Understanding LLM finetuning logs

[dotXem]

Hello there, I am trying to use Ludwig for a LLM finetuning task, and I have two questions regarding the training logs I get:

1. the loss value displayed when doing an epoch do not reflect the loss in the report at the end of the epoch
2. the generated examples after an epoch are complete gibberish, while doing generation at the end of the training works much better

Here is my config:

f"""
model_type: llm
base_model: {model_name}

input_features:
  - name: input
    type: text

output_features:
  - name: output
    type: text
"""+"""
prompt:
  template: |
    [INST] <<SYS>>
    You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
    Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
    Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
    Example: 
    Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
    Answer: -5
    <</SYS>>
    {input} [/INST]
generation:
  temperature: 0.1
  max_new_tokens: 4

adapter:
  type: lora

quantization:
  bits: 4

preprocessing:
  split:
    type: random
    probabilities:
    - 0.9 # train
    - 0.05 # val
    - 0.05 # test

trainer:
  type: finetune
  epochs: 5
  batch_size: 1
  eval_batch_size: 2
  gradient_accumulation_steps: 16
  learning_rate: 0.00001
  learning_rate_scheduler:
    warmup_fraction: 0.03
"""

The code that runs the training and does the inference afterwards (where qlora_fine_tuning_config is the config above):

model = LudwigModel(config=qlora_fine_tuning_config, logging_level=logging.INFO)
results = model.train(dataset=df)

predictions = model.predict(testset, generation_config={'temperature': 0.1, 'max_new_tokens': 4})[0]
for input_with_prediction in zip(testset['input'],predictions['output_response'],testset['output']):
  print(f"Input: {input_with_prediction[0]}")
  print(f"Generated Output: {input_with_prediction[1][0]}")
  print(f"Expected Output: {input_with_prediction[2]}")
  print("\n\n")

1. the loss value displayed when doing an epoch do not reflect the loss in the report at the end of the epoch

During the training of the epoch, loss is displayed with value of 0.169; but in the report it's a complete different value. What am I not understanding?

Training: 100%|█████████████████████████████████████| 4500/4500 [1:55:32<00:00, 1.56s/it, loss=0.169]

╒═══════════════════════╤════════════╤══════════════╤════════════╕
│                       │      train │   validation │       test │
╞═══════════════════════╪════════════╪══════════════╪════════════╡
│ bleu                  │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ char_error_rate       │   453.6102 │     432.1727 │   467.5882 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ loss                  │     1.8352 │       1.7845 │     1.7323 │

2. the generated examples after an epoch are complete gibberish, while doing generation at the end of the training works much better

Here are one generated example during evaluation step (all other examples look like this)

--------------------
Input: [INST] <<SYS>>
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5
<</SYS>>
Time: 11:00; Blue team gold advantage start: -6; Events: none. [/INST]
Output: #adALL
<_

 are a member of Legends player.
 are your chance of the game.  following in the players team is,, the end of the game, the blue that happened during the game , the start,

 advantage at the in the of gold.
 are expressed as the format:
<:`type target
 example, `blue killing means that the player player died a blue player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill, `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the death of the side that the.

swer the the team advantage of the blue team at the end of the minute following the format events.
 can be noted-.integeritive or negative).

:
1``1  = 10,00, Blue gold gold advantage at of 10 Events: ` p; red p,red p,red p,blue p,blue p, OutputOutputswer: 1
InputNAINST>>
:115:00
 BlueTeam gold advantage start: 1; Events: blue ->
1IMP] - -6 -
--------------------

It's nowhere close to what I am trying to achieve, but when doing inference after the training, I actually get decent results.

Input: Time: 29:00; Blue team gold advantage start: -71; Events: red p,blue p,blue p,blue p,red p,blue p,blue t.
Generated Output: -64
Expected Output: -48

Input: Time: 30:00; Blue team gold advantage start: -48; Events: blue t,blue b,red p.
Generated Output: -52
Expected Output: -26

Input: Time: 31:01; Blue team gold advantage start: -26; Events: red p,red i.
Generated Output: -30
Expected Output: -34

Input: Time: 32:01; Blue team gold advantage start: -34; Events: none.
Generated Output: -34
Expected Output: -35
```

Overall model seems to train, but the training metrics and logs seem to be completely off. Maybe you can shed some light into this?

[alexsherstinsky]

@dotXem Thank you for your question. Your configuration looks great, except for the prompt part:

"""
prompt:
  template: |
    [INST] <<SYS>>
    You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
    Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
    Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
    Example: 
    Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
    Answer: -5
    <</SYS>>
    {input} [/INST]

I do not see the ending """. Also, I do not see the place holder for the "target". For example, please check out the "prompt" section of the Ludwig configuration in this blog post.

Moreover, even after the above suggestions are incorporated, you may still see some fluctuations in the loss values during training; as long as the overall loss is generally decreased, the training is successful. Likewise, early on the predictions might not be so good, but when the training is completed, you should expect to see a "good" performance. However, even that is not so simple. You may have an imbalanced dataset, unclean labels, and a host of other issues limiting the model performance. So it is an ongoing work, until you are satisfied.

Thank you, and please let us know how it turns out.

[dotXem]

I do not see the ending """. Also, I do not see the place holder for the "target". For example, please check out the "prompt" section of the Ludwig configuration in this blog post.

The closing """ is located at the bottom. As for the placeholder for the "target", I believe I don't need one as it should be implicitly be at end of the prompt, where the generation is supposed to begin. In the blog post you mention, they don't have placeholder for the target.

[w4nderlust]

1. @arnavgarg1 can correct me if I'm wrong, but @dotXem the loss that you see i nthe bar is per each step, the one that you see at the end of the epoch is an average over the entire epoch. Meaning that it may start at, say 3, end at 0.18 and the average over each batch can end up being 1.8.

2. Over the course of the epochs the model improves, so it's not surprising that at the end of the first epoch it returns something that does not look good, but at the end of the entire process the outputs look reasonable. Have you looked at the output generated over all 5 epochs? They usually get better and better over the course of finetuning.

[dotXem]

Thank you for both your answers!

@arnavgarg1 can correct me if I'm wrong, but @dotXem the loss that you see i nthe bar is per each step, the one that you see at the end of the epoch is an average over the entire epoch. Meaning that it may start at, say 3, end at 0.18 and the average over each batch can end up being 1.8.

The training step loss that I showed you is from the last epoch, which resulted in a slight global loss decrease. So no, it's not coming from an average with the first steps having a high loss compared to the last ones (unless there is something going on with the scheduler?). That being said, is it possible that the global loss displayed at the end is just average the accumulation of the 16 steps (per the config) over the epoch? The global loss is roughly equal to 16 times the step loss.

Over the course of the epochs the model improves, so it's not surprising that at the end of the first epoch it returns something that does not look good, but at the end of the entire process the outputs look reasonable. Have you looked at the output generated over all 5 epochs? They usually get better and better over the course of finetuning.

The outputs were all from the last epoch. The validation step generation are roughly the same for all epochs, without noticeable improvements (except in the loss, but not in the generation). My issue is: just before the training stops (at the end of the last epoch), generation in the validation step is bad but generation using the predict function is good. Why is there such a discrepancy? Generation during validation step should be representative of the model capabilities if you were to stop the training at this checkpoint and start using the model outside of training.

[alexsherstinsky]

@dotXem I see the closing quotations now -- thank you. What I mean by placeholder is a prompt hint -- so that the target will follow that. Trying this may make the results perform better; otherwise, what you have is a normal situation. Thank you.

[dotXem]

Isn't that a prompt hint? Or maybe it's badly formatted?

    Example: 
    Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
    Answer: -5

[alexsherstinsky]

@dotXem Those are examples. Let us analyze the following prompt as an illustration:

prompt:
  template: |-
    Your task is a Named Entity Recognition (NER) task. Predict the category of
    each entity, then place the entity into the list associated with the 
    category in an output JSON payload. Below is an example:

    Input: EU rejects German call to boycott British lamb .
    Output: {{"person":
    [], "organization": ["EU"], "location": [], "miscellaneous": ["German",
    "British"]}}

    Now, complete the task.

    Input: {input}

   Output:

This prompt contains one Input/Output example. But then when it comes to the instruction, we have:

Input: {input}

Output:

This is where the model is prompted with the actual {input} value (provided dynamically), and then the Output: is expected -- as in: the prompt "nudges" the model, saying "this is where the output should go".

I hope that this helps. Thank you!

[w4nderlust]

Thank you for both your answers!

@arnavgarg1 can correct me if I'm wrong, but @dotXem the loss that you see i nthe bar is per each step, the one that you see at the end of the epoch is an average over the entire epoch. Meaning that it may start at, say 3, end at 0.18 and the average over each batch can end up being 1.8.

The training step loss that I showed you is from the last epoch, which resulted in a slight global loss decrease. So no, it's not coming from an average with the first steps having a high loss compared to the last ones (unless there is something going on with the scheduler?). That being said, is it possible that the global loss displayed at the end is just average the accumulation of the 16 steps (per the config) over the epoch? The global loss is roughly equal to 16 times the step loss.

Sorry not sure i understand what you are saying, and not sure I understand the role of the scheduler, can you help clarify? It doesn't really matter if it's the first or the 5th, the value reported in the cell in the table is the average over the entire epoch. Or are you implying that you believe the loss is accumulated and not averaged?

Over the course of the epochs the model improves, so it's not surprising that at the end of the first epoch it returns something that does not look good, but at the end of the entire process the outputs look reasonable. Have you looked at the output generated over all 5 epochs? They usually get better and better over the course of finetuning.

The outputs were all from the last epoch. The validation step generation are roughly the same for all epochs, without noticeable improvements (except in the loss, but not in the generation). My issue is: just before the training stops (at the end of the last epoch), generation in the validation step is bad but generation using the predict function is good. Why is there such a discrepancy? Generation during validation step should be representative of the model capabilities if you were to stop the training at this checkpoint and start using the model outside of training.

The examples generated at the last epochs may be different from the ones you get after training if the has been early stopping or the validation metric deemed a model at a different epoch better. Not sure that is the case for you though, can you share a screenshot of the tensorboard?

Anyway, i think both are things worth investigating. @alexsherstinsky @arnavgarg1 @justinxzhao

[dotXem]

Sorry not sure i understand what you are saying, and not sure I understand the role of the scheduler, can you help clarify?

Scheduler is here because of it was in the tutorial example I used. I'll try without it to see if there is any difference.

It doesn't really matter if it's the first or the 5th, the value reported in the cell in the table is the average over the entire epoch. Or are you implying that you believe the loss is accumulated and not averaged?

Not a strong belief, but that's what I was suggesting. My epoch loss is more than 10x the displayed step loss, which is weird to me.

The examples generated at the last epochs may be different from the ones you get after training if the has been early stopping or the validation metric deemed a model at a different epoch better.

Last epoch has the best validation loss, so is selected with early stopping.

can you share a screenshot of the tensorboard?

Not sure how to do that, but I can share the full training logs I currently have, displaying the 5 epochs logs.

PyTorch version 2.1.2 available.
Total number of examples in the dataset: 1000
% of examples that are self-sufficient: 0.0
% of examples that are need additional context: 9242.6
                 input  output  total
average           25.0     2.0   27.0
min               21.0     2.0   23.0
max               51.0     4.0   54.0
median            23.0     3.0   26.0
75th_percentile   27.0     3.0   30.0
90th_percentile   33.0     3.0   36.0
95th_percentile   36.0     4.0   39.0
99th_percentile   45.0     4.0   48.0

╒════════════════════════╕
│ EXPERIMENT DESCRIPTION │
╘════════════════════════╛

╒══════════════════╤══════════════════════════════════════════════════════════════════════════════════════╕
│ Experiment name  │ api_experiment                                                                       │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ Model name       │ run                                                                                  │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ Output directory │ /home/neo/llm-research/results/api_experiment_run_28                                 │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ ludwig_version   │ '0.9.2'                                                                              │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ command          │ 'live_forecasting_experiments/short_horizon_forecasting/finetune.py'                 │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ commit_hash      │ 'a73ab50ade80'                                                                       │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ random_seed      │ 42                                                                                   │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ data_format      │ "<class 'pandas.core.frame.DataFrame'>"                                              │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ torch_version    │ '2.1.2+cu121'                                                                        │
├──────────────────┼──────────────────────────────────────────────────────────────────────────────────────┤
│ compute          │ {   'arch_list': [   'sm_50',                                                        │
│                  │                      'sm_60',                                                        │
│                  │                      'sm_70',                                                        │
│                  │                      'sm_75',                                                        │
│                  │                      'sm_80',                                                        │
│                  │                      'sm_86',                                                        │
│                  │                      'sm_90'],                                                       │
│                  │     'devices': {   0: {   'device_capability': (6, 1),                               │
│                  │                           'device_properties': "_CudaDeviceProperties(name='NVIDIA " │
│                  │                                                "GeForce GTX 1080 Ti', major=6, "     │
│                  │                                                'minor=1, total_memory=11169MB, '     │
│                  │                                                'multi_processor_count=28)',          │
│                  │                           'gpu_type': 'NVIDIA GeForce GTX 1080 Ti'},                 │
│                  │                    1: {   'device_capability': (6, 1),                               │
│                  │                           'device_properties': "_CudaDeviceProperties(name='NVIDIA " │
│                  │                                                "GeForce GTX 1080 Ti', major=6, "     │
│                  │                                                'minor=1, total_memory=11172MB, '     │
│                  │                                                'multi_processor_count=28)',          │
│                  │                           'gpu_type': 'NVIDIA GeForce GTX 1080 Ti'}},                │
│                  │     'gencode_flags': '-gencode compute=compute_50,code=sm_50 -gencode '              │
│                  │                      'compute=compute_60,code=sm_60 -gencode '                       │
│                  │                      'compute=compute_70,code=sm_70 -gencode '                       │
│                  │                      'compute=compute_75,code=sm_75 -gencode '                       │
│                  │                      'compute=compute_80,code=sm_80 -gencode '                       │
│                  │                      'compute=compute_86,code=sm_86 -gencode '                       │
│                  │                      'compute=compute_90,code=sm_90',                                │
│                  │     'gpus_per_node': 2,                                                              │
│                  │     'num_nodes': 1}                                                                  │
╘══════════════════╧══════════════════════════════════════════════════════════════════════════════════════╛

╒═══════════════╕
│ LUDWIG CONFIG │
╘═══════════════╛

User-specified config (with upgrades):

{   'adapter': {'r': 16, 'type': 'lora'},
    'base_model': 'mistralai/Mistral-7B-v0.1',
    'generation': {'max_new_tokens': 4, 'temperature': 0.1},
    'input_features': [{'name': 'input', 'type': 'text'}],
    'ludwig_version': '0.9.2',
    'model_type': 'llm',
    'output_features': [{'name': 'output', 'type': 'text'}],
    'preprocessing': {'split': {'column': 'split', 'type': 'fixed'}},
    'prompt': {   'template': '### Instruction:\n'
                              'You are a League of Legends expert. Here is the '
                              'state of a game with the time, the blue team '
                              'gold advantage at the start of the time, the '
                              'events that happened in the next minute '
                              'following the time.\n'
                              'Gold advantage is expressed in hundreds of '
                              'gold. Events are encoded following the format: '
                              '`side event_type`. For instance, `blue p` means '
                              'that a blue player killed a red player. Here '
                              'are the possible event types: `p` for player '
                              'kill, `t` for tower kill, `i` for inhibitor '
                              'kill, `d` for drake kill, `r` for rift herald '
                              'kill, `b` for baron kill, `n` for nexus kill '
                              'which signifies that the game has ended by the '
                              'victory of the team destroying it.\n'
                              'Answer with the gold advantage of the blue team '
                              'at the end of the minute using the available '
                              'information. It should be single number '
                              '(positive or negative).\n'
                              'Example: \n'
                              'Input: Time: 15:00; Blue team gold advantage '
                              'start: 5; Events: blue r,blue p,red t,red '
                              'p,blue t,red t.\n'
                              'Answer: -5\n'
                              '\n'
                              '### Input:\n'
                              '{input}\n'
                              '\n'
                              '### Response:\n'},
    'quantization': {'bits': 4},
    'trainer': {   'batch_size': 1,
                   'epochs': 5,
                   'eval_batch_size': 2,
                   'gradient_accumulation_steps': 16,
                   'learning_rate': 1e-05,
                   'learning_rate_scheduler': {'warmup_fraction': 0.03},
                   'type': 'finetune'}}

Full config saved to:
/home/neo/llm-research/results/api_experiment_run_28/api_experiment/model/model_hyperparameters.json

╒═══════════════╕
│ PREPROCESSING │
╘═══════════════╛

No cached dataset found at /home/neo/llm-research/e2f5bed4d61811eeb6462c4d5444737f.training.hdf5. Preprocessing the dataset.
Using full dataframe
Building dataset (it may take a while)
Loaded HuggingFace implementation of mistralai/Mistral-7B-v0.1 tokenizer
No padding token found. Using '[PAD]' as the pad token.
Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.
Max length of feature 'None': 317 (without start and stop symbols)
Max sequence length is 317 for feature 'None'
Loaded HuggingFace implementation of mistralai/Mistral-7B-v0.1 tokenizer
No padding token found. Using '[PAD]' as the pad token.
Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.
Max length of feature 'output': 5 (without start and stop symbols)
Max sequence length is 5 for feature 'output'
Loaded HuggingFace implementation of mistralai/Mistral-7B-v0.1 tokenizer
No padding token found. Using '[PAD]' as the pad token.
Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.
Loaded HuggingFace implementation of mistralai/Mistral-7B-v0.1 tokenizer
No padding token found. Using '[PAD]' as the pad token.
Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.
Building dataset: DONE
Writing preprocessed training set cache to /home/neo/llm-research/e2f5bed4d61811eeb6462c4d5444737f.training.hdf5
Writing preprocessed validation set cache to /home/neo/llm-research/e2f5bed4d61811eeb6462c4d5444737f.validation.hdf5
Writing preprocessed test set cache to /home/neo/llm-research/e2f5bed4d61811eeb6462c4d5444737f.test.hdf5
Writing train set metadata to /home/neo/llm-research/e2f5bed4d61811eeb6462c4d5444737f.meta.json

Dataset Statistics
╒════════════╤═══════════════╤════════════════════╕
│ Dataset    │   Size (Rows) │ Size (In Memory)   │
╞════════════╪═══════════════╪════════════════════╡
│ Training   │           895 │ 209.89 Kb          │
├────────────┼───────────────┼────────────────────┤
│ Validation │            48 │ 11.38 Kb           │
├────────────┼───────────────┼────────────────────┤
│ Test       │            57 │ 13.48 Kb           │
╘════════════╧═══════════════╧════════════════════╛

╒═══════╕
│ MODEL │
╘═══════╛

Warnings and other logs:
Loading large language model...
Loading checkpoint shards: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:05<00:00,  2.66s/it]
Done.
No padding token found. Using '[PAD]' as the pad token.
Loaded HuggingFace implementation of mistralai/Mistral-7B-v0.1 tokenizer
No padding token found. Using '[PAD]' as the pad token.
==================================================
Trainable Parameter Summary For Fine-Tuning
Fine-tuning with adapter: lora
trainable params: 6,815,744 || all params: 7,248,547,840 || trainable%: 0.0940290959023318
==================================================

╒══════════╕
│ TRAINING │
╘══════════╛

Creating fresh model training run.
Training for 4475 step(s), approximately 5 epoch(s).
Early stopping policy: 5 round(s) of evaluation, or 4475 step(s), approximately 5 epoch(s).

Starting with step 0, epoch: 0
Training:  20%|█████████████████████████████                                                                                                                    | 895/4475 [21:18<1:28:38,  1.49s/it, loss=0.342]
Running evaluation for step: 895, epoch: 1
Evaluation valid: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 24/24 [00:30<00:00,  1.28s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 14:00; Blue team gold advantage start: 21; Events: blue p,blue t.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 15:00; Blue team gold advantage start: 1;; Events: blue p,red p,

### Output:
2 22
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 18:00; Blue team gold advantage start: 80; Events: blue t,blue d.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 15:00; Blue team gold advantage start: 1;0 Events: blue p,red t,

### Output:
8 89
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 24:00; Blue team gold advantage start: 133; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 10:00; Blue team gold advantage start: 10;7 Events: blue.

### Output:

 133
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 5:00; Blue team gold advantage start: 10; Events: blue d.

### Response:
Output: Question Question Question # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 1:00; Blue team gold advantage start: 10; Events: blue p,
An### Output:

 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 15:00; Blue team gold advantage start: -8; Events: none.

### Response:
Output: Question Question Question Question Question Question # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 15:00; Blue team gold advantage start: 5; Events: blue.
An### Output:
nex 1
--------------------
Evaluation test : 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 29/29 [00:36<00:00,  1.26s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: 0; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 1000; Blue team gold advantage start: 1; Events: blue.

### Output:
nex 0
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 9:00; Blue team gold advantage start: 6; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 1:00; Blue team gold advantage start: 1; Events: blue.

### Output:
nex 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 8:00; Blue team gold advantage start: 10; Events: red p.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 1:00; Blue team gold advantage start: 10; Events: blue p,

### Output:

 10
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 13:00; Blue team gold advantage start: 8; Events: none.

### Response:
Output: Question # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 15:00; Blue team gold advantage start: 1; Events: blue.
An### Output:
nex 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: -1; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage is the in gold of gold.
 are expressed as the format:
<:`type`
 example, `blue killenta means that the player player died a red player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. isifies the the game is ended. the blue of the side that the.

 event the the team advantage of the winning team at the end of the minute. the following events.
 is be expressed digit.integeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage:: 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: 1000; Blue team gold advantage start: 10 Events: blue.

### Output:
nex 00
--------------------
Evaluation took 1m 7.2616s

╒═══════════════════════╤════════════╤══════════════╤════════════╕
│                       │      train │   validation │       test │
╞═══════════════════════╪════════════╪══════════════╪════════════╡
│ bleu                  │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ char_error_rate       │   471.2124 │     477.8763 │   514.5795 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ loss                  │     9.7266 │       6.0057 │     6.0363 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ next_token_perplexity │ 28384.4883 │   27313.6094 │ 27228.3945 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ perplexity            │ 31495.6895 │   31433.6621 │ 31533.4688 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_fmeasure       │     0.0033 │       0.0022 │     0.0018 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_precision      │     0.0017 │       0.0011 │     0.0009 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_recall         │     0.2857 │       0.1875 │     0.1579 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_fmeasure       │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_precision      │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_recall         │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_fmeasure       │     0.0033 │       0.0022 │     0.0018 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_precision      │     0.0017 │       0.0011 │     0.0009 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_recall         │     0.2857 │       0.1875 │     0.1579 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_fmeasure    │     0.0033 │       0.0022 │     0.0018 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_precision   │     0.0017 │       0.0011 │     0.0009 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_recall      │     0.2857 │       0.1875 │     0.1579 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ sequence_accuracy     │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ token_accuracy        │     0.0001 │       0.0003 │     0.0001 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ word_error_rate       │   170.2679 │     172.7083 │   172.4561 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ combined_loss         │     9.7266 │       6.0057 │     6.0363 │
╘═══════════════════════╧════════════╧══════════════╧════════════╛
Evaluation validation metric: 'output' 'loss' improved.
'output' 'loss' decreased by inf.
New best model saved.

Training:  40%|█████████████████████████████████████████████████████████▌                                                                                      | 1790/4475 [44:07<1:07:45,  1.51s/it, loss=0.107]
Running evaluation for step: 1790, epoch: 2
Evaluation valid: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 24/24 [00:30<00:00,  1.29s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 14:00; Blue team gold advantage start: 21; Events: blue p,blue t.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 1;; Events: blue p,red p,

### Output:
 38
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 18:00; Blue team gold advantage start: 80; Events: blue t,blue d.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 1;; Events: blue p,red p,

### Output:
 99
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 24:00; Blue team gold advantage start: 133; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string10:00; Blue team gold advantage start: 10;; Events: blue.

### Output:
 133
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 5:00; Blue team gold advantage start: 10; Events: blue d.

### Response:
Output: kennis kennis kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1:00; Blue team gold advantage start: 10; Events: blue p,

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 15:00; Blue team gold advantage start: -8; Events: none.

### Response:
Output: Question Question Question Question Question Question # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 5; Events: blue.

### Output:
 -7 -
--------------------
Evaluation test : 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 29/29 [00:36<00:00,  1.26s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: 0; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1000; Blue team gold advantage start: 1; Events: blue.

### Output:
 0 -
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 9:00; Blue team gold advantage start: 6; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 6
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 8:00; Blue team gold advantage start: 10; Events: red p.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1:00; Blue team gold advantage start: 10; Events: blue p,

### Output:
 60
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 13:00; Blue team gold advantage start: 8; Events: none.

### Response:
Output: kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: -1; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressednoitive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1000; Blue team gold advantage start: 10 Events: blue.

### Output:
 -0 -
--------------------
Evaluation took 1m 7.4736s

╒═══════════════════════╤════════════╤══════════════╤════════════╕
│                       │      train │   validation │       test │
╞═══════════════════════╪════════════╪══════════════╪════════════╡
│ bleu                  │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ char_error_rate       │   481.6937 │     485.8454 │   522.8131 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ loss                  │     2.7798 │       1.9440 │     1.9213 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ next_token_perplexity │ 23885.5215 │   20355.8770 │ 20294.5156 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ perplexity            │ 31519.6348 │   31456.5742 │ 31560.3652 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_fmeasure       │     0.0036 │       0.0031 │     0.0031 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_precision      │     0.0018 │       0.0016 │     0.0015 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_recall         │     0.3036 │       0.2708 │     0.2632 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_fmeasure       │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_precision      │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_recall         │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_fmeasure       │     0.0036 │       0.0031 │     0.0031 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_precision      │     0.0018 │       0.0016 │     0.0015 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_recall         │     0.3036 │       0.2708 │     0.2632 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_fmeasure    │     0.0036 │       0.0031 │     0.0031 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_precision   │     0.0018 │       0.0016 │     0.0015 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_recall      │     0.3036 │       0.2708 │     0.2632 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ sequence_accuracy     │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ token_accuracy        │     0.0002 │       0.0006 │     0.0002 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ word_error_rate       │   170.9464 │     174.1667 │   173.8246 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ combined_loss         │     2.7798 │       1.9440 │     1.9213 │
╘═══════════════════════╧════════════╧══════════════╧════════════╛
Evaluation validation metric: 'output' 'loss' improved.
'output' 'loss' decreased by 4.062.
New best model saved.

Training:  60%|█████████████████████████████████████████████████████████████████████████████████████▊                                                         | 2685/4475 [1:07:02<45:09,  1.51s/it, loss=0.0901]
Running evaluation for step: 2685, epoch: 3
Evaluation valid: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 24/24 [00:31<00:00,  1.29s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 14:00; Blue team gold advantage start: 21; Events: blue p,blue t.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 1;; Events: blue p,red p,

### Output:
 38
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 18:00; Blue team gold advantage start: 80; Events: blue t,blue d.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 1;; Events: blue p,blue t,

### Output:
 89
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 24:00; Blue team gold advantage start: 133; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string10:00; Blue team gold advantage start: 10;; Events: blue.

### Output:
 133
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 5:00; Blue team gold advantage start: 10; Events: blue d.

### Response:
Output: kennis kennis kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1:00; Blue team gold advantage start: 10; Events: blue p,
###### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 15:00; Blue team gold advantage start: -8; Events: none.

### Response:
Output: Question Question Question Question Question Question # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 -1 -
--------------------
Evaluation test : 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 29/29 [00:36<00:00,  1.27s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: 0; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1000; Blue team gold advantage start: 1; Events: blue.

### Output:
 -0 -
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 9:00; Blue team gold advantage start: 6; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 6
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 8:00; Blue team gold advantage start: 10; Events: red p.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1:00; Blue team gold advantage start: 10; Events: blue p,

### Output:
 50
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 13:00; Blue team gold advantage start: 8; Events: none.

### Response:
Output: kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string15:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: -1; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types:
p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the team of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time: string1000; Blue team gold advantage start: 1; Events: blue.

### Output:
 -0 -
--------------------
Evaluation took 1m 7.8569s

╒═══════════════════════╤════════════╤══════════════╤════════════╕
│                       │      train │   validation │       test │
╞═══════════════════════╪════════════╪══════════════╪════════════╡
│ bleu                  │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ char_error_rate       │   432.5280 │     488.3918 │   526.0468 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ loss                  │     1.7603 │       1.8340 │     1.8082 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ next_token_perplexity │ 19471.1836 │   19621.1191 │ 19613.5645 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ perplexity            │ 31403.7285 │   31484.3359 │ 31587.8867 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_fmeasure       │     0.0025 │       0.0032 │     0.0029 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_precision      │     0.0013 │       0.0016 │     0.0014 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_recall         │     0.2143 │       0.2708 │     0.2456 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_fmeasure       │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_precision      │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_recall         │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_fmeasure       │     0.0025 │       0.0032 │     0.0029 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_precision      │     0.0013 │       0.0016 │     0.0014 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_recall         │     0.2143 │       0.2708 │     0.2456 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_fmeasure    │     0.0025 │       0.0032 │     0.0029 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_precision   │     0.0013 │       0.0016 │     0.0014 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_recall      │     0.2143 │       0.2708 │     0.2456 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ sequence_accuracy     │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ token_accuracy        │     0.0002 │       0.0003 │     0.0003 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ word_error_rate       │   171.6964 │     174.1667 │   173.8772 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ combined_loss         │     1.7603 │       1.8340 │     1.8082 │
╘═══════════════════════╧════════════╧══════════════╧════════════╛
Evaluation validation metric: 'output' 'loss' improved.
'output' 'loss' decreased by 0.11.
New best model saved.

Training:  80%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                            | 3580/4475 [1:30:06<22:36,  1.52s/it, loss=0.0971]
Running evaluation for step: 3580, epoch: 4
Evaluation valid: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 24/24 [00:31<00:00,  1.30s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 14:00; Blue team gold advantage start: 21; Events: blue p,blue t.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1;; Events: blue p,red p,

### Output:
 28
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 18:00; Blue team gold advantage start: 80; Events: blue t,blue d.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1;; Events: blue p,blue p,

### Output:
 89
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 24:00; Blue team gold advantage start: 133; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string10:00; Blue team gold advantage start: 10;; Events: blue.

### Output:
 133
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 5:00; Blue team gold advantage start: 10; Events: blue d.

### Response:
Output: kennis kennis kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1:00; Blue team gold advantage start: 10; Events: blue p,
###### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 15:00; Blue team gold advantage start: -8; Events: none.

### Response:
Output: Question Question Question Question Question Question # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 -1 -
--------------------
Evaluation test : 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 29/29 [00:37<00:00,  1.28s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: 0; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1000; Blue team gold advantage start: 1; Events: blue.

### Output:
 0 -
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 9:00; Blue team gold advantage start: 6; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 8:00; Blue team gold advantage start: 10; Events: red p.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1:00; Blue team gold advantage start: 10; Events: blue p,

### Output:
 40
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 13:00; Blue team gold advantage start: 8; Events: none.

### Response:
Output: kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: -1; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1000; Blue team gold advantage start: 10 Events: blue.

### Output:
 -0 -
--------------------
Evaluation took 1m 8.3839s

╒═══════════════════════╤════════════╤══════════════╤════════════╕
│                       │      train │   validation │       test │
╞═══════════════════════╪════════════╪══════════════╪════════════╡
│ bleu                  │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ char_error_rate       │   491.6091 │     488.4124 │   525.6262 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ loss                  │     1.7413 │       1.8139 │     1.7478 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ next_token_perplexity │ 19025.1055 │   19402.7930 │ 19295.9102 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ perplexity            │ 31660.9609 │   31471.3984 │ 31584.2109 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_fmeasure       │     0.0029 │       0.0024 │     0.0025 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_precision      │     0.0015 │       0.0012 │     0.0012 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_recall         │     0.2500 │       0.2083 │     0.2105 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_fmeasure       │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_precision      │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_recall         │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_fmeasure       │     0.0029 │       0.0024 │     0.0025 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_precision      │     0.0015 │       0.0012 │     0.0012 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_recall         │     0.2500 │       0.2083 │     0.2105 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_fmeasure    │     0.0029 │       0.0024 │     0.0025 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_precision   │     0.0015 │       0.0012 │     0.0012 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_recall      │     0.2500 │       0.2083 │     0.2105 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ sequence_accuracy     │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ token_accuracy        │     0.0001 │       0.0001 │     0.0002 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ word_error_rate       │   170.4643 │     173.2083 │   172.8772 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ combined_loss         │     1.7413 │       1.8139 │     1.7478 │
╘═══════════════════════╧════════════╧══════════════╧════════════╛
Evaluation validation metric: 'output' 'loss' improved.
'output' 'loss' decreased by 0.02.
New best model saved.

Training: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4475/4475 [1:53:17<00:00,  1.53s/it, loss=0.0848]
Running evaluation for step: 4475, epoch: 5
Evaluation valid: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 24/24 [00:31<00:00,  1.31s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 14:00; Blue team gold advantage start: 21; Events: blue p,blue t.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1;; Events: blue p,red p,

### Output:
 38
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 18:00; Blue team gold advantage start: 80; Events: blue t,blue d.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1;; Events: blue p,blue p,

### Output:
 89
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 24:00; Blue team gold advantage start: 133; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string10:00; Blue team gold advantage start: 10;; Events: blue.

### Output:
 133
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 5:00; Blue team gold advantage start: 10; Events: blue d.

### Response:
Output: kennis kennis kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1:00; Blue team gold advantage start: 10; Events: blue p,

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 15:00; Blue team gold advantage start: -8; Events: none.

### Response:
Output: Question Question Question Question Question Question # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 -1 -
--------------------
Evaluation test : 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 29/29 [00:37<00:00,  1.28s/it]
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: 0; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1000; Blue team gold advantage start: 1; Events: blue.

### Output:
 0
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 9:00; Blue team gold advantage start: 6; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 8:00; Blue team gold advantage start: 10; Events: red p.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1:00; Blue team gold advantage start: 10; Events: blue p,

### Output:
 3
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 13:00; Blue team gold advantage start: 8; Events: none.

### Response:
Output: kennis # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string15:00; Blue team gold advantage start: 1; Events: blue.

### Output:
 1
--------------------
Input: ### Instruction:
You are a League of Legends expert. Here is the state of a game with the time, the blue team gold advantage at the start of the time, the events that happened in the next minute following the time.
Gold advantage is expressed in hundreds of gold. Events are encoded following the format: `side event_type`. For instance, `blue p` means that a blue player killed a red player. Here are the possible event types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `d` for drake kill, `r` for rift herald kill, `b` for baron kill, `n` for nexus kill which signifies that the game has ended by the victory of the team destroying it.
Answer with the gold advantage of the blue team at the end of the minute using the available information. It should be single number (positive or negative).
Example:
Input: Time: 15:00; Blue team gold advantage start: 5; Events: blue r,blue p,red t,red p,blue t,red t.
Answer: -5

### Input:
Time: 2:00; Blue team gold advantage start: -1; Events: none.

### Response:
Output: # Theructionsal

 are given program of Legends player. You is a list of the game:  following in the number team and,, the end of the game, the blue that happened during the game , the start,

 advantage at the in gold of gold.
 are expressed as this following:
<:`type`
 example, `blue killenta means that the player player died a player player.
 is the possible events types: `p` for player kill, `t` for tower kill, `i` for inhibitor kill, `b` for dragonrake kill, `b` for redift herald kill. `b` for baron kill. `s` for nexus kill. endsifies the the game is ended. the side of the side that the.

 example the the team advantage of the team team at the end of the minute. the following events.
 is be expressed digit expressedintegeritive or negative)

:
1``:
: 10,00, Blue gold gold advantage: of 10 Events: ` p, red p,red p,blue p,blue p,blue p,
Outputswer: 1 (
### Test:
Time:string1000; Blue team gold advantage start: 10 Events: blue.

### Output:
 -0
--------------------
Evaluation took 1m 8.6408s

╒═══════════════════════╤════════════╤══════════════╤════════════╕
│                       │      train │   validation │       test │
╞═══════════════════════╪════════════╪══════════════╪════════════╡
│ bleu                  │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ char_error_rate       │   508.9057 │     488.0825 │   525.5421 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ loss                  │     1.7113 │       1.8064 │     1.7509 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ next_token_perplexity │ 19036.0352 │   19212.2402 │ 19268.5391 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ perplexity            │ 31608.0762 │   31474.4590 │ 31587.5234 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_fmeasure       │     0.0040 │       0.0027 │     0.0023 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_precision      │     0.0020 │       0.0013 │     0.0011 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge1_recall         │     0.3393 │       0.2292 │     0.1930 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_fmeasure       │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_precision      │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rouge2_recall         │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_fmeasure       │     0.0040 │       0.0027 │     0.0023 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_precision      │     0.0020 │       0.0013 │     0.0011 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeL_recall         │     0.3393 │       0.2292 │     0.1930 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_fmeasure    │     0.0040 │       0.0027 │     0.0023 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_precision   │     0.0020 │       0.0013 │     0.0011 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ rougeLsum_recall      │     0.3393 │       0.2292 │     0.1930 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ sequence_accuracy     │     0.0000 │       0.0000 │     0.0000 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ token_accuracy        │     0.0001 │       0.0003 │     0.0002 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ word_error_rate       │   169.9643 │     173.1042 │   172.8421 │
├───────────────────────┼────────────┼──────────────┼────────────┤
│ combined_loss         │     1.7113 │       1.8064 │     1.7509 │
╘═══════════════════════╧════════════╧══════════════╧════════════╛
Evaluation validation metric: 'output' 'loss' improved.
'output' 'loss' decreased by 0.007.
New best model saved.

Training: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4475/4475 [1:54:26<00:00,  1.53s/it, loss=0.0848]

╒═════════════════╕
│ TRAINING REPORT │
╘═════════════════╛

╒══════════════════════════════╤════════════════════╕
│ Validation feature           │ output             │
├──────────────────────────────┼────────────────────┤
│ Validation metric            │ loss               │
├──────────────────────────────┼────────────────────┤
│ Best model step              │ 4475               │
├──────────────────────────────┼────────────────────┤
│ Best model epoch             │ 6                  │
├──────────────────────────────┼────────────────────┤
│ Best model's validation loss │ 1.8063879013061523 │
├──────────────────────────────┼────────────────────┤
│ Best model's test loss       │ 1.750949740409851  │
╘══════════════════════════════╧════════════════════╛

Finished: api_experiment_run
Saved to: /home/neo/llm-research/results/api_experiment_run_28

╒══════════╕
│ FINISHED │
╘══════════╛

Loaded HuggingFace implementation of mistralai/Mistral-7B-v0.1 tokenizer
No padding token found. Using '[PAD]' as the pad token.
Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.
Prediction: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:20<00:00, 20.22s/it]
Loaded HuggingFace implementation of mistralai/Mistral-7B-v0.1 tokenizer
No padding token found. Using '[PAD]' as the pad token.
/home/neo/miniconda3/envs/ludwig/lib/python3.10/site-packages/ludwig/features/feature_utils.py:102: RuntimeWarning: divide by zero encountered in log
  return np.sum(np.log(sequence_probabilities))
Finished predicting in: 21.36s.
Input: Time: 2:00; Blue team gold advantage start: 0; Events: none.
Generated Output: 0
Expected Output: 3



Input: Time: 3:00; Blue team gold advantage start: 1; Events: none.
Generated Output: 0
Expected Output: 2



Input: Time: 24:00; Blue team gold advantage start: 56; Events: none.
Generated Output: 56
Expected Output: 61



Input: Time: 19:00; Blue team gold advantage start: -8; Events: red p,red t,blue t.
Generated Output: -16
Expected Output: -11



Input: Time: 3:00; Blue team gold advantage start: 0; Events: none.
Generated Output: 0
Expected Output: 2



Input: Time: 27:00; Blue team gold advantage start: 95; Events: blue t,blue i.
Generated Output: 10
Expected Output: 97



Input: Time: 19:00; Blue team gold advantage start: -18; Events: red p,red t.
Generated Output: -29
Expected Output: -28



Input: Time: 15:00; Blue team gold advantage start: 16; Events: blue t.
Generated Output: 22
Expected Output: 19



Input: Time: 17:00; Blue team gold advantage start: 11; Events: blue t,red p,red p,blue p.
Generated Output: 11
Expected Output: 8



Input: Time: 3:00; Blue team gold advantage start: -1; Events: none.
Generated Output: -2
Expected Output: -3



Input: Time: 5:00; Blue team gold advantage start: 1; Events: none.
Generated Output: 0
Expected Output: 8



Input: Time: 13:00; Blue team gold advantage start: 8; Events: none.
Generated Output: 10
Expected Output: 8



Input: Time: 10:00; Blue team gold advantage start: -5; Events: none.
Generated Output: -4
Expected Output: -9



Input: Time: 30:15; Blue team gold advantage start: -92; Events: red n.
Generated Output: -92
Expected Output: -92



Input: Time: 23:00; Blue team gold advantage start: 64; Events: red p,red t.
Generated Output: 57
Expected Output: 51



Input: Time: 31:01; Blue team gold advantage start: 42; Events: blue t.
Generated Output: 49
Expected Output: 49



Input: Time: 10:00; Blue team gold advantage start: 13; Events: none.
Generated Output: 10
Expected Output: 15



Input: Time: 2:00; Blue team gold advantage start: -1; Events: none.
Generated Output: -1
Expected Output: 1



Input: Time: 28:00; Blue team gold advantage start: 65; Events: blue t.
Generated Output: 72
Expected Output: 70



Input: Time: 22:00; Blue team gold advantage start: 30; Events: none.
Generated Output: 28
Expected Output: 32