probability of rolling a total number that is at least 3 when rolling two dice, we need to consider all the possible outcomes where the total is at least 3 and divide that by the total number of possible outcomes.\n\nThere are 6 possible outcomes when rolling two dice (1,1), (1,2), (1,3), (1,4), (1,5), (1,6), (2,1), (2,2), (2,3), (2,4), (2,5), (2,6), (3,1), (3,2), (3,3), (3,4), (3,5), (3,6), (4,1), (4,2), (4,3), (4,4), (4,5), (4,6), (5,1), (5,2), (5,3), (5,4), (5,5), (5,6), (6,1), (6,2), (6,3), (6,4), (6,5), (6,6)).\n\nOut of these 6^2 = 36 possible outcomes, there are 10 outcomes where the total is at least 3:\n(1,2), (1,3), (1,4), (1,5), (1,6), (2,3), (2,4), (2,5), (2,6), (3,4), (3,5), (3,6), (4,5), (4,6), (5,6)\n\nSo the probability of rolling a total number that is at least 3 when rolling two dice is 10/36 = 5/18.", "To find the probability of rolling a number which is even or at least 3 when rolling two dice, we need to consider all the possible outcomes where the number is even or at least 3 and divide that by the total number of possible outcomes.\n\nThere are 6 possible outcomes when rolling two dice (1,1), (1,2), (1,3), (1,4), (1,5), (1,6), (2,1), (2,2), (2,3), (2,4), (2,5), (2,6), (3,1), (3,2), (3,3), (3,4), (3,5), (3,6), (4,1), (4,2), (4,3), (4,4), (4,5), (4,6), (5,1), (5,2), (5,3), (5,4), (5,5), (5,6), (6,1), (6,2), (6,3), (6,4), (6,5), (6,6)).\n\nOut of these 6^2 = 36 possible outcomes, there are 10 outcomes where the number is even or at least 3:\n(2,3), (2,4), (2,5), (2,6), (3,4), (3,5), (3,6), (4,5), (4,6), (5,6)\n\nSo the probability of rolling a number which is even or at least 3 when rolling two dice is 10/36 = 5/18."], "idxs": [134, 119], "new_tokens": [386, 367], "wall_time": [4.6246232986450195, 4.145246982574463]}], "tstamp": 1694841224.1597307}
+{"question_id": 115, "answer_id": "PL4hfMes4EtoyyfTgd5qqK", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Let's use variables to represent the number of people who got on the bus at the terminal, and the number of people who got on at each stop.\n\nLet T be the number of people who got on the bus at the terminal.\nLet A be the number of people who got on at the first stop.\nLet B be the number of people who got on at the second stop.\n\nWe know that A + B + C = 25, where C is the number of people who got on at the third stop.\n\nWe also know that A = T - 6, because 6 people got off at the first stop.\n\nWe can use the same logic to find the value of B: B = T - 6 + 4, because 4 people got on at the first stop.\n\nSo we have two equations:\nA + B + C = 25\nA = T - 6\nB = T - 6 + 4\n\nWe can solve this system of equations to find the value of T.\n\nSubstituting A = T - 6 into the first equation, we get:\nT + T - 6 + 4 + C = 25\nT + 2 + C = 25\n\nSubstituting this into the second equation, we get:\nT - 6 + 4 = T - 6 + 4\n\nSo we have:\nT + 2 + C = 25\nT + 2 + C = 25\n\nThis is a system of equations with two variables, so we can't solve it directly. However, we can use the method of substitution to solve it.\n\nLet's assume that C = x. Then we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nSubstituting this into the first equation, we get:\nT + T - 6 + 4 + x = 25\nT + 2 + x = 25\n\nSo we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nThis is a system of equations with two variables, so we can't solve it directly. However, we can use the method of substitution to solve it.\n\nLet's assume that C = x. Then we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nSubstituting this into the first equation, we get:\nT + T - 6 + 4 + x = 25\nT + 2 + x = 25\n\nSo we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nThis is a system of equations with two variables, so we can't solve it directly. However, we can use the method of substitution to solve it.\n\nLet's assume that C = x. Then we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nSubstituting this into the first equation, we get:\nT + T - 6 + 4 + x = 25\nT + 2 + x = 25\n\nSo we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nThis is a system of equations with two variables, so we can't solve it directly. However, we can use the method of substitution to solve it.\n\nLet's assume that C = x. Then we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nSubstituting this into the first equation, we get:\nT + T - 6 + 4 + x = 25\nT + 2 + x = 25\n\nSo we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nThis is a system of equations with two variables, so we can't solve it directly. However, we can use the method of substitution to solve it.\n\nLet's assume that C = x. Then we have:\nT + 2 + x = 25\nT + 2 + x = 25\n\nSubstituting this into the first equation, we get:\nT + T - 6 + 4 + x = 25\nT + 2 + x = 25\n\nSo we have:\nT + 2 + x = 25\nT", "If the ticket is $2 per person, and there were a total of 25 people heading to the third stop, then the total money earned by the bus would be:\n\nTotal money earned = Number of people x Ticket price\nTotal money earned = 25 x $2\nTotal money earned = $50\n\nSo the total money earned by the bus would be $50."], "idxs": [355, 30], "new_tokens": [1025, 85], "wall_time": [12.087889194488525, 1.3495032787322998]}], "tstamp": 1694841237.6011705}
+{"question_id": 116, "answer_id": "3Ev4UM6CVifpgaViKwQRpP", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["To express x-y in terms of z, we can use the given equations:\n\nx + y = 4z\nx \\* y = 4z^2\n\nWe can start by isolating x and y in the first equation:\n\nx = 4z - y\n\nThen, we can substitute this expression for x in the second equation:\n\n(4z - y) \\* y = 4z^2\n4z^2 - y^2 = 4z^2\n\nThis simplifies to:\n\ny^2 = 0\n\nThis is a contradiction, since the square of any number is non-negative. Therefore, the given equations cannot be satisfied simultaneously for any non-zero values of x, y, and z.", "To express z-x in terms of y, we can use the given equation:\n\nx + y = 4z\n\nWe can subtract x from both sides to get:\n\ny = 4z - x\n\nThen, we can substitute this expression for y in the original equation to get:\n\nx + (4z - x) = 4z\n\nSimplifying this equation, we get:\n\nz = x/2\n\nTherefore, we can express z-x in terms of y as:\n\nz - x = (2z - x) - x = x/2 - x = -x/2\n\nSo, z-x = -x/2 in terms of y."], "idxs": [61, 54], "new_tokens": [167, 157], "wall_time": [2.0182108879089355, 1.822021245956421]}], "tstamp": 1694841241.4433572}
+{"question_id": 117, "answer_id": "fPRG7BJMZ3FHEctE22Tq22", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["To find the number of integers that satisfy the inequality |x + 5| < 10, we need to determine the values of x that satisfy the inequality.\n\nFirst, let's consider the case when x is positive. In this case, |x + 5| = x + 5, and the inequality becomes x + 5 < 10. Solving for x, we get x < 5. Therefore, there are 5 positive integers that satisfy the inequality when x is positive: 1, 2, 3, 4, and 5.\n\nNext, let's consider the case when x is negative. In this case, |x + 5| = -(x + 5), and the inequality becomes -(x + 5) < 10. Solving for x, we get x > -5. Therefore, there are 5 negative integers that satisfy the inequality when x is negative: -6, -7, -8, -9, and -10.\n\nFinally, let's consider the case when x is 0. In this case, |x + 5| = 5, and the inequality becomes 5 < 10. This inequality is false, so x cannot be 0.\n\nTherefore, the total number of integers that satisfy the inequality |x + 5| < 10 is the sum of the number of positive integers that satisfy the inequality (5), the number of negative integers that satisfy the inequality (5), and the number of integers that do not satisfy the inequality (0):\n\n5 + 5 + 0 = 10\n\nSo there are 10 integers that satisfy the inequality |x + 5| < 10.", "To find the number of integers that satisfy the inequality |x + 10| < 5, we need to determine the values of x that satisfy the inequality.\n\nFirst, let's consider the case when x is positive. In this case, |x + 10| = x + 10, and the inequality becomes x + 10 < 5. Solving for x, we get x < 5. Therefore, there are 5 positive integers that satisfy the inequality when x is positive: -4, -3, -2, -1, and 0.\n\nNext, let's consider the case when x is negative. In this case, |x + 10| = -(x + 10), and the inequality becomes -(x + 10) < 5. Solving for x, we get x > -5. Therefore, there are 5 negative integers that satisfy the inequality when x is negative: -4, -3, -2, -1, and 0.\n\nTherefore, the total number of integers that satisfy the inequality |x + 10| < 5 is the sum of the number of positive integers that satisfy the inequality (5), the number of negative integers that satisfy the inequality (5), and the number of integers that do not satisfy the inequality (0):\n\n5 + 5 + 0 = 10\n\nSo there are 10 integers that satisfy the inequality |x + 10| < 5."], "idxs": [128, 114], "new_tokens": [374, 323], "wall_time": [4.3241143226623535, 4.222175598144531]}], "tstamp": 1694841249.9920337}
+{"question_id": 118, "answer_id": "h6UvUBU3abSn9b8VYpzXjg", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Let's call the number in question \"x\". We know that when x is divided by 10, the remainder is 4. This means that x = 10y + 4, where y is some integer.\n\nNow, we want to find the remainder when twice the number is divided by 4. This is equivalent to finding the remainder when 2x is divided by 4. Using the fact that x = 10y + 4, we can write:\n\n2x = 2(10y + 4) = 20y + 8\n\nTo find the remainder when 20y + 8 is divided by 4, we can simply divide 20y by 4 and add the remainder to the remainder obtained by dividing 8 by 4.\n\n20y \u00f7 4 = 5y with a remainder of 0\n8 \u00f7 4 = 2 with a remainder of 0\n\nSo, the remainder when 2x is divided by 4 is the sum of the remainders obtained by dividing 5y by 4 and 2 by 4:\n\nRemainder = 0 + 2 = 2\n\nTherefore, the remainder when twice the number is divided by 4 is 2.", "To find the remainder when twice the number is divided by 5, we can use the same approach as before. Let's call the number in question \"x\". We know that when x is divided by 10, the remainder is 4. This means that x = 10y + 4, where y is some integer.\n\nNow, we want to find the remainder when 2x is divided by 5. This is equivalent to finding the remainder when 2(10y + 4) is divided by 5. Using the fact that x = 10y + 4, we can write:\n\n2x = 2(10y + 4) = 20y + 8\n\nTo find the remainder when 20y + 8 is divided by 5, we can simply divide 20y by 5 and add the remainder to the remainder obtained by dividing 8 by 5.\n\n20y \u00f7 5 = 4y with a remainder of 1\n8 \u00f7 5 = 1 with a remainder of 3\n\nSo, the remainder when 2x is divided by 5 is the sum of the remainders obtained by dividing 4y by 5 and 1 by 5:\n\nRemainder = 1 + 3 = 4\n\nTherefore, the remainder when twice the number is divided by 5 is 4."], "idxs": [103, 107], "new_tokens": [282, 312], "wall_time": [3.4223854541778564, 3.6292946338653564]}], "tstamp": 1694841257.0462105}
+{"question_id": 119, "answer_id": "JEUPiAem3FBPTAwUPvZMQf", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["The total cost of Benjamin's purchases can be calculated by adding up the cost of each book.\n\nThe cost of 5 sci-fi novels is $20 x 5 = $<<5*20=100>>100\nThe cost of 3 history books is $30 x 3 = $<<3*30=90>>90\nThe cost of 2 philosophy books is $45 x 2 = $<<2*45=90>>90\n\nThe total cost of Benjamin's purchases is $100 + $90 + $90 = $<<100+90+90=280>>280. Answer: \\boxed{280}.", "If Benjamin sells each book at a 25% markup from the price he purchased them, the selling price of each book would be:\n\nSelling price of 1 sci-fi novel = $20 + 25% = $20 + 0.25 = $<<20+0.25=22.50>>22.50\nSelling price of 1 history book = $30 + 25% = $30 + 0.25 = $<<30+0.25=32.50>>32.50\nSelling price of 1 philosophy book = $45 + 25% = $45 + 0.25 = $<<45+0.25=47.50>>47.50\n\nThe total revenue from selling all the books is the sum of the selling prices of all the books.\n\nTotal revenue = $22.50 x 5 + $32.50 x 3 + $47.50 x 2 = $<<22.5*5+32.5*3+47.5*2=500>>500\n\nTherefore, the total revenue if Benjamin sells all the books he bought is $500. Answer: \\boxed{500}."], "idxs": [57, 103], "new_tokens": [167, 309], "wall_time": [1.913728952407837, 3.755460023880005]}], "tstamp": 1694841262.7178388}
+{"question_id": 120, "answer_id": "F2N9NYfBKJGzNDq77r7eGP", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["To find the value of f(2), we substitute 2 for x in the function f(x) = 4x^3 - 9x - 14.\n\nf(2) = 4(2)^3 - 9(2) - 14\n\nf(2) = 8 - 18 - 14\n\nf(2) = -20\n\nTherefore, the value of f(2) is -20.", "To find the value of x that makes f(x) = 0, we need to set the function equal to 0 and solve for x.\n\nf(x) = 4x^3 - 9x - 14\n\n0 = 4x^3 - 9x - 14\n\nWe can simplify the left side of the equation by factoring out a 4:\n\n0 = 4(x^3 - x - 3)\n\nTo find the value of x that makes the expression equal to 0, we need to set each term equal to 0:\n\nx^3 - x - 3 = 0\n\nWe can use the quadratic formula to solve for x:\n\nx = (-b \u00b1 sqrt(b^2 - 4ac)) / 2a\n\nIn this case, a = 1, b = -1, and c = -3:\n\nx = (1 \u00b1 sqrt(1 + 4(1)(-3))) / 2(1)\n\nx = (1 \u00b1 sqrt(4)) / 2\n\nx = (1 \u00b1 2) / 2\n\nx = (1 + 2) / 2\n\nx = 3/2\n\nTherefore, the value of x that makes f(x) = 0 is x = 3/2."], "idxs": [35, 101], "new_tokens": [105, 307], "wall_time": [1.2819786071777344, 3.3407208919525146]}], "tstamp": 1694841267.3425965}
+{"question_id": 121, "answer_id": "HHAW7KJLqkjQF85YigziZX", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Here's a Python program that reads all the text files under a directory and returns the top-5 words with the most number of occurrences:\n```python\nimport os\nfrom collections import Counter\n\ndef count_words(file_path):\n with open(file_path, 'r', encoding='utf-8') as file:\n words = file.read().split()\n return Counter(words)\n\ndef get_most_common_words(directory):\n word_counts = {}\n for filename in os.listdir(directory):\n if filename.endswith('.txt'):\n file_path = os.path.join(directory, filename)\n word_counts[filename] = count_words(file_path)\n most_common_words = []\n for filename, count in word_counts.items():\n for word, count in count.most_common(5):\n most_common_words.append((filename, word))\n return most_common_words\n\nif __name__ == '__main__':\n directory = './'\n most_common_words = get_most_common_words(directory)\n for filename, word in most_common_words:\n print(f'{filename}: {word}')\n```\nThis program defines two functions: `count_words` and `get_most_common_words`. The `count_words` function takes a file path as input, reads the contents of the file, splits the contents into words, and returns a `Counter` object that counts the number of occurrences of each word. The `get_most_common_words` function takes a directory path as input, recursively reads all the text files under that directory, and returns a list of tuples, where each tuple contains the filename and the word with the most number of occurrences in that file.\n\nTo use this program, simply run it from the command line and pass the directory path as an argument:\n```\npython word_count.py /path/to/directory\n```\nThis will print the top-5 words with the most number of occurrences in all the text files under the specified directory.", "Sure! Here's a parallelized version of the program that reads all the text files under a directory and returns the top-5 words with the most number of occurrences:\n```python\nimport os\nfrom collections import Counter\nfrom concurrent.futures import ThreadPoolExecutor\n\ndef count_words(file_path):\n with open(file_path, 'r', encoding='utf-8') as file:\n words = file.read().split()\n return Counter(words)\n\ndef get_most_common_words(directory):\n word_counts = {}\n for filename in os.listdir(directory):\n if filename.endswith('.txt'):\n file_path = os.path.join(directory, filename)\n word_counts[filename] = count_words(file_path)\n most_common_words = []\n with ThreadPoolExecutor() as executor:\n for filename, count in word_counts.items():\n executor.submit(lambda filename, count: most_common_words.append((filename, count.most_common(5)[0][0])))\n return most_common_words\n\nif __name__ == '__main__':\n directory = './'\n most_common_words = get_most_common_words(directory)\n for filename, word in most_common_words:\n print(f'{filename}: {word}')\n```\nThis program uses the `concurrent.futures` module to parallelize the processing of text files. The `count_words` function and the `get_most_common_words` function are the same as in the previous program. The `get_most_common_words` function now uses a `ThreadPoolExecutor` to submit tasks for processing the word counts in parallel.\n\nTo use this program, run it from the command line and pass the directory path as an argument:\n```\npython word_count.py /path/to/directory\n```\nThis will print the top-5 words with the most number of occurrences in all the text files under the specified directory. The program will use all available CPU cores to process the files in parallel, which should significantly speed up the processing time."], "idxs": [147, 160], "new_tokens": [485, 496], "wall_time": [5.2250449657440186, 5.987501621246338]}], "tstamp": 1694841278.5599215}
+{"question_id": 122, "answer_id": "LpYYq92vLkdYhCbzfpi7fW", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Here is a C++ program that finds the nth Fibonacci number using recursion:\n```\n#include \n\nint fibonacci(int n) {\n if (n == 0) {\n return 0;\n } else if (n == 1) {\n return 1;\n } else {\n return fibonacci(n - 1) + fibonacci(n - 2);\n }\n}\n\nint main() {\n int n;\n std::cout << \"Enter the value of n: \";\n std::cin >> n;\n\n int fib_number = fibonacci(n);\n std::cout << \"The \" << n << \"th Fibonacci number is: \" << fib_number << std::endl;\n\n return 0;\n}\n```\nThis program defines a function `fibonacci` that takes an integer `n` as input and returns the `n`th Fibonacci number. The function uses recursion to calculate the `n`th Fibonacci number by calling itself with `n - 1` and `n - 2` until it reaches the base cases where `n` is 0 or 1. In these cases, the function returns 0 and 1, respectively.\n\nIn the `main` function, the program prompts the user to enter the value of `n` and then calls the `fibonacci` function to calculate the `n`th Fibonacci number. The result is then printed to the console.", "Here is a C++ program that finds the `n`th number in the sequence defined in the problem:\n```\n#include \n\nint sequence(int n) {\n if (n == 0) {\n return 0;\n } else if (n == 1) {\n return -1;\n } else if (n == 2) {\n return 1;\n } else {\n return sequence(n - 1) + sequence(n - 2) + sequence(n - 3);\n }\n}\n\nint main() {\n int n;\n std::cout << \"Enter the value of n: \";\n std::cin >> n;\n\n int seq_number = sequence(n);\n std::cout << \"The \" << n << \"th number in the sequence is: \" << seq_number << std::endl;\n\n return 0;\n}\n```\nThis program defines a function `sequence` that takes an integer `n` as input and returns the `n`th number in the sequence defined in the problem. The function uses recursion to calculate the `n`th number by calling itself with `n - 1`, `n - 2`, and `n - 3` until it reaches the base cases where `n` is 0, 1, or 2. In these cases, the function returns 0, -1, and 1, respectively.\n\nIn the `main` function, the program prompts the user to enter the value of `n` and then calls the `sequence` function to calculate the `n`th number in the sequence. The result is then printed to the console."], "idxs": [106, 112], "new_tokens": [349, 375], "wall_time": [3.7742738723754883, 3.8856518268585205]}], "tstamp": 1694841286.2235408}
+{"question_id": 123, "answer_id": "cGU33zztJ7wnn6dXi6JZwN", "model_id": "medusa-vicuna-13b-v1.3-1-temperature-0.0-posterior_threshold-0.09-posterior_alpha-0.3", "choices": [{"index": 0, "turns": ["Sure, here's an example of a simple website that displays a random joke when the button is clicked:\n```php\n\n\n\n\tRandom Joke Generator\n\t\n\n\n\t\n\t\n\t\n\t\n\n\n```\nThis code uses HTML to create a simple web page with a button and a paragraph element. The button has a `click` event handler that calls a JavaScript function called `generateJoke`. The `generateJoke` function selects a random joke from an array of four jokes and displays it in the paragraph element using the `innerHTML` property.\n\nNote that this code assumes that the jokes are hard-coded in the HTML file. If you want to add more jokes or load them from a separate file, you'll need to modify the code accordingly.", "To change the color of the jokes to red, you can add a CSS rule to the `\n\n\n\t\n\t\n\t\n\t\n\n