From 9bc2b34d33b2e285b2af7f5dcb213963383ae736 Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sat, 20 Jul 2024 09:28:44 +0800 Subject: [PATCH 01/17] update LMFE to 0.10.4 --- README.md | 5 +++-- requirements.txt | 2 +- results/results.pkl | Bin 557129 -> 355107 bytes 3 files changed, 4 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index e872bc4..f4fb9c0 100644 --- a/README.md +++ b/README.md @@ -13,18 +13,19 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langchain, LlamaIndex, Fructose, Marvin, Outlines, LMFormatEnforcer, etc on tasks like multi-label classification, named entity recognition, synthetic data generation, etc. -## ๐Ÿ† Benchmark Results [2024-07-06] +## ๐Ÿ† Benchmark Results [2024-07-20] 1. Multi-label classification | Framework | Model | Reliability | Latency p95 (s) | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:| | [Fructose](https://github.com/bananaml/fructose) | gpt-3.5-turbo-0125 | 1.000 | 0.869 | | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.977 | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994 | | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-3.5-turbo-0125 | 0.997 | 0.838 | | [Mirascope](https://github.com/mirascope/mirascope) | gpt-3.5-turbo-0125 | 0.995 | 1.280 | | [Instructor](https://github.com/jxnl/instructor) | gpt-3.5-turbo-0125 | 0.992 | 1.299 | | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-3.5-turbo-0125 | 0.971 | 1.151 | - | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.950 | 7.248 | + ## ๐Ÿงช Benchmark methodology diff --git a/requirements.txt b/requirements.txt index c91f5a2..f837049 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,7 +4,7 @@ datasets==2.19.1 fructose==0.0.13 instructor==1.3.3 llama-index==0.10.45 -lm-format-enforcer==0.10.3 +lm-format-enforcer==0.10.4 loguru==0.7.2 marvin==2.3.4 mirascope==0.18.1 diff --git a/results/results.pkl b/results/results.pkl index 5ef63c403603477b609bd2e22ff66c3d63f52058..38523710a8d96dad568b28ecb4fa520a5875ee4f 100644 GIT binary patch literal 355107 zcmeEv2Y6If^L{`O>0P>@fD~!c#6}{PfE5)i2to*fO(?;HV)@W3SRsl93t%s(sE7*K zHTH&L`}6|^vbXMTfCK^vi29#1@0@$H$p*nMw(tMT!;|}-cjnBQGiOe@cf($z+FezX zswAnOSqnPnH6Ai0cUsQ$^l8~Sr{$zg&X}2S)P`bPL}I&#kA?; zGPB2KXHQ&^SCfee6tx9;wNyLl+2hA&P@$ghmUOljYfhe?o0(1y%%qk=89Af1@Upbg z4YI9oJ#Ei6=QBo_o02;plo{>FiIt6<2^l8+?hOjU$ zGj~$vL<)E=S*=TU#$}ApoRZ0Dl2^~~igdJb+*qWC(xyxxQ+0B)(=%zjM5#g0{6ug2pupw8-}p*2bQBozWomXV z1;0^T$FtR#Eyz2BdO4ZKk2;J|rHskUrmAU^(sCy2UerNJPlTE%@{rc|!y?k#Xy$}! zhH8ashw6mthU$gthZ=+$h8l$$hnj?%h7Jui3pEe52(=8g3bhWk2^|({8)_FiJaj~; zeW*jIW9Z0Gr%>lmmr&QxQK4?3?x7x`o}pf$qeHzzeL{Uh{X+di$Akuij^$Q5ll{hJ z(4W)tpVLZficVwdW9Kq`EZgr4tXCAbBPf>rMEj4x?P%oU?d!Jta;pdaTi5SQeQg

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stephenleo Date: Sat, 20 Jul 2024 12:56:27 +0800 Subject: [PATCH 02/17] updating to gpt-40-mini and adding modelsmith --- README.md | 18 +++++++++-------- config.yaml | 21 +++++++++++++++----- frameworks/__init__.py | 1 + frameworks/modelsmith_framework.py | 27 ++++++++++++++++++++++++++ main.py | 21 ++++++++++++++------ requirements.txt | 13 +++++++------ results/FructoseFramework.pkl | Bin 0 -> 79031 bytes results/InstructorFramework.pkl | Bin 0 -> 22686 bytes results/LMFormatEnforcerFramework.pkl | Bin 0 -> 187480 bytes results/LlamaIndexFramework.pkl | Bin 0 -> 139343 bytes results/MarvinFramework.pkl | Bin 0 -> 106515 bytes results/MirascopeFramework.pkl | Bin 0 -> 52318 bytes results/ModelsmithFramework.pkl | Bin 0 -> 189682 bytes results/OutlinesFramework.pkl | Bin 0 -> 162820 bytes results/results.pkl | Bin 355107 -> 0 bytes 15 files changed, 76 insertions(+), 25 deletions(-) create mode 100644 frameworks/modelsmith_framework.py create mode 100644 results/FructoseFramework.pkl create mode 100644 results/InstructorFramework.pkl create mode 100644 results/LMFormatEnforcerFramework.pkl create mode 100644 results/LlamaIndexFramework.pkl create mode 100644 results/MarvinFramework.pkl create mode 100644 results/MirascopeFramework.pkl create mode 100644 results/ModelsmithFramework.pkl create mode 100644 results/OutlinesFramework.pkl delete mode 100644 results/results.pkl diff --git a/README.md b/README.md index f4fb9c0..504277b 100644 --- a/README.md +++ b/README.md @@ -18,14 +18,16 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc 1. Multi-label classification | Framework | Model | Reliability | Latency p95 (s) | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:| - | [Fructose](https://github.com/bananaml/fructose) | gpt-3.5-turbo-0125 | 1.000 | 0.869 | - | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.977 | - | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994 | - | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-3.5-turbo-0125 | 0.997 | 0.838 | - | [Mirascope](https://github.com/mirascope/mirascope) | gpt-3.5-turbo-0125 | 0.995 | 1.280 | - | [Instructor](https://github.com/jxnl/instructor) | gpt-3.5-turbo-0125 | 0.992 | 1.299 | - | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-3.5-turbo-0125 | 0.971 | 1.151 | - + | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.096 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 1.523 | + | [Fructose](https://github.com/bananaml/fructose) | gpt-4o-mini-2024-07-18 | 1.000 | 2.256 | + | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.891 * | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994 * | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.999 | 0.936 | + | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.999 | 1.333 | + | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.998 | 1.722 | + +* NVIDIA GeForce RTX 4080 Super GPU ## ๐Ÿงช Benchmark methodology diff --git a/config.yaml b/config.yaml index 348efce..3b02cb6 100644 --- a/config.yaml +++ b/config.yaml @@ -3,7 +3,7 @@ InstructorFramework: n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" - llm_model: "gpt-3.5-turbo-0125" + llm_model: "gpt-4o-mini-2024-07-18" llm_model_family: "openai" retries: 2 source_data_pickle_path: "data/multilabel_classification.pkl" @@ -14,7 +14,7 @@ MirascopeFramework: n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" - llm_model: "gpt-3.5-turbo-0125" + llm_model: "gpt-4o-mini-2024-07-18" llm_model_family: "openai" retries: 2 source_data_pickle_path: "data/multilabel_classification.pkl" @@ -25,7 +25,7 @@ FructoseFramework: n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" - llm_model: "gpt-3.5-turbo-0125" + llm_model: "gpt-4o-mini-2024-07-18" llm_model_family: "openai" retries: 0 # Fructose has no retry parameter source_data_pickle_path: "data/multilabel_classification.pkl" @@ -36,7 +36,7 @@ MarvinFramework: n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" - llm_model: "gpt-3.5-turbo-0125" + llm_model: "gpt-4o-mini-2024-07-18" llm_model_family: "openai" retries: 0 # Marvin has no retry parameter source_data_pickle_path: "data/multilabel_classification.pkl" @@ -47,7 +47,7 @@ LlamaIndexFramework: n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" - llm_model: "gpt-3.5-turbo-0125" + llm_model: "gpt-4o-mini-2024-07-18" llm_model_family: "openai" retries: 0 # LlamaIndex has no retry parameter source_data_pickle_path: "data/multilabel_classification.pkl" @@ -74,4 +74,15 @@ LMFormatEnforcerFramework: retries: 0 source_data_pickle_path: "data/multilabel_classification.pkl" max_length: 4096 + # sample_rows: 2 + +ModelsmithFramework: + - name: "multilabel_classification" + n_runs: 10 + init_kwargs: + prompt: "Classify the following text: {text}" + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 2 + source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 \ No newline at end of file diff --git a/frameworks/__init__.py b/frameworks/__init__.py index aaa6f94..846614f 100644 --- a/frameworks/__init__.py +++ b/frameworks/__init__.py @@ -7,6 +7,7 @@ from frameworks.lm_format_enforcer_framework import LMFormatEnforcerFramework from frameworks.marvin_framework import MarvinFramework from frameworks.mirascope_framework import MirascopeFramework +from frameworks.modelsmith_framework import ModelsmithFramework from frameworks.outlines_framework import OutlinesFramework diff --git a/frameworks/modelsmith_framework.py b/frameworks/modelsmith_framework.py new file mode 100644 index 0000000..2b959ee --- /dev/null +++ b/frameworks/modelsmith_framework.py @@ -0,0 +1,27 @@ +from typing import Any + +from modelsmith import Forge, OpenAIModel + +from frameworks.base import BaseFramework, experiment + + +class ModelsmithFramework(BaseFramework): + def __init__(self, *args, **kwargs) -> None: + super().__init__(*args, **kwargs) + + self.forge = Forge( + model=OpenAIModel(self.llm_model), + response_model=self.response_model, + max_retries=self.retries, + ) + + def run( + self, n_runs: int, expected_response: Any, inputs: dict + ) -> tuple[list[Any], float, float]: + @experiment(n_runs=n_runs, expected_response=expected_response) + def run_experiment(inputs): + response = self.forge.generate(user_input=self.prompt.format(**inputs)) + return response + + predictions, percent_successful, accuracy, latencies = run_experiment(inputs) + return predictions, percent_successful, accuracy, latencies diff --git a/main.py b/main.py index f71232d..7efa645 100644 --- a/main.py +++ b/main.py @@ -1,3 +1,4 @@ +import os import pickle import torch @@ -58,16 +59,24 @@ def run_benchmark(config_path: str = "config.yaml"): results[config_key][config_name] = run_results - # logger.info(f"Results:\n{results}") + # logger.info(f"Results:\n{results}") - with open("results/results.pkl", "wb") as file: - pickle.dump(results, file) + with open(f"results/{config_key}.pkl", "wb") as file: + pickle.dump(results, file) + logger.info(f"Results saved to results/{config_key}.pkl") @app.command() -def generate_results(results_data_pickle_path: str = "results/results.pkl"): - with open(results_data_pickle_path, "rb") as file: - results = pickle.load(file) +def generate_results(results_data_path: str = "./results"): + + # Combine results from different frameworks + results = {} + for file_name in os.listdir(results_data_path): + if file_name.endswith(".pkl"): + file_path = os.path.join(results_data_path, file_name) + with open(file_path, "rb") as file: + framework_results = pickle.load(file) + results.update(framework_results) # Reliability percent_successful = { diff --git a/requirements.txt b/requirements.txt index f837049..bd837b3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,15 +2,16 @@ accelerate==0.31.0 bitsandbytes==0.43.1 datasets==2.19.1 fructose==0.0.13 -instructor==1.3.3 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zB==Q%bv7@R$%<)oHwz%Bh5rF!GVTf>llGYf!K7~q^eO~GWWMHM6+zbg001mKzV(NS zWb5CZq9W+lmcR?~7G!QsBId!jfPk{_`ojZlFF@WWOD?{^`vHmekx&ZQu%$qMFFoa%GxZMPi86{)-=@JEQKydxKSP*pdz*R6)pC+c~P6FLG`7!D4 zS8WIev?tK_0Shu?zwiUV(i8VRWRq;d0XepTHPE(Q7Re-b8LuFy)0LPyUjhODII+)m z0`ZslC6n;sRjLGu2{{5_>Gi*y?w4%bku4Sk#mP1a>R=Y5QMDspWL$X6JVLKh%q;{{R30 From f5ad39c9f5ac4f20705158754464e90590ef8da7 Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sat, 20 Jul 2024 18:17:29 +0800 Subject: [PATCH 03/17] moving multilabel_classification results --- .../FructoseFramework.pkl | Bin .../InstructorFramework.pkl | Bin .../LMFormatEnforcerFramework.pkl | Bin .../LlamaIndexFramework.pkl | Bin .../MarvinFramework.pkl | Bin .../MirascopeFramework.pkl | Bin .../ModelsmithFramework.pkl | Bin .../OutlinesFramework.pkl | Bin 8 files changed, 0 insertions(+), 0 deletions(-) rename results/{ => multilabel_classification}/FructoseFramework.pkl (100%) rename results/{ => multilabel_classification}/InstructorFramework.pkl (100%) rename results/{ => multilabel_classification}/LMFormatEnforcerFramework.pkl (100%) rename results/{ => multilabel_classification}/LlamaIndexFramework.pkl (100%) rename results/{ => multilabel_classification}/MarvinFramework.pkl (100%) rename results/{ => multilabel_classification}/MirascopeFramework.pkl (100%) rename results/{ => multilabel_classification}/ModelsmithFramework.pkl (100%) rename results/{ => multilabel_classification}/OutlinesFramework.pkl (100%) diff --git a/results/FructoseFramework.pkl b/results/multilabel_classification/FructoseFramework.pkl similarity index 100% rename from results/FructoseFramework.pkl rename to results/multilabel_classification/FructoseFramework.pkl diff --git a/results/InstructorFramework.pkl b/results/multilabel_classification/InstructorFramework.pkl similarity index 100% rename from results/InstructorFramework.pkl rename to results/multilabel_classification/InstructorFramework.pkl diff --git a/results/LMFormatEnforcerFramework.pkl b/results/multilabel_classification/LMFormatEnforcerFramework.pkl similarity index 100% rename from results/LMFormatEnforcerFramework.pkl rename to results/multilabel_classification/LMFormatEnforcerFramework.pkl diff --git a/results/LlamaIndexFramework.pkl b/results/multilabel_classification/LlamaIndexFramework.pkl similarity index 100% rename from results/LlamaIndexFramework.pkl rename to results/multilabel_classification/LlamaIndexFramework.pkl diff --git a/results/MarvinFramework.pkl b/results/multilabel_classification/MarvinFramework.pkl similarity index 100% rename from results/MarvinFramework.pkl rename to results/multilabel_classification/MarvinFramework.pkl diff --git a/results/MirascopeFramework.pkl b/results/multilabel_classification/MirascopeFramework.pkl similarity index 100% rename from results/MirascopeFramework.pkl rename to results/multilabel_classification/MirascopeFramework.pkl diff --git a/results/ModelsmithFramework.pkl b/results/multilabel_classification/ModelsmithFramework.pkl similarity index 100% rename from results/ModelsmithFramework.pkl rename to results/multilabel_classification/ModelsmithFramework.pkl diff --git a/results/OutlinesFramework.pkl b/results/multilabel_classification/OutlinesFramework.pkl similarity index 100% rename from results/OutlinesFramework.pkl rename to results/multilabel_classification/OutlinesFramework.pkl From 31eb63fb3951289727ae6870f005c9129f694814 Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sat, 20 Jul 2024 22:42:09 +0800 Subject: [PATCH 04/17] adding NER --- README.md | 79 ++++++--- config.yaml | 105 +++++++++++- data/ner.pkl | Bin 0 -> 156910 bytes data_sources/data_models.py | 12 +- data_sources/generate_dataset.py | 189 ++++++++++++++++++--- frameworks/base.py | 137 +++++++++++---- frameworks/fructose_framework.py | 11 +- frameworks/instructor_framework.py | 10 +- frameworks/llamaindex_framework.py | 10 +- frameworks/lm_format_enforcer_framework.py | 10 +- frameworks/marvin_framework.py | 10 +- frameworks/metrics.py | 33 ++++ frameworks/mirascope_framework.py | 10 +- frameworks/modelsmith_framework.py | 10 +- frameworks/outlines_framework.py | 10 +- main.py | 68 +++++--- results/ner/InstructorFramework.pkl | Bin 0 -> 79312 bytes results/ner/MirascopeFramework.pkl | Bin 0 -> 141152 bytes 18 files changed, 548 insertions(+), 156 deletions(-) create mode 100644 data/ner.pkl create mode 100644 results/ner/InstructorFramework.pkl create mode 100644 results/ner/MirascopeFramework.pkl diff --git a/README.md b/README.md index 504277b..6fad046 100644 --- a/README.md +++ b/README.md @@ -26,9 +26,25 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.999 | 0.936 | | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.999 | 1.333 | | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.998 | 1.722 | - +1. Named Entity Recognition + | Framework | Model | Reliability | Latency p95 (s) | Precision | Recall | F1 Score | + |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:|:-----------:|:-----------:|:-----------:| + | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 4.505 | 0.808 | 0.766 | 0.786 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 9.648 | 0.808 | 0.670 | 0.733 | + * NVIDIA GeForce RTX 4080 Super GPU +## ๐Ÿƒ Run the benchmark + +1. Install the requirements using `pip install -r requirements.txt` +1. Set the OpenAI api key: `export OPENAI_API_KEY=sk-...` +1. Run the benchmark using `python -m main run-benchmark` +1. Raw results are stored in the `results` directory. +1. Generate the results using: + - Multilabel classification: `python -m main generate-results` + - NER: `python -m main generate-results --results-data-path ./results/ner --task ner` +1. To get help on the command line arguments, add `--help` after the command. Eg., `python -m main run-benchmark --help` + ## ๐Ÿงช Benchmark methodology 1. Multi-label classification: @@ -39,18 +55,23 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc - The synthetic data is generated by sampling and combining rows from the base data to achieve multiple classes per row according to some distribution for num classes per row. See `python -m data_sources.generate_dataset generate-multilabel-data --help` for more details. - **Prompt**: `"Classify the following text: {text}"` - **Evaluation Metrics**: - 1. Reliability: The percentage of times the framework returns valid labels without errors. - - **Experiment Details**: Run each row through the framework `n_runs` number of times and log the percent of successful runs for each row. Reliability is the average of all the rows `percent_successful` values. -1. Named Entity Recognition (๐Ÿšง Coming soon) - -## ๐Ÿƒ Run the benchmark - -1. Install the requirements using `pip install -r requirements.txt` -1. Set the OpenAI api key: `export OPENAI_API_KEY=sk-...` -1. Run the benchmark using `python -m main run-benchmark` -1. Raw results are stored in the `results` directory. -1. Generate the results using `python -m main generate-results` -1. To get help on the command line arguments, add `--help` after the command. Eg., `python -m main run-benchmark --help` + 1. Reliability: The percentage of times the framework returns valid labels without errors. The average of all the rows `percent_successful` values. + 1. Latency: The 95th percentile of the time taken to run the framework on the data. + - **Experiment Details**: Run each row through the framework `n_runs` number of times and log the percent of successful runs for each row. +1. Named Entity Recognition + - **Task**: Given a text, extract the entities present in it. + - **Data**: + - Base data: [Synthetic PII Finance dataset](https://huggingface.co/datasets/gretelai/synthetic_pii_finance_multilingual) + - Benchmarking test is run using a sampled data generated by running: `python -m data_sources.generate_dataset generate-ner-data`. + - The data is sampled from the base data to achieve number of entities per row according to some distribution. See `python -m data_sources.generate_dataset generate-ner-data --help` for more details. + - **Prompt**: `Extract and resolve a list of entities from the following text: {text}` + - **Evaluation Metrics**: + 1. Reliability: The percentage of times the framework returns valid labels without errors. The average of all the rows `percent_successful` values. + 1. Latency: The 95th percentile of the time taken to run the framework on the data. + 1. Precision: The micro average of the precision of the framework on the data. + 1. Recall: The micro average of the recall of the framework on the data. + 1. F1 Score: The micro average of the F1 score of the framework on the data. + - **Experiment Details**: Run each row through the framework `n_runs` number of times and log the percent of successful runs for each row. ## ๐Ÿ“Š Adding new data @@ -69,7 +90,7 @@ The easiest way to create a new framework is to reference the `./frameworks/inst 1. Create a .py file in frameworks directory with the name of the framework. Eg., `instructor_framework.py` for the instructor framework. 1. In this .py file create a class that inherits `BaseFramework` from `frameworks.base`. 1. The class should define an `init` method that initializes the base class. Here are the arguments the base class expects: - - `name` (str): name of the task that the framework is being tested on. Obtained from `./config.yaml` file. Eg., `"multilabel_classification"` + - `task` (str): the task that the framework is being tested on. Obtained from `./config.yaml` file. Allowed values are `"multilabel_classification"` and `"ner"` - `prompt` (str): Prompt template used. Obtained from the `init_kwargs` in the `./config.yaml` file. - `llm_model` (str): LLM model to be used. Obtained from the `init_kwargs` in the `./config.yaml` file. - `llm_model_family` (str): LLM model family to be used. Current supported values as `"openai"` and `"transformers"`. Obtained from the `init_kwargs` in the `./config.yaml` file. @@ -81,12 +102,13 @@ The easiest way to create a new framework is to reference the `./frameworks/inst - `inputs`: a dictionary of `{"text": str}` where `str` is the text to be sent to the framework - `n_runs`: number of times to repeat each text - `expected_response`: Output expected from the framework + - `task`: The task that the framework is being tested on. Obtained from the `task` in the `./config.yaml` file. Eg., `"multilabel_classification"` 1. This `run` method should create another `run_experiment` function that takes `inputs` as argument, runs that input through the framework and returns the output. -1. The `run_experiment` function should be annotated with the `@experiment` decorator from `frameworks.base` with `n_runs` and `expected_resposne` as arguments. -1. The `run` method should call the `run_experiment` function and return the three outputs `predictions`, `percent_successful`, `accuracy` and `latencies`. +1. The `run_experiment` function should be annotated with the `@experiment` decorator from `frameworks.base` with `n_runs`, `expected_resposne` and `task` as arguments. +1. The `run` method should call the `run_experiment` function and return the four outputs `predictions`, `percent_successful`, `metrics` and `latencies`. 1. Import this new class in `frameworks/__init__.py`. 1. Add a new entry in the `./config.yaml` file with the name of the class as the key. The yaml entry can have the following fields - - `name`: name of the task that the framework is being tested on. Obtained from `./config.yaml` file. Eg., `"multilabel_classification"` + - `task`: the task that the framework is being tested on. Obtained from `./config.yaml` file. Allowed values are `"multilabel_classification"` and `"ner"` - `n_runs`: number of times to repeat each text - `init_kwargs`: all the arguments that need to be passed to the `init` method of the class, including those mentioned in step 3 above. @@ -95,18 +117,19 @@ The easiest way to create a new framework is to reference the `./frameworks/inst 1. Framework related tasks: | Framework | Multi-label classification | Named Entity Recognition | Synthetic Data Generation | |-----------------------------------------------------------------------------------------------------|:--------------------------:|:------------------------:|:-------------------------:| - | [Instructor](https://github.com/jxnl/instructor) | โœ… OpenAI | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Mirascope](https://github.com/mirascope/mirascope) | โœ… OpenAI | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Fructose](https://github.com/bananaml/fructose) | โœ… OpenAI | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Marvin](https://github.com/PrefectHQ/marvin) | โœ… OpenAI | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | โœ… OpenAI | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Outlines](https://github.com/outlines-dev/outlines) | โœ… HF Transformers | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [LM format enforcer](https://github.com/noamgat/lm-format-enforcer) | โœ… HF Transformers | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | + | [Instructor](https://github.com/jxnl/instructor) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | + | [Mirascope](https://github.com/mirascope/mirascope) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | + | [Fructose](https://github.com/bananaml/fructose) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | + | [Marvin](https://github.com/PrefectHQ/marvin) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | + | [Modelsmith](https://github.com/christo-olivier/modelsmith) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | + | [Outlines](https://github.com/outlines-dev/outlines) | โœ… HF Transformers | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | + | [LM format enforcer](https://github.com/noamgat/lm-format-enforcer) | โœ… HF Transformers | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | | [Jsonformer](https://github.com/1rgs/jsonformer) | โŒ No Enum Support | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Strictjson](https://github.com/tanchongmin/strictjson) | โŒ Non-standard schema | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Guidance](https://github.com/guidance-ai/guidance) | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [DsPy](https://dspy-docs.vercel.app/docs/building-blocks/typed_predictors) | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | - | [Langchain](https://python.langchain.com/v0.2/docs/tutorials/extraction/) | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | + | [Strictjson](https://github.com/tanchongmin/strictjson) | โŒ Non-standard schema | โŒ Non-standard schema | โŒ Non-standard schema | + | [Guidance](https://github.com/guidance-ai/guidance) | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | + | [DsPy](https://dspy-docs.vercel.app/docs/building-blocks/typed_predictors) | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | + | [Langchain](https://python.langchain.com/v0.2/docs/tutorials/extraction/) | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | 1. Others - [x] Latency metrics - [ ] CICD pipeline for benchmark run automation diff --git a/config.yaml b/config.yaml index 3b02cb6..0c63433 100644 --- a/config.yaml +++ b/config.yaml @@ -1,5 +1,5 @@ InstructorFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" @@ -8,9 +8,18 @@ InstructorFramework: retries: 2 source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 + - task: "ner" + n_runs: 10 + init_kwargs: + prompt: "Extract and resolve a list of entities from the following text: {text}" + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 2 + source_data_pickle_path: "data/ner.pkl" + # sample_rows: 2 MirascopeFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" @@ -21,7 +30,7 @@ MirascopeFramework: # sample_rows: 2 FructoseFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" @@ -32,7 +41,7 @@ FructoseFramework: # sample_rows: 2 MarvinFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" @@ -43,7 +52,7 @@ MarvinFramework: # sample_rows: 2 LlamaIndexFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" @@ -54,7 +63,7 @@ LlamaIndexFramework: # sample_rows: 2 OutlinesFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" @@ -65,7 +74,7 @@ OutlinesFramework: # sample_rows: 2 LMFormatEnforcerFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}.\nRespond in the following json schema: {json_schema}:\n" @@ -77,7 +86,7 @@ LMFormatEnforcerFramework: # sample_rows: 2 ModelsmithFramework: - - name: "multilabel_classification" + - task: "multilabel_classification" n_runs: 10 init_kwargs: prompt: "Classify the following text: {text}" @@ -85,4 +94,82 @@ ModelsmithFramework: llm_model_family: "openai" retries: 2 source_data_pickle_path: "data/multilabel_classification.pkl" - # sample_rows: 2 \ No newline at end of file + # sample_rows: 2 + +# MirascopeFramework: +# - task: "ner" +# n_runs: 10 +# init_kwargs: +# prompt: "Extract and resolve a list of entities from the following text: {text}" +# llm_model: "gpt-4o-mini-2024-07-18" +# llm_model_family: "openai" +# retries: 2 +# source_data_pickle_path: "data/ner.pkl" +# # sample_rows: 2 + +# FructoseFramework: +# - task: "ner" +# n_runs: 10 +# init_kwargs: +# prompt: "Extract and resolve a list of entities from the following text: {text}" +# llm_model: "gpt-4o-mini-2024-07-18" +# llm_model_family: "openai" +# retries: 0 # Fructose has no retry parameter +# source_data_pickle_path: "data/ner.pkl" +# # sample_rows: 2 + +# MarvinFramework: +# - task: "ner" +# n_runs: 10 +# init_kwargs: +# prompt: "Extract and resolve a list of entities from the following text: {text}" +# llm_model: "gpt-4o-mini-2024-07-18" +# llm_model_family: "openai" +# retries: 0 # Marvin has no retry parameter +# source_data_pickle_path: "data/ner.pkl" +# # sample_rows: 2 + +# LlamaIndexFramework: +# - task: "ner" +# n_runs: 10 +# init_kwargs: +# prompt: "Extract and resolve a list of entities from the following text: {text}" +# llm_model: "gpt-4o-mini-2024-07-18" +# llm_model_family: "openai" +# retries: 0 # LlamaIndex has no retry parameter +# source_data_pickle_path: "data/ner.pkl" +# # sample_rows: 2 + +# OutlinesFramework: +# - task: "ner" +# n_runs: 10 +# init_kwargs: +# prompt: "Extract and resolve a list of entities from the following text: {text}" +# llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" +# llm_model_family: "transformers" +# retries: 0 # Oulines transformers has no retry parameter +# source_data_pickle_path: "data/ner.pkl" +# # sample_rows: 2 + +# LMFormatEnforcerFramework: +# - task: "ner" +# n_runs: 10 +# init_kwargs: +# prompt: "Extract and resolve a list of entities from the following text: {text}.\nRespond in the following json schema: {json_schema}:\n" +# llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" +# llm_model_family: "transformers" +# retries: 0 +# source_data_pickle_path: "data/ner.pkl" +# max_length: 4096 +# # sample_rows: 2 + +# ModelsmithFramework: +# - task: "ner" +# n_runs: 10 +# init_kwargs: +# prompt: "Extract and resolve a list of entities from the following text: {text}" +# llm_model: "gpt-4o-mini-2024-07-18" +# llm_model_family: "openai" +# retries: 2 +# source_data_pickle_path: "data/ner.pkl" +# # sample_rows: 2 \ No newline at end of file diff --git a/data/ner.pkl 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fields = {name: (Optional[list[str]], None) for name in ner_entities} + + NER = create_model("NER", **fields) + + return NER + + def pydantic_to_dataclass( klass: Type[BaseModel], classname: str = None, diff --git a/data_sources/generate_dataset.py b/data_sources/generate_dataset.py index f3b92a0..6fd4c02 100644 --- a/data_sources/generate_dataset.py +++ b/data_sources/generate_dataset.py @@ -1,18 +1,29 @@ # python -m data_sources.generate_dataset generate-multilabel-data +import json import random from collections import Counter -from typing import List import pandas as pd -import typer from datasets import load_dataset from loguru import logger from rich.progress import track +from typer import Option, Typer -app = typer.Typer() +app = Typer() -def download_default_dataset(text_column: str = "utt", label_column: str = "intent"): +def download_default_classification_dataset( + text_column: str = "utt", label_column: str = "intent" +) -> pd.DataFrame: + """Download the default classification dataset from Hugging Face's datasets library. Defaults to the AmazonScience/massive dataset. + + Args: + text_column (str, optional): The column name for the text data. Defaults to "utt" as defined in the default dataset. + label_column (str, optional): The column name for the labels. Defaults to "intent" as defined in the default dataset. + + Returns: + pd.DataFrame: A pandas DataFrame with the text and label columns. + """ logger.info( "Downloading source data from https://huggingface.co/datasets/AmazonScience/massive" ) @@ -31,18 +42,102 @@ def download_default_dataset(text_column: str = "utt", label_column: str = "inte return dataset.to_pandas() +def label_entity(row: dict) -> dict: + """Convert rows to entities. + + Args: + row (dict): row should have 'text' and 'ner_label' fields. The 'ner_label' column should be a list of dictionaries with 'start' position, 'end' position, and the NER 'label' keys. + + Returns: + dict: A dictionary with the NER labels as keys and a list of entities as values. + """ + entities = {} + text = row["text"] + for span in json.loads(row["ner_label"]): + label = span["label"] + if label == "date": + # date entities are not useful in this dataset + continue + + entity = text[span["start"] : span["end"]] + + if label not in entities: + # New entity + entities[label] = [entity] + if (label in entities) and (entity not in entities[label]): + # Add to existing entity if not duplicate + entities[label].append(entity) + else: + # Duplicates + continue + + return entities + + +def download_default_ner_dataset( + text_column: str = "generated_text", label_column: str = "pii_spans" +) -> pd.DataFrame: + """Download the default NER dataset from Hugging Face's datasets library. Defaults to the gretelai/synthetic_pii_finance_multilingual dataset. + + Args: + text_column (str, optional): The column name for the text data. Defaults to "generated_text". + label_column (str, optional): The column name for the labels. Defaults to "pii_spans". + + Returns: + pd.DataFrame: A pandas DataFrame with the text and labels columns. + """ + logger.info( + "Downloading source data from https://huggingface.co/datasets/gretelai/synthetic_pii_finance_multilingual" + ) + dataset = load_dataset("gretelai/synthetic_pii_finance_multilingual", split="test") + dataset = dataset.filter(lambda example: example["language"] == "English") + dataset = dataset.select_columns([text_column, label_column]) + dataset = dataset.rename_columns({text_column: "text", label_column: "ner_label"}) + + logger.info("Processing the text and label columns") + df = dataset.to_pandas() + df["labels"] = df.apply(label_entity, axis=1) + + # Processing names + df = df[ + ~df["labels"].apply(lambda x: "first_name" in x or "last_name" in x) + ].reset_index(drop=True) + + df["labels"] = df["labels"].apply( + lambda x: {("person_name" if k == "name" else k): v for k, v in x.items()} + ) + + df = df.drop(columns=["ner_label"]) + + return df + + @app.command() def generate_multilabel_data( - source_data_pickle_path: str = None, - source_dataframe_text_column: str = "text", - source_dataframe_label_column: str = "label", - dest_num_rows: int = 100, - dest_num_labels_per_row: List[int] = [1, 2, 3, 4], - weights_num_labels_per_row: List[float] = [0.35, 0.3, 0.2, 0.15], -): + source_data_pickle_path: str = Option( + None, + help="Path to the source pandas dataframe pickle file. Must contain atleast two columns: one for text and one for labels", + ), + source_dataframe_text_column: str = Option( + "text", help="The column name for the text data." + ), + source_dataframe_label_column: str = Option( + "label", help="The column name for the labels." + ), + dest_num_rows: int = Option( + 100, help="Number of rows to keep in the final dataframe." + ), + dest_label_distribution: str = Option( + default='{"1": 0.35, "2": 0.30, "3": 0.20, "4": 0.15}', + help="JSON string of the probability of having each number of entities per row.", + ), +) -> None: + """Generate synthetic multilabel classification data by combining rows from a source dataset.""" + dest_label_distribution = json.loads(dest_label_distribution) + dest_label_distribution = {int(k): v for k, v in dest_label_distribution.items()} if not source_data_pickle_path: logger.info("No source data pickle file provided, downloading default dataset") - source_dataframe = download_default_dataset() + source_dataframe = download_default_classification_dataset() else: logger.info("Loading the source data from the provided pickle file") source_dataframe = pd.read_pickle(source_data_pickle_path) @@ -51,9 +146,9 @@ def generate_multilabel_data( multilabel_data = {"text": [], "labels": []} for _ in track(range(dest_num_rows), description="Generating rows"): - num_rows = random.choices(dest_num_labels_per_row, weights_num_labels_per_row)[ - 0 - ] + num_rows = random.choices( + list(dest_label_distribution.keys()), list(dest_label_distribution.values()) + )[0] random_rows = source_dataframe.sample(num_rows) multilabel_data["text"].append( @@ -65,8 +160,6 @@ def generate_multilabel_data( multilabel_df = pd.DataFrame(multilabel_data) - logger.info(f"First 5 rows:\n{multilabel_df.head()}") - label_counter = Counter([len(label) for label in multilabel_df["labels"]]) label_counter = pd.DataFrame.from_records( list(label_counter.items()), columns=["num_labels", "num_rows"] @@ -74,13 +167,71 @@ def generate_multilabel_data( logger.info(f"Number of rows for each number of labels:\n{label_counter.head()}") + logger.info(f"First 5 rows:\n{multilabel_df.head()}") multilabel_df.to_pickle("data/multilabel_classification.pkl") logger.info("Saved multilabel data to: data/multilabel_classification.pkl") @app.command() -def generate_ner_data(): - pass +def generate_ner_data( + source_data_pickle_path: str = Option( + None, + help="Path to the source pandas dataframe pickle file. Must contain atleast two columns: one for text and one for labels.", + ), + source_dataframe_text_column: str = Option( + "text", help="The column name for the text data." + ), + source_dataframe_label_column: str = Option( + "labels", help="The column name for the labels." + ), + dest_num_rows: int = Option( + 100, help="Number of rows to keep in the final dataframe." + ), + dest_label_distribution: str = Option( + default='{"1": 0.3, "2": 0.25, "3": 0.20, "4": 0.15, "5": 0.10}', + help="JSON string of the probability of having each number of entities per row.", + ), +) -> None: + """Generate synthetic NER data by combining rows from a source dataset.""" + dest_label_distribution = json.loads(dest_label_distribution) + dest_label_distribution = {int(k): v for k, v in dest_label_distribution.items()} + if not source_data_pickle_path: + logger.info("No source data pickle file provided, downloading default dataset") + source_dataframe = download_default_ner_dataset() + else: + logger.info("Loading the source data from the provided pickle file") + source_dataframe = pd.read_pickle(source_data_pickle_path) + + logger.info(f"Generating {dest_num_rows} synthetic rows") + + source_dataframe["num_entities"] = source_dataframe[ + source_dataframe_label_column + ].apply(lambda x: len(x.keys())) + + ner_data = [] + for value, fraction in track(dest_label_distribution.items()): + num_rows = int(dest_num_rows * fraction) + + subset_df = source_dataframe[source_dataframe["num_entities"] == value] + sampled_subset = subset_df.sample(n=num_rows, random_state=1) + + ner_data.append(sampled_subset) + + ner_df = pd.concat(ner_data).sample(frac=1).reset_index(drop=True) + + label_counter = Counter(ner_df["num_entities"]) + label_counter = pd.DataFrame.from_records( + list(label_counter.items()), columns=["num_labels", "num_rows"] + ).sort_values("num_labels") + + logger.info(f"Number of rows for each number of labels:\n{label_counter.head()}") + + ner_df = ner_df.drop(columns=["num_entities"]) + + logger.info(f"First 5 rows:\n{ner_df.head()}") + ner_df.to_pickle("data/ner.pkl") + logger.info("Saved NER data to: data/ner.pkl") + if __name__ == "__main__": app() diff --git a/frameworks/base.py b/frameworks/base.py index be77d17..4427155 100644 --- a/frameworks/base.py +++ b/frameworks/base.py @@ -9,36 +9,82 @@ from pydantic import BaseModel from tqdm import tqdm -from data_sources.data_models import multilabel_classification_model +from data_sources.data_models import multilabel_classification_model, ner_model def response_parsing(response: Any) -> Any: if isinstance(response, list): - response = {member.value if isinstance(member, Enum) else member for member in response} + response = { + member.value if isinstance(member, Enum) else member for member in response + } elif is_dataclass(response): response = asdict(response) elif isinstance(response, BaseModel): - response = response.dict() + response = response.model_dump(exclude_none=True) return response +def calculate_metrics( + y_true: dict[str, list[str]], y_pred: dict[str, list[str]] +) -> tuple[ + dict[str, dict[str, float]], + dict[str, dict[str, float]], + dict[str, dict[str, float]], +]: + """Calculate the total True positives, False positives and False negatives for each entity in the NER task. + + Args: + y_true (dict[str, list[str]]): The actual labels in the format {"entity1": ["value1", "value2"], "entity2": ["value3"]} + y_pred (dict[str, list[str]]): The predicted labels in the format {"entity1": ["value1", "value2"], "entity2": ["value3"]} + + Returns: + tuple[dict[str, dict[str, float]], dict[str, dict[str, float]], dict[str, dict[str, float]]]: True positives, False positives and False negatives for each entity. + """ + tp, fp, fn = {}, {}, {} + for entity in y_true: + tp[entity] = 0 + fp[entity] = 0 + fn[entity] = 0 + + true_values = set(y_true.get(entity, [])) + pred_values = set(y_pred.get(entity, [])) + + tp[entity] += len(true_values & pred_values) + fp[entity] += len(pred_values - true_values) + fn[entity] += len(true_values - pred_values) + + return { + "true_positives": tp, + "false_positives": fp, + "false_negatives": fn, + } + + def experiment( - n_runs: int = 10, expected_response: Any = None -) -> Callable[..., tuple[list[Any], int, Optional[float]]]: + n_runs: int = 10, + expected_response: Any = None, + task: str = "multilabel_classification", +) -> Callable[..., tuple[list[Any], int, Optional[dict], list[list[float]]]]: """Decorator to run an LLM call function multiple times and return the responses Args: n_runs (int): Number of times to run the function - expected_response (set): The expected response set of classes. If provided, the decorator will calculate accurary too. + expected_response (Any): The expected response. If provided, the decorator will calculate accurary too. + task (str): The task being performed. Default is "multilabel_classification". Available options are "multilabel_classification" and "ner" Returns: - Callable[..., Tuple[List[Any], int, Optional[float]]]: A function that returns a list of outputs from the function runs, percent of successful runs, accuracy of the identified classes if expected_response is provided else None. + Callable[..., Tuple[List[Any], int, Optional[dict], list[list[float]]]]: A function that returns a list of outputs from the function runs, percent of successful runs, metrics if expected_response is provided else None and list of latencies for each call. """ def experiment_decorator(func): def wrapper(*args, **kwargs): - classes, latencies = [], [] - accurate = 0 + allowed_tasks = ["multilabel_classification", "ner"] + if task not in allowed_tasks: + raise ValueError( + f"{task} is not allowed. Allowed values are {allowed_tasks}" + ) + + responses, latencies = [], [] for _ in tqdm(range(n_runs), leave=False): try: @@ -52,21 +98,34 @@ def wrapper(*args, **kwargs): if "classes" in response: response = response_parsing(response["classes"]) - if response == expected_response: - accurate += 1 - - classes.append(response) - latencies.append(end_time-start_time) + responses.append(response) + latencies.append(end_time - start_time) except: pass - num_successful = len(classes) + num_successful = len(responses) percent_successful = num_successful / n_runs - if expected_response: - accuracy = accurate / num_successful if num_successful else 0 - - return classes, percent_successful, accuracy if expected_response else None, latencies + # Metrics calculation + if task == "multilabel_classification" and expected_response: + accurate = 0 + for response in responses: + if response == expected_response: + accurate += 1 + + matrics = { + "accuracy": accurate / num_successful if num_successful else 0 + } + elif task == "ner": + for response in responses: + metrics = calculate_metrics(expected_response, response) + + return ( + responses, + percent_successful, + metrics if expected_response else None, + latencies, + ) return wrapper @@ -74,7 +133,7 @@ def wrapper(*args, **kwargs): class BaseFramework(ABC): - name: str + task: str prompt: str llm_model: str llm_model_family: str @@ -85,7 +144,7 @@ class BaseFramework(ABC): device: str def __init__(self, *args, **kwargs) -> None: - self.name = kwargs.get("name", "Framework") + self.task = kwargs.get("task", "") self.prompt = kwargs.get("prompt", "") self.llm_model = kwargs.get("llm_model", "gpt-3.5-turbo") self.llm_model_family = kwargs.get("llm_model_family", "openai") @@ -102,21 +161,29 @@ def __init__(self, *args, **kwargs) -> None: self.source_data = self.source_data.reset_index(drop=True) logger.info(f"Loaded source data from {source_data_pickle_path}") - # Identify the classes - # TODO: only for classification tasks - if isinstance(self.source_data.iloc[0]["labels"], list): - self.classes = self.source_data["labels"].explode().unique() - else: - self.classes = self.source_data["labels"].unique() - logger.info( - f"Source data has {len(self.source_data)} rows and {len(self.classes)} classes" - ) - # Create the response model - # TODO: only for classification tasks - self.response_model = kwargs.get("response_model") or multilabel_classification_model( - self.classes - ) + if "response_model" in kwargs: + self.response_model = kwargs["response_model"] + elif self.task == "multilabel_classification": + # Identify the classes + if isinstance(self.source_data.iloc[0]["labels"], list): + self.classes = self.source_data["labels"].explode().unique() + else: + self.classes = self.source_data["labels"].unique() + logger.info( + f"Source data has {len(self.source_data)} rows and {len(self.classes)} classes" + ) + + self.response_model = multilabel_classification_model(self.classes) + + elif self.task == "ner": + # Identify the entities + self.entities = list( + {key for d in self.source_data["labels"] for key in d.keys()} + ) + + self.response_model = ner_model(self.entities) + logger.info(f"Response model is {self.response_model}") @abstractmethod diff --git a/frameworks/fructose_framework.py b/frameworks/fructose_framework.py index 159d9ee..7dbde29 100644 --- a/frameworks/fructose_framework.py +++ b/frameworks/fructose_framework.py @@ -18,8 +18,9 @@ def __init__(self, *args, **kwargs) -> None: self.response_model = pydantic_to_dataclass(self.response_model) def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + prompt_fields = re.findall(r"\{(.*?)\}", self.prompt) if len(prompt_fields) > 1: @@ -27,7 +28,7 @@ def run( "Fructose only supports a single input field in the prompt. Please update the prompt to have only one field within curly brackets: { }" ) - @experiment(n_runs=n_runs, expected_response=expected_response) + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) @self.fructose_client def run_experiment(text: str) -> self.response_model: ... @@ -35,8 +36,8 @@ def run_experiment(text: str) -> self.response_model: ... docstring_args = f"""\n\nArgs:\n text (str): The text to analyze\n\nReturns:\n {self.response_model.__qualname__}: The items present in the text""" run_experiment.__doc__ = self.prompt + docstring_args - predictions, percent_successful, accuracy, latencies = run_experiment( + predictions, percent_successful, metrics, latencies = run_experiment( text=inputs[prompt_fields[0]] ) - return predictions, percent_successful, accuracy, latencies + return predictions, percent_successful, metrics, latencies diff --git a/frameworks/instructor_framework.py b/frameworks/instructor_framework.py index 6006fd2..7fcf868 100644 --- a/frameworks/instructor_framework.py +++ b/frameworks/instructor_framework.py @@ -12,9 +12,9 @@ def __init__(self, *args, **kwargs) -> None: self.instructor_client = instructor.patch(OpenAI()) def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: - @experiment(n_runs=n_runs, expected_response=expected_response) + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): response = self.instructor_client.chat.completions.create( model=self.llm_model, @@ -24,5 +24,5 @@ def run_experiment(inputs): ) return response - predictions, percent_successful, accuracy, latencies = run_experiment(inputs) - return predictions, percent_successful, accuracy, latencies + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies diff --git a/frameworks/llamaindex_framework.py b/frameworks/llamaindex_framework.py index a76721c..d6da8ae 100644 --- a/frameworks/llamaindex_framework.py +++ b/frameworks/llamaindex_framework.py @@ -17,12 +17,12 @@ def __init__(self, *args, **kwargs) -> None: ) def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: - @experiment(n_runs=n_runs, expected_response=expected_response) + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): response = self.llamaindex_client(**inputs, description="Data model of items present in the text") return response - predictions, percent_successful, accuracy, latencies = run_experiment(inputs) - return predictions, percent_successful, accuracy, latencies + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies diff --git a/frameworks/lm_format_enforcer_framework.py b/frameworks/lm_format_enforcer_framework.py index b6cf2a0..d8b0e24 100644 --- a/frameworks/lm_format_enforcer_framework.py +++ b/frameworks/lm_format_enforcer_framework.py @@ -30,9 +30,9 @@ def __init__(self, *args, **kwargs) -> None: raise ValueError(f"Model family: {self.llm_model_family} not supported") def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: - @experiment(n_runs=n_runs, expected_response=expected_response) + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): prompt = self.prompt.format( json_schema=self.response_model.schema(), **inputs @@ -44,5 +44,5 @@ def run_experiment(inputs): json_response = json.loads(response) return json_response - predictions, percent_successful, accuracy, latencies = run_experiment(inputs) - return predictions, percent_successful, accuracy, latencies + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies diff --git a/frameworks/marvin_framework.py b/frameworks/marvin_framework.py index 7d85eeb..435e470 100644 --- a/frameworks/marvin_framework.py +++ b/frameworks/marvin_framework.py @@ -12,12 +12,12 @@ def __init__(self, *args, **kwargs) -> None: marvin.settings.openai.chat.completions.model = self.llm_model def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: - @experiment(n_runs=n_runs, expected_response=expected_response) + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): response = marvin.cast(self.prompt.format(**inputs), self.response_model) return response - predictions, percent_successful, accuracy, latencies = run_experiment(inputs) - return predictions, percent_successful, accuracy, latencies \ No newline at end of file + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies \ No newline at end of file diff --git a/frameworks/metrics.py b/frameworks/metrics.py index 2561709..345afd6 100644 --- a/frameworks/metrics.py +++ b/frameworks/metrics.py @@ -33,3 +33,36 @@ def latency_metric(latencies: dict[str, list[float]], percentile: int = 95): by=f"Latency_p{percentile}(s)", ascending=True, inplace=True ) return latency_percentile + + +def ner_micro_metrics(results: dict[str, list[float]]): + micro_metrics = { + "framework": [], + "micro_precision": [], + "micro_recall": [], + "micro_f1": [] + } + + for framework, values in results.items(): + tp_total, fp_total, fn_total = 0, 0, 0 + metrics = values["ner"]["metrics"] + + for metric in metrics: + tp_total += sum(metric["true_positives"].values()) + fp_total += sum(metric["false_positives"].values()) + fn_total += sum(metric["false_negatives"].values()) + + micro_precision = tp_total / (tp_total + fp_total) if (tp_total + fp_total) > 0 else 0 + micro_recall = tp_total / (tp_total + fn_total) if (tp_total + fn_total) > 0 else 0 + micro_f1 = ( + 2 * micro_precision * micro_recall / (micro_precision + micro_recall) + if (micro_precision + micro_recall) > 0 + else 0 + ) + + micro_metrics["framework"].append(framework.replace("Framework", "")) + micro_metrics["micro_precision"].append(micro_precision) + micro_metrics["micro_recall"].append(micro_recall) + micro_metrics["micro_f1"].append(micro_f1) + + return pd.DataFrame(micro_metrics) diff --git a/frameworks/mirascope_framework.py b/frameworks/mirascope_framework.py index 2aaa094..3647b5b 100644 --- a/frameworks/mirascope_framework.py +++ b/frameworks/mirascope_framework.py @@ -29,9 +29,9 @@ def __init__(self, *args, **kwargs) -> None: self.mirascope_client = TaskExtractor() def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: - @experiment(n_runs=n_runs, expected_response=expected_response) + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): # Pass the inputs to the mirascope TaskExtractor for field, value in inputs.items(): @@ -40,5 +40,5 @@ def run_experiment(inputs): response = self.mirascope_client.extract(retries=2) return response - predictions, percent_successful, accuracy, latencies = run_experiment(inputs) - return predictions, percent_successful, accuracy, latencies + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies diff --git a/frameworks/modelsmith_framework.py b/frameworks/modelsmith_framework.py index 2b959ee..353e999 100644 --- a/frameworks/modelsmith_framework.py +++ b/frameworks/modelsmith_framework.py @@ -16,12 +16,12 @@ def __init__(self, *args, **kwargs) -> None: ) def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: - @experiment(n_runs=n_runs, expected_response=expected_response) + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): response = self.forge.generate(user_input=self.prompt.format(**inputs)) return response - predictions, percent_successful, accuracy, latencies = run_experiment(inputs) - return predictions, percent_successful, accuracy, latencies + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies diff --git a/frameworks/outlines_framework.py b/frameworks/outlines_framework.py index 92aac48..1f5c6d0 100644 --- a/frameworks/outlines_framework.py +++ b/frameworks/outlines_framework.py @@ -22,12 +22,12 @@ def __init__(self, *args, **kwargs) -> None: ) def run( - self, n_runs: int, expected_response: Any, inputs: dict - ) -> tuple[list[Any], float, float]: - @experiment(n_runs=n_runs, expected_response=expected_response) + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): response = self.outline_generator(self.prompt.format(**inputs)) return response - predictions, percent_successful, accuracy, latencies = run_experiment(inputs) - return predictions, percent_successful, accuracy, latencies + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies diff --git a/main.py b/main.py index 7efa645..e453d72 100644 --- a/main.py +++ b/main.py @@ -16,58 +16,75 @@ def run_benchmark(config_path: str = "config.yaml"): device = "cuda" if torch.cuda.is_available() else "cpu" logger.info(f"Using device: {device} for local models") - + with open(config_path, "r") as file: configs = yaml.safe_load(file) results = {} for config_key, config_values in configs.items(): - results[config_key] = {} - for config in config_values: - config_name = config["name"] + results[config_key] = {} + task = config["task"] n_runs = config["n_runs"] run_results = { "predictions": [], "percent_successful": [], - "accuracy": [], - "latencies": [] + "metrics": [], + "latencies": [], } framework_instance = factory( - config_key, name=config_name, device=device, **config["init_kwargs"] + config_key, task=task, device=device, **config["init_kwargs"] ) logger.info(f"Using {type(framework_instance)}") for row in tqdm( framework_instance.source_data.itertuples(), - desc=f"Running {framework_instance.name}", + desc=f"Running {framework_instance.task}", total=len(framework_instance.source_data), ): + if isinstance(row.labels, list): + labels = set(row.labels) + else: + labels = row.labels + # logger.info(f"Actual Text: {row.text}") - # logger.info(f"Actual Labels: {set(row.labels)}") - predictions, percent_successful, accuracy, latencies = framework_instance.run( - inputs={"text": row.text}, - n_runs=n_runs, - expected_response=set(row.labels), + # logger.info(f"Actual Labels: {labels}") + predictions, percent_successful, metrics, latencies = ( + framework_instance.run( + inputs={"text": row.text}, + n_runs=n_runs, + expected_response=labels, + task=task, + ) ) # logger.info(f"Predicted Labels: {predictions}") run_results["predictions"].append(predictions) run_results["percent_successful"].append(percent_successful) - run_results["accuracy"].append(accuracy) + run_results["metrics"].append(metrics) run_results["latencies"].append(latencies) - results[config_key][config_name] = run_results + results[config_key][task] = run_results - # logger.info(f"Results:\n{results}") + # logger.info(f"Results:\n{results}") - with open(f"results/{config_key}.pkl", "wb") as file: - pickle.dump(results, file) - logger.info(f"Results saved to results/{config_key}.pkl") + directory = f"results/{task}" + os.makedirs(directory, exist_ok=True) + + with open(f"{directory}/{config_key}.pkl", "wb") as file: + pickle.dump(results, file) + logger.info(f"Results saved to {directory}/{config_key}.pkl") @app.command() -def generate_results(results_data_path: str = "./results"): +def generate_results( + results_data_path: str = "./results/multilabel_classification", + task: str = "multilabel_classification", +): + + allowed_tasks = ["multilabel_classification", "ner"] + if task not in allowed_tasks: + raise ValueError(f"{task} is not allowed. Allowed values are {allowed_tasks}") # Combine results from different frameworks results = {} @@ -79,19 +96,24 @@ def generate_results(results_data_path: str = "./results"): results.update(framework_results) # Reliability - percent_successful = { - framework: value["multilabel_classification"]["percent_successful"] + percent_successful = { + framework: value[task]["percent_successful"] for framework, value in results.items() } logger.info(f"Reliability:\n{metrics.reliability_metric(percent_successful)}") # Latency latencies = { - framework: value["multilabel_classification"]["latencies"] + framework: value[task]["latencies"] for framework, value in results.items() } logger.info(f"Latencies:\n{metrics.latency_metric(latencies, 95)}") + # NER Micro Metrics + if task == "ner": + micro_metrics_df = metrics.ner_micro_metrics(results) + logger.info(f"NER Micro Metrics:\n{micro_metrics_df}") + if __name__ == "__main__": app() diff --git a/results/ner/InstructorFramework.pkl 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minor bug fix --- frameworks/base.py | 6 +++--- main.py | 4 ++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/frameworks/base.py b/frameworks/base.py index 4427155..025f8a3 100644 --- a/frameworks/base.py +++ b/frameworks/base.py @@ -113,17 +113,17 @@ def wrapper(*args, **kwargs): if response == expected_response: accurate += 1 - matrics = { + framework_metrics = { "accuracy": accurate / num_successful if num_successful else 0 } elif task == "ner": for response in responses: - metrics = calculate_metrics(expected_response, response) + framework_metrics = calculate_metrics(expected_response, response) return ( responses, percent_successful, - metrics if expected_response else None, + framework_metrics if expected_response else None, latencies, ) diff --git a/main.py b/main.py index e453d72..c986417 100644 --- a/main.py +++ b/main.py @@ -50,7 +50,7 @@ def run_benchmark(config_path: str = "config.yaml"): # logger.info(f"Actual Text: {row.text}") # logger.info(f"Actual Labels: {labels}") - predictions, percent_successful, metrics, latencies = ( + predictions, percent_successful, framework_metrics, latencies = ( framework_instance.run( inputs={"text": row.text}, n_runs=n_runs, @@ -61,7 +61,7 @@ def run_benchmark(config_path: str = "config.yaml"): # logger.info(f"Predicted Labels: {predictions}") run_results["predictions"].append(predictions) run_results["percent_successful"].append(percent_successful) - run_results["metrics"].append(metrics) + run_results["metrics"].append(framework_metrics) run_results["latencies"].append(latencies) results[config_key][task] = run_results From 221ea3529cf939f6f855093438bddb3e9bacd82c Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sat, 20 Jul 2024 22:52:12 +0800 Subject: [PATCH 06/17] minor formatting fix --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 6fad046..0341ef2 100644 --- a/README.md +++ b/README.md @@ -21,8 +21,8 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.096 | | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 1.523 | | [Fructose](https://github.com/bananaml/fructose) | gpt-4o-mini-2024-07-18 | 1.000 | 2.256 | - | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.891 * | - | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994 * | + | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.891* | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994* | | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.999 | 0.936 | | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.999 | 1.333 | | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.998 | 1.722 | From 5d9c85fa65e93bd67067c4c00fd7f324804ee586 Mon Sep 17 00:00:00 2001 From: stephenleo Date: Mon, 22 Jul 2024 09:28:03 +0800 Subject: [PATCH 07/17] NER bug fix, updating NER frameworks --- README.md | 13 ++-- config.yaml | 84 ++++++++++----------- frameworks/base.py | 3 +- frameworks/lm_format_enforcer_framework.py | 4 +- frameworks/metrics.py | 11 +-- results/ner/InstructorFramework.pkl | Bin 79312 -> 154807 bytes results/ner/LMFormatEnforcerFramework.pkl | Bin 0 -> 260556 bytes results/ner/LlamaIndexFramework.pkl | Bin 0 -> 110600 bytes results/ner/MarvinFramework.pkl | Bin 0 -> 197453 bytes results/ner/MirascopeFramework.pkl | Bin 141152 -> 370773 bytes 10 files changed, 56 insertions(+), 59 deletions(-) create mode 100644 results/ner/LMFormatEnforcerFramework.pkl create mode 100644 results/ner/LlamaIndexFramework.pkl create mode 100644 results/ner/MarvinFramework.pkl diff --git a/README.md b/README.md index 0341ef2..9da1453 100644 --- a/README.md +++ b/README.md @@ -29,8 +29,11 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc 1. Named Entity Recognition | Framework | Model | Reliability | Latency p95 (s) | Precision | Recall | F1 Score | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:|:-----------:|:-----------:|:-----------:| - | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 4.505 | 0.808 | 0.766 | 0.786 | - | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 9.648 | 0.808 | 0.670 | 0.733 | + | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 3.319 | 0.807 | 0.733 | 0.768 | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 9.655* | 0.761 | 0.488 | 0.595 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.998 | 6.531 | 0.805 | 0.644 | 0.715 | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.997 | 2.212 | 0.770 | 0.106 | 0.186 | + | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.936 | 4.179 | 0.815 | 0.797 | 0.806 | * NVIDIA GeForce RTX 4080 Super GPU @@ -120,11 +123,11 @@ The easiest way to create a new framework is to reference the `./frameworks/inst | [Instructor](https://github.com/jxnl/instructor) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | | [Mirascope](https://github.com/mirascope/mirascope) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | | [Fructose](https://github.com/bananaml/fructose) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | - | [Marvin](https://github.com/PrefectHQ/marvin) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | - | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | + | [Marvin](https://github.com/PrefectHQ/marvin) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | | [Modelsmith](https://github.com/christo-olivier/modelsmith) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | | [Outlines](https://github.com/outlines-dev/outlines) | โœ… HF Transformers | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | - | [LM format enforcer](https://github.com/noamgat/lm-format-enforcer) | โœ… HF Transformers | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | + | [LM format enforcer](https://github.com/noamgat/lm-format-enforcer) | โœ… HF Transformers | โœ… HF Transformers | ๐Ÿ’ญ Planning | | [Jsonformer](https://github.com/1rgs/jsonformer) | โŒ No Enum Support | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | | [Strictjson](https://github.com/tanchongmin/strictjson) | โŒ Non-standard schema | โŒ Non-standard schema | โŒ Non-standard schema | | [Guidance](https://github.com/guidance-ai/guidance) | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | diff --git a/config.yaml b/config.yaml index 0c63433..d65e83c 100644 --- a/config.yaml +++ b/config.yaml @@ -28,6 +28,15 @@ MirascopeFramework: retries: 2 source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 + - task: "ner" + n_runs: 10 + init_kwargs: + prompt: "Extract and resolve a list of entities from the following text: {text}" + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 2 + source_data_pickle_path: "data/ner.pkl" + # sample_rows: 2 FructoseFramework: - task: "multilabel_classification" @@ -50,6 +59,15 @@ MarvinFramework: retries: 0 # Marvin has no retry parameter source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 + - task: "ner" + n_runs: 10 + init_kwargs: + prompt: "Extract and resolve a list of entities from the following text: {text}" + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 0 # Marvin has no retry parameter + source_data_pickle_path: "data/ner.pkl" + # sample_rows: 2 LlamaIndexFramework: - task: "multilabel_classification" @@ -61,6 +79,15 @@ LlamaIndexFramework: retries: 0 # LlamaIndex has no retry parameter source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 + - task: "ner" + n_runs: 10 + init_kwargs: + prompt: "Extract and resolve a list of entities from the following text: {text}" + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 0 # LlamaIndex has no retry parameter + source_data_pickle_path: "data/ner.pkl" + # sample_rows: 2 OutlinesFramework: - task: "multilabel_classification" @@ -84,6 +111,16 @@ LMFormatEnforcerFramework: source_data_pickle_path: "data/multilabel_classification.pkl" max_length: 4096 # sample_rows: 2 + - task: "ner" + n_runs: 10 + init_kwargs: + prompt: "Extract and resolve a list of entities from the following text: {text}.\nRespond in the following json schema: {json_schema}:\n" + llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" + llm_model_family: "transformers" + retries: 0 + source_data_pickle_path: "data/ner.pkl" + max_length: 4096 + # sample_rows: 2 ModelsmithFramework: - task: "multilabel_classification" @@ -96,7 +133,7 @@ ModelsmithFramework: source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 -# MirascopeFramework: +# ModelsmithFramework: # - task: "ner" # n_runs: 10 # init_kwargs: @@ -118,28 +155,6 @@ ModelsmithFramework: # source_data_pickle_path: "data/ner.pkl" # # sample_rows: 2 -# MarvinFramework: -# - task: "ner" -# n_runs: 10 -# init_kwargs: -# prompt: "Extract and resolve a list of entities from the following text: {text}" -# llm_model: "gpt-4o-mini-2024-07-18" -# llm_model_family: "openai" -# retries: 0 # Marvin has no retry parameter -# source_data_pickle_path: "data/ner.pkl" -# # sample_rows: 2 - -# LlamaIndexFramework: -# - task: "ner" -# n_runs: 10 -# init_kwargs: -# prompt: "Extract and resolve a list of entities from the following text: {text}" -# llm_model: "gpt-4o-mini-2024-07-18" -# llm_model_family: "openai" -# retries: 0 # LlamaIndex has no retry parameter -# source_data_pickle_path: "data/ner.pkl" -# # sample_rows: 2 - # OutlinesFramework: # - task: "ner" # n_runs: 10 @@ -149,27 +164,4 @@ ModelsmithFramework: # llm_model_family: "transformers" # retries: 0 # Oulines transformers has no retry parameter # source_data_pickle_path: "data/ner.pkl" -# # sample_rows: 2 - -# LMFormatEnforcerFramework: -# - task: "ner" -# n_runs: 10 -# init_kwargs: -# prompt: "Extract and resolve a list of entities from the following text: {text}.\nRespond in the following json schema: {json_schema}:\n" -# llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" -# llm_model_family: "transformers" -# retries: 0 -# source_data_pickle_path: "data/ner.pkl" -# max_length: 4096 -# # sample_rows: 2 - -# ModelsmithFramework: -# - task: "ner" -# n_runs: 10 -# init_kwargs: -# prompt: "Extract and resolve a list of entities from the following text: {text}" -# llm_model: "gpt-4o-mini-2024-07-18" -# llm_model_family: "openai" -# retries: 2 -# source_data_pickle_path: "data/ner.pkl" # # sample_rows: 2 \ No newline at end of file diff --git a/frameworks/base.py b/frameworks/base.py index 025f8a3..ccd62b8 100644 --- a/frameworks/base.py +++ b/frameworks/base.py @@ -117,8 +117,9 @@ def wrapper(*args, **kwargs): "accuracy": accurate / num_successful if num_successful else 0 } elif task == "ner": + framework_metrics = [] for response in responses: - framework_metrics = calculate_metrics(expected_response, response) + framework_metrics.append(calculate_metrics(expected_response, response)) return ( responses, diff --git a/frameworks/lm_format_enforcer_framework.py b/frameworks/lm_format_enforcer_framework.py index d8b0e24..a875b88 100644 --- a/frameworks/lm_format_enforcer_framework.py +++ b/frameworks/lm_format_enforcer_framework.py @@ -41,8 +41,8 @@ def run_experiment(inputs): prompt, prefix_allowed_tokens_fn=self.prefix_function ) response = response[0]["generated_text"][len(prompt) :].strip() - json_response = json.loads(response) - return json_response + response = self.response_model(**json.loads(response)) + return response predictions, percent_successful, metrics, latencies = run_experiment(inputs) return predictions, percent_successful, metrics, latencies diff --git a/frameworks/metrics.py b/frameworks/metrics.py index 345afd6..08d9698 100644 --- a/frameworks/metrics.py +++ b/frameworks/metrics.py @@ -45,12 +45,13 @@ def ner_micro_metrics(results: dict[str, list[float]]): for framework, values in results.items(): tp_total, fp_total, fn_total = 0, 0, 0 - metrics = values["ner"]["metrics"] + runs = values["ner"]["metrics"] - for metric in metrics: - tp_total += sum(metric["true_positives"].values()) - fp_total += sum(metric["false_positives"].values()) - fn_total += sum(metric["false_negatives"].values()) + for run in runs: + for metric in run: + tp_total += sum(metric["true_positives"].values()) + fp_total += sum(metric["false_positives"].values()) + fn_total += sum(metric["false_negatives"].values()) micro_precision = tp_total / (tp_total + fp_total) if (tp_total + fp_total) > 0 else 0 micro_recall = tp_total / (tp_total + fn_total) if (tp_total + fn_total) > 0 else 0 diff --git a/results/ner/InstructorFramework.pkl b/results/ner/InstructorFramework.pkl index 54b0bf18b6d35a3f731269b2c8c33bb953526294..1392000ed1e3f86c83d2ebe5b08b3ff771fa57ab 100644 GIT binary patch literal 154807 zcmeFa349#Kbteq)zQjwHt+RDl9@+qexqty3uLuGl3Gp-mNtR@V9so_w6afr0GvFbG zS?%ukefhlUWRqRym&36wE0=RPv6Fncz9g$eIeo>s>?GcJm3wn-;@I+?c>n)b)!o%S zJ-`42DN-6r=&7!*diCnPSFf&Dubx@+9jiJzJNWOyMeq92*;>6iKUuF-_f?BC?%7K9 z^hLz4o^`AEO?jK=s_s;IvRkbad)!xaJj}5&gkr9 z&&6U5IZGR#xLDd;^w!kNGcI#_Ycjo=^hNo}Tyz21t=1~DCuUJB;cRqg=B6v>UAK0z zIDg@y$q!Hqhk}CEx--S{G$CC#Rjj)wDko1&l&kd;VoEy^yJfCanRQRh&d*GsZiv{5 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zr~>YmyED#2R&e91hZ&mOK`2CN172B7?k+~mp6Hk*#pUm-`M`TXpo8c=GR z23T!kQAJYOb4n+myYi=WLo-v>q*}KzTW01|B!SsC2H;wWYJemCC=7V|t)0MesM6eKAvv)bj?iZ+vt639P;YZB9a{+J7Rz>(@rDJ5n|3T;LeY6NS!V| z*^$g@RN~zu?-L7{7p}4{hv1O)F!H&3gD7n}dDsA=T9!}VI`x&qSK}8@k_WnVz(2hA z5`lM@il@o6oW{rfgFs!4^`;@+s@0GL(iaS%etk>_wvEJjchBwz86?iiC`asb-yKSL z_Xcls80ARo3j>h9eJ=v;LS6;LbTSM$cAm%p_S{hokd0*l@Vcv~0Z(%`Bb=wdgT5U9 E4~t+kkpKVy From 9ad667362dfa6f06d4c02ffbe8afe482699f9ced Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sat, 24 Aug 2024 14:30:53 +0800 Subject: [PATCH 08/17] adding vanilla openai with structured outputs --- README.md | 4 ++- config.yaml | 18 +++++++++++ frameworks/__init__.py | 1 + frameworks/vanilla_openai_framework.py | 29 ++++++++++++++++++ requirements.txt | 1 + .../VanillaOpenAIFramework.pkl | Bin 0 -> 56988 bytes results/ner/VanillaOpenAIFramework.pkl | Bin 0 -> 134986 bytes 7 files changed, 52 insertions(+), 1 deletion(-) create mode 100644 frameworks/vanilla_openai_framework.py create mode 100644 results/multilabel_classification/VanillaOpenAIFramework.pkl create mode 100644 results/ner/VanillaOpenAIFramework.pkl diff --git a/README.md b/README.md index 9da1453..e0afa2c 100644 --- a/README.md +++ b/README.md @@ -19,7 +19,8 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | Framework | Model | Reliability | Latency p95 (s) | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:| | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.096 | - | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 1.523 | + | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 1.096 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 1.369 | | [Fructose](https://github.com/bananaml/fructose) | gpt-4o-mini-2024-07-18 | 1.000 | 2.256 | | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.891* | | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994* | @@ -30,6 +31,7 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | Framework | Model | Reliability | Latency p95 (s) | Precision | Recall | F1 Score | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:|:-----------:|:-----------:|:-----------:| | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 3.319 | 0.807 | 0.733 | 0.768 | + | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 3.374 | 0.808 | 0.748 | 0.777 | | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 9.655* | 0.761 | 0.488 | 0.595 | | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.998 | 6.531 | 0.805 | 0.644 | 0.715 | | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.997 | 2.212 | 0.770 | 0.106 | 0.186 | diff --git a/config.yaml b/config.yaml index d65e83c..9d9cec0 100644 --- a/config.yaml +++ b/config.yaml @@ -1,3 +1,21 @@ +VanillaOpenAIFramework: + - task: "multilabel_classification" + n_runs: 10 + init_kwargs: + prompt: "Classify the following text: {text}" + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + source_data_pickle_path: "data/multilabel_classification.pkl" + # sample_rows: 2 + - task: "ner" + n_runs: 10 + init_kwargs: + prompt: "Extract and resolve a list of entities from the following text: {text}" + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + source_data_pickle_path: "data/ner.pkl" + # sample_rows: 2 + InstructorFramework: - task: "multilabel_classification" n_runs: 10 diff --git a/frameworks/__init__.py b/frameworks/__init__.py index 846614f..545a7cc 100644 --- a/frameworks/__init__.py +++ b/frameworks/__init__.py @@ -9,6 +9,7 @@ from frameworks.mirascope_framework import MirascopeFramework from frameworks.modelsmith_framework import ModelsmithFramework from frameworks.outlines_framework import OutlinesFramework +from frameworks.vanilla_openai_framework import VanillaOpenAIFramework def factory(class_name: str, *args, **kwargs) -> Any: diff --git a/frameworks/vanilla_openai_framework.py b/frameworks/vanilla_openai_framework.py new file mode 100644 index 0000000..d551f0e --- /dev/null +++ b/frameworks/vanilla_openai_framework.py @@ -0,0 +1,29 @@ +import json +from typing import Any + +from openai import OpenAI + +from frameworks.base import BaseFramework, experiment + + +class VanillaOpenAIFramework(BaseFramework): + def __init__(self, *args, **kwargs) -> None: + super().__init__(*args, **kwargs) + self.openai_client = OpenAI() + + def run( + self, n_runs: int, expected_response: Any, inputs: dict, task: str + ) -> tuple[list[Any], float, dict, list[list[float]]]: + @experiment(n_runs=n_runs, expected_response=expected_response, task=task) + def run_experiment(inputs): + response = self.openai_client.beta.chat.completions.parse( + model=self.llm_model, + response_format=self.response_model, + messages=[ + {"role": "user", "content": self.prompt.format(**inputs)} + ], + ) + return response.choices[0].message.parsed + + predictions, percent_successful, metrics, latencies = run_experiment(inputs) + return predictions, percent_successful, metrics, latencies diff --git a/requirements.txt b/requirements.txt index bd837b3..ce63e84 100644 --- a/requirements.txt +++ b/requirements.txt @@ -9,6 +9,7 @@ loguru==0.7.2 marvin==2.3.6 mirascope==0.18.2 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zr_4adDNhrIsml|8w|XyQ`@i*VJSjo`j06J%J35jAI5~nRg1Wba1<-S<5FRRP)z!9Y*o_9OsN_JOAP0^7asEg4wwz2{y$LF>Tdzf3aF8GD#9a`wMnyp=IMe-$<1 z?`!{`1Y`QzZo(6(I$!>25`duI{c>-Du|4yq6BZKr-d;Qb^!)Yv2?Au-m9K3jz<=O# jLKXWvCR8OEGjQkE@I+Am^r8d Date: Sat, 24 Aug 2024 19:07:47 +0800 Subject: [PATCH 09/17] adding synthetic data generation --- README.md | 47 +++++++++---- config.yaml | 47 ++++++++++++- data_sources/data_models.py | 23 ++++++- frameworks/base.py | 33 +++++---- frameworks/fructose_framework.py | 2 +- frameworks/instructor_framework.py | 2 +- frameworks/llamaindex_framework.py | 2 +- frameworks/lm_format_enforcer_framework.py | 2 +- frameworks/marvin_framework.py | 2 +- frameworks/metrics.py | 15 ++++ frameworks/mirascope_framework.py | 2 +- frameworks/modelsmith_framework.py | 2 +- frameworks/outlines_framework.py | 2 +- frameworks/vanilla_openai_framework.py | 3 +- main.py | 64 ++++++++++++------ .../InstructorFramework.pkl | Bin 0 -> 8694 bytes .../LMFormatEnforcerFramework.pkl | Bin 0 -> 5658 bytes .../LlamaIndexFramework.pkl | Bin 0 -> 9233 bytes .../MarvinFramework.pkl | Bin 0 -> 10311 bytes .../ModelsmithFramework.pkl | Bin 0 -> 8656 bytes .../OutlinesFramework.pkl | Bin 0 -> 7426 bytes .../VanillaOpenAIFramework.pkl | Bin 0 -> 6565 bytes 22 files changed, 189 insertions(+), 59 deletions(-) create mode 100644 results/synthetic_data_generation/InstructorFramework.pkl create mode 100644 results/synthetic_data_generation/LMFormatEnforcerFramework.pkl create mode 100644 results/synthetic_data_generation/LlamaIndexFramework.pkl create mode 100644 results/synthetic_data_generation/MarvinFramework.pkl create mode 100644 results/synthetic_data_generation/ModelsmithFramework.pkl create mode 100644 results/synthetic_data_generation/OutlinesFramework.pkl create mode 100644 results/synthetic_data_generation/VanillaOpenAIFramework.pkl diff --git a/README.md b/README.md index e0afa2c..4553cd6 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langchain, LlamaIndex, Fructose, Marvin, Outlines, LMFormatEnforcer, etc on tasks like multi-label classification, named entity recognition, synthetic data generation, etc. -## ๐Ÿ† Benchmark Results [2024-07-20] +## ๐Ÿ† Benchmark Results [2024-08-24] 1. Multi-label classification | Framework | Model | Reliability | Latency p95 (s) | @@ -36,6 +36,16 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.998 | 6.531 | 0.805 | 0.644 | 0.715 | | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.997 | 2.212 | 0.770 | 0.106 | 0.186 | | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.936 | 4.179 | 0.815 | 0.797 | 0.806 | +1. Synthetic Data Generation + | Framework | Model | Reliability | Latency p95 (s) | Variety | + |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:|:-------:| + | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 1.000 | 1.618 | 0.010 | + | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.990 | 2.620 | 0.808 | + | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 0.980 | 1.964 | 0.786 | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.980 | 1.123 | 0.020 | + | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 0.690 | 7.907 | 0.913 | + | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.620 | 2.559* | 0.952 | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.550 | 2.654* | 0.618 | * NVIDIA GeForce RTX 4080 Super GPU @@ -47,7 +57,8 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc 1. Raw results are stored in the `results` directory. 1. Generate the results using: - Multilabel classification: `python -m main generate-results` - - NER: `python -m main generate-results --results-data-path ./results/ner --task ner` + - NER: `python -m main generate-results --task ner` + - Synthetic data generation: `python -m main generate-results --task synthetic_data_generation` 1. To get help on the command line arguments, add `--help` after the command. Eg., `python -m main run-benchmark --help` ## ๐Ÿงช Benchmark methodology @@ -77,6 +88,16 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc 1. Recall: The micro average of the recall of the framework on the data. 1. F1 Score: The micro average of the F1 score of the framework on the data. - **Experiment Details**: Run each row through the framework `n_runs` number of times and log the percent of successful runs for each row. +1. Synthetic Data Generation + - **Task**: Generate synthetic data similar according to a Pydantic data model schema. + - **Data**: + - Two level nested User details Pydantic schema. + - **Prompt**: `Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose.` + - **Evaluation Metrics**: + 1. Reliability: The percentage of times the framework returns valid labels without errors. The average of all the rows `percent_successful` values. + 1. Latency: The 95th percentile of the time taken to run the framework on the data. + 1. Variety: The percent of names that are unique compared to all names generated. + - **Experiment Details**: Run each row through the framework `n_runs` number of times and log the percent of successful runs. ## ๐Ÿ“Š Adding new data @@ -104,10 +125,10 @@ The easiest way to create a new framework is to reference the `./frameworks/inst - `sample_rows` (int): Number of rows to sample from the source data. Useful for testing on a smaller subset of data. Default is $0$ which uses all rows in source_data_pickle_path for the benchmarking. Obtained from the `init_kwargs` in the `./config.yaml` file. - `response_model` (Any): The response model to be used. Internally passed by the benchmarking script. 1. The class should define a `run` method that takes three arguments: - - `inputs`: a dictionary of `{"text": str}` where `str` is the text to be sent to the framework - - `n_runs`: number of times to repeat each text - - `expected_response`: Output expected from the framework - `task`: The task that the framework is being tested on. Obtained from the `task` in the `./config.yaml` file. Eg., `"multilabel_classification"` + - `n_runs`: number of times to repeat each text + - `expected_response`: Output expected from the framework. Use default value of `None` + - `inputs`: a dictionary of `{"text": str}` where `str` is the text to be sent to the framework. Use default value of empty dictionary `{}` 1. This `run` method should create another `run_experiment` function that takes `inputs` as argument, runs that input through the framework and returns the output. 1. The `run_experiment` function should be annotated with the `@experiment` decorator from `frameworks.base` with `n_runs`, `expected_resposne` and `task` as arguments. 1. The `run` method should call the `run_experiment` function and return the four outputs `predictions`, `percent_successful`, `metrics` and `latencies`. @@ -122,14 +143,14 @@ The easiest way to create a new framework is to reference the `./frameworks/inst 1. Framework related tasks: | Framework | Multi-label classification | Named Entity Recognition | Synthetic Data Generation | |-----------------------------------------------------------------------------------------------------|:--------------------------:|:------------------------:|:-------------------------:| - | [Instructor](https://github.com/jxnl/instructor) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | - | [Mirascope](https://github.com/mirascope/mirascope) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | - | [Fructose](https://github.com/bananaml/fructose) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | - | [Marvin](https://github.com/PrefectHQ/marvin) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | - | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | โœ… OpenAI | โœ… OpenAI | ๐Ÿ’ญ Planning | - | [Modelsmith](https://github.com/christo-olivier/modelsmith) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | - | [Outlines](https://github.com/outlines-dev/outlines) | โœ… HF Transformers | ๐Ÿšง In Progress | ๐Ÿ’ญ Planning | - | [LM format enforcer](https://github.com/noamgat/lm-format-enforcer) | โœ… HF Transformers | โœ… HF Transformers | ๐Ÿ’ญ Planning | + | [Instructor](https://github.com/jxnl/instructor) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | + | [Mirascope](https://github.com/mirascope/mirascope) | โœ… OpenAI | โœ… OpenAI | ๐Ÿšง In Progress | + | [Fructose](https://github.com/bananaml/fructose) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿšง In Progress | + | [Marvin](https://github.com/PrefectHQ/marvin) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | + | [Modelsmith](https://github.com/christo-olivier/modelsmith) | โœ… OpenAI | ๐Ÿšง In Progress | โœ… OpenAI | + | [Outlines](https://github.com/outlines-dev/outlines) | โœ… HF Transformers | ๐Ÿšง In Progress | โœ… HF Transformers | + | [LM format enforcer](https://github.com/noamgat/lm-format-enforcer) | โœ… HF Transformers | โœ… HF Transformers | โœ… HF Transformers | | [Jsonformer](https://github.com/1rgs/jsonformer) | โŒ No Enum Support | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | | [Strictjson](https://github.com/tanchongmin/strictjson) | โŒ Non-standard schema | โŒ Non-standard schema | โŒ Non-standard schema | | [Guidance](https://github.com/guidance-ai/guidance) | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | ๐Ÿ’ญ Planning | diff --git a/config.yaml b/config.yaml index 9d9cec0..0151ec0 100644 --- a/config.yaml +++ b/config.yaml @@ -15,6 +15,12 @@ VanillaOpenAIFramework: llm_model_family: "openai" source_data_pickle_path: "data/ner.pkl" # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" InstructorFramework: - task: "multilabel_classification" @@ -35,6 +41,13 @@ InstructorFramework: retries: 2 source_data_pickle_path: "data/ner.pkl" # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 2 MirascopeFramework: - task: "multilabel_classification" @@ -86,6 +99,12 @@ MarvinFramework: retries: 0 # Marvin has no retry parameter source_data_pickle_path: "data/ner.pkl" # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" LlamaIndexFramework: - task: "multilabel_classification" @@ -106,6 +125,12 @@ LlamaIndexFramework: retries: 0 # LlamaIndex has no retry parameter source_data_pickle_path: "data/ner.pkl" # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" OutlinesFramework: - task: "multilabel_classification" @@ -117,6 +142,12 @@ OutlinesFramework: retries: 0 # Oulines transformers has no retry parameter source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" + llm_model_family: "transformers" LMFormatEnforcerFramework: - task: "multilabel_classification" @@ -139,6 +170,13 @@ LMFormatEnforcerFramework: source_data_pickle_path: "data/ner.pkl" max_length: 4096 # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose.\nRespond in the following json schema: {json_schema}:\n" + llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" + llm_model_family: "transformers" + max_length: 4096 ModelsmithFramework: - task: "multilabel_classification" @@ -150,6 +188,13 @@ ModelsmithFramework: retries: 2 source_data_pickle_path: "data/multilabel_classification.pkl" # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 2 # ModelsmithFramework: # - task: "ner" @@ -160,7 +205,7 @@ ModelsmithFramework: # llm_model_family: "openai" # retries: 2 # source_data_pickle_path: "data/ner.pkl" -# # sample_rows: 2 + # sample_rows: 2 # FructoseFramework: # - task: "ner" diff --git a/data_sources/data_models.py b/data_sources/data_models.py index e69514e..2ffcd52 100644 --- a/data_sources/data_models.py +++ b/data_sources/data_models.py @@ -2,7 +2,7 @@ from enum import Enum from typing import Any, Optional, Type -from pydantic import BaseModel, create_model +from pydantic import BaseModel, create_model, field_validator from pydantic_core import PydanticUndefined @@ -24,6 +24,27 @@ def ner_model(ner_entities): return NER +def synthetic_data_generation_model(): + class UserAddress(BaseModel): + street: str + city: str + six_digit_postal_code: int + country: str + + @field_validator("six_digit_postal_code") + def postal_code_must_be_6_digits(cls, v): + if len(str(v)) != 6: + raise ValueError("Postal code must be 6 digits") + return v + + class User(BaseModel): + name: str + age: int + address: UserAddress + + return User + + def pydantic_to_dataclass( klass: Type[BaseModel], classname: str = None, diff --git a/frameworks/base.py b/frameworks/base.py index ccd62b8..2b4b58f 100644 --- a/frameworks/base.py +++ b/frameworks/base.py @@ -9,7 +9,11 @@ from pydantic import BaseModel from tqdm import tqdm -from data_sources.data_models import multilabel_classification_model, ner_model +from data_sources.data_models import ( + multilabel_classification_model, + ner_model, + synthetic_data_generation_model, +) def response_parsing(response: Any) -> Any: @@ -78,7 +82,7 @@ def experiment( def experiment_decorator(func): def wrapper(*args, **kwargs): - allowed_tasks = ["multilabel_classification", "ner"] + allowed_tasks = ["multilabel_classification", "ner", "synthetic_data_generation"] if task not in allowed_tasks: raise ValueError( f"{task} is not allowed. Allowed values are {allowed_tasks}" @@ -92,11 +96,10 @@ def wrapper(*args, **kwargs): response = func(*args, **kwargs) end_time = time.time() - if expected_response: - response = response_parsing(response) + response = response_parsing(response) - if "classes" in response: - response = response_parsing(response["classes"]) + if "classes" in response: + response = response_parsing(response["classes"]) responses.append(response) latencies.append(end_time - start_time) @@ -154,13 +157,16 @@ def __init__(self, *args, **kwargs) -> None: source_data_pickle_path = kwargs.get("source_data_pickle_path", "") # Load the data - self.source_data = pd.read_pickle(source_data_pickle_path) + if source_data_pickle_path: + self.source_data = pd.read_pickle(source_data_pickle_path) - sample_rows = kwargs.get("sample_rows", 0) - if sample_rows: - self.source_data = self.source_data.sample(sample_rows) - self.source_data = self.source_data.reset_index(drop=True) - logger.info(f"Loaded source data from {source_data_pickle_path}") + sample_rows = kwargs.get("sample_rows", 0) + if sample_rows: + self.source_data = self.source_data.sample(sample_rows) + self.source_data = self.source_data.reset_index(drop=True) + logger.info(f"Loaded source data from {source_data_pickle_path}") + else: + self.source_data = None # Create the response model if "response_model" in kwargs: @@ -185,6 +191,9 @@ def __init__(self, *args, **kwargs) -> None: self.response_model = ner_model(self.entities) + elif self.task == "synthetic_data_generation": + self.response_model = synthetic_data_generation_model() + logger.info(f"Response model is {self.response_model}") @abstractmethod diff --git a/frameworks/fructose_framework.py b/frameworks/fructose_framework.py index 7dbde29..7be100e 100644 --- a/frameworks/fructose_framework.py +++ b/frameworks/fructose_framework.py @@ -18,7 +18,7 @@ def __init__(self, *args, **kwargs) -> None: self.response_model = pydantic_to_dataclass(self.response_model) def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: prompt_fields = re.findall(r"\{(.*?)\}", self.prompt) diff --git a/frameworks/instructor_framework.py b/frameworks/instructor_framework.py index 7fcf868..e22e138 100644 --- a/frameworks/instructor_framework.py +++ b/frameworks/instructor_framework.py @@ -12,7 +12,7 @@ def __init__(self, *args, **kwargs) -> None: self.instructor_client = instructor.patch(OpenAI()) def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/frameworks/llamaindex_framework.py b/frameworks/llamaindex_framework.py index d6da8ae..90a4df7 100644 --- a/frameworks/llamaindex_framework.py +++ b/frameworks/llamaindex_framework.py @@ -17,7 +17,7 @@ def __init__(self, *args, **kwargs) -> None: ) def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/frameworks/lm_format_enforcer_framework.py b/frameworks/lm_format_enforcer_framework.py index a875b88..236bcec 100644 --- a/frameworks/lm_format_enforcer_framework.py +++ b/frameworks/lm_format_enforcer_framework.py @@ -30,7 +30,7 @@ def __init__(self, *args, **kwargs) -> None: raise ValueError(f"Model family: {self.llm_model_family} not supported") def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/frameworks/marvin_framework.py b/frameworks/marvin_framework.py index 435e470..ca2dc4d 100644 --- a/frameworks/marvin_framework.py +++ b/frameworks/marvin_framework.py @@ -12,7 +12,7 @@ def __init__(self, *args, **kwargs) -> None: marvin.settings.openai.chat.completions.model = self.llm_model def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/frameworks/metrics.py b/frameworks/metrics.py index 08d9698..5ab487e 100644 --- a/frameworks/metrics.py +++ b/frameworks/metrics.py @@ -67,3 +67,18 @@ def ner_micro_metrics(results: dict[str, list[float]]): micro_metrics["micro_f1"].append(micro_f1) return pd.DataFrame(micro_metrics) + +def variety_metric(predictions: dict[str, dict]): + variety = { + key.replace("Framework", ""): len({pred["name"] for pred in values}) / len(values) + for key, values in predictions.items() + } + + variety_df = pd.DataFrame(list(variety.values()), index=variety.keys(), columns=["Variety"]) + + variety_df = variety_df.round(3) + variety_df.sort_values( + by="Variety", ascending=False, inplace=True + ) + return variety_df + \ No newline at end of file diff --git a/frameworks/mirascope_framework.py b/frameworks/mirascope_framework.py index 3647b5b..465884b 100644 --- a/frameworks/mirascope_framework.py +++ b/frameworks/mirascope_framework.py @@ -29,7 +29,7 @@ def __init__(self, *args, **kwargs) -> None: self.mirascope_client = TaskExtractor() def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/frameworks/modelsmith_framework.py b/frameworks/modelsmith_framework.py index 353e999..608304b 100644 --- a/frameworks/modelsmith_framework.py +++ b/frameworks/modelsmith_framework.py @@ -16,7 +16,7 @@ def __init__(self, *args, **kwargs) -> None: ) def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/frameworks/outlines_framework.py b/frameworks/outlines_framework.py index 1f5c6d0..ff41671 100644 --- a/frameworks/outlines_framework.py +++ b/frameworks/outlines_framework.py @@ -22,7 +22,7 @@ def __init__(self, *args, **kwargs) -> None: ) def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/frameworks/vanilla_openai_framework.py b/frameworks/vanilla_openai_framework.py index d551f0e..1afe7ee 100644 --- a/frameworks/vanilla_openai_framework.py +++ b/frameworks/vanilla_openai_framework.py @@ -1,4 +1,3 @@ -import json from typing import Any from openai import OpenAI @@ -12,7 +11,7 @@ def __init__(self, *args, **kwargs) -> None: self.openai_client = OpenAI() def run( - self, n_runs: int, expected_response: Any, inputs: dict, task: str + self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): diff --git a/main.py b/main.py index c986417..316141f 100644 --- a/main.py +++ b/main.py @@ -38,31 +38,40 @@ def run_benchmark(config_path: str = "config.yaml"): ) logger.info(f"Using {type(framework_instance)}") - for row in tqdm( - framework_instance.source_data.itertuples(), - desc=f"Running {framework_instance.task}", - total=len(framework_instance.source_data), - ): - if isinstance(row.labels, list): - labels = set(row.labels) - else: - labels = row.labels - - # logger.info(f"Actual Text: {row.text}") - # logger.info(f"Actual Labels: {labels}") - predictions, percent_successful, framework_metrics, latencies = ( + if framework_instance.source_data: + for row in tqdm( + framework_instance.source_data.itertuples(), + desc=f"Running {framework_instance.task}", + total=len(framework_instance.source_data), + ): + if isinstance(row.labels, list): + labels = set(row.labels) + else: + labels = row.labels + + # logger.info(f"Actual Text: {row.text}") + # logger.info(f"Actual Labels: {labels}") + predictions, percent_successful, framework_metrics, latencies = ( + framework_instance.run( + inputs={"text": row.text}, + n_runs=n_runs, + expected_response=labels, + task=task, + ) + ) + + run_results["metrics"].append(framework_metrics) + else: + predictions, percent_successful, _, latencies = ( framework_instance.run( - inputs={"text": row.text}, n_runs=n_runs, - expected_response=labels, task=task, ) ) - # logger.info(f"Predicted Labels: {predictions}") - run_results["predictions"].append(predictions) - run_results["percent_successful"].append(percent_successful) - run_results["metrics"].append(framework_metrics) - run_results["latencies"].append(latencies) + # logger.info(f"Predicted Labels: {predictions}") + run_results["predictions"].append(predictions) + run_results["percent_successful"].append(percent_successful) + run_results["latencies"].append(latencies) results[config_key][task] = run_results @@ -78,16 +87,20 @@ def run_benchmark(config_path: str = "config.yaml"): @app.command() def generate_results( - results_data_path: str = "./results/multilabel_classification", + results_data_path: str = "", task: str = "multilabel_classification", ): - allowed_tasks = ["multilabel_classification", "ner"] + allowed_tasks = ["multilabel_classification", "ner", "synthetic_data_generation"] if task not in allowed_tasks: raise ValueError(f"{task} is not allowed. Allowed values are {allowed_tasks}") + + if not results_data_path: + results_data_path = f"./results/{task}" # Combine results from different frameworks results = {} + for file_name in os.listdir(results_data_path): if file_name.endswith(".pkl"): file_path = os.path.join(results_data_path, file_name) @@ -114,6 +127,13 @@ def generate_results( micro_metrics_df = metrics.ner_micro_metrics(results) logger.info(f"NER Micro Metrics:\n{micro_metrics_df}") + # Variety + if task == "synthetic_data_generation": + predictions = { + framework: value[task]["predictions"][0] + for framework, value in results.items() + } + logger.info(f"Variety:\n{metrics.variety_metric(predictions)}") if __name__ == "__main__": app() diff --git a/results/synthetic_data_generation/InstructorFramework.pkl b/results/synthetic_data_generation/InstructorFramework.pkl new file mode 100644 index 0000000000000000000000000000000000000000..caef90ce0940e80d5c6632cd7926c5d86248b3d0 GIT binary patch literal 8694 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zjTvZwwh1k@SBt-LH0C z=8GE#M){(6u=t)h*yKAqzj%x7uO@c>b?8?e_`}%;!&B_McwT&G_bo?!XXke>i^cWM%HZGEQ+1RjM&+|bPqQ0osVwMiJcE# zd_pXC-eh@01`nohWZ7ckW3wV2ZGW1-%pY~Ue1b0~-oF$k_r^>u{LZT%ut$_YB0T;- D1RTl& literal 0 HcmV?d00001 From 4960aaaff578918488c88041950a8819f775452c Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sat, 24 Aug 2024 19:11:34 +0800 Subject: [PATCH 10/17] correcting metrics --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 4553cd6..fa8aeaa 100644 --- a/README.md +++ b/README.md @@ -19,8 +19,8 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | Framework | Model | Reliability | Latency p95 (s) | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:| | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.096 | - | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 1.096 | - | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 1.369 | + | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 1.369 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 1.523 | | [Fructose](https://github.com/bananaml/fructose) | gpt-4o-mini-2024-07-18 | 1.000 | 2.256 | | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.891* | | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994* | From 595ddf86716687f62e4628953d06e7d58747561c Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sat, 24 Aug 2024 21:04:26 +0800 Subject: [PATCH 11/17] minor bug fix --- main.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/main.py b/main.py index 316141f..59a856d 100644 --- a/main.py +++ b/main.py @@ -1,6 +1,7 @@ import os import pickle +import pandas as pd import torch import typer import yaml @@ -38,7 +39,7 @@ def run_benchmark(config_path: str = "config.yaml"): ) logger.info(f"Using {type(framework_instance)}") - if framework_instance.source_data: + if isinstance(framework_instance.source_data, pd.DataFrame): for row in tqdm( framework_instance.source_data.itertuples(), desc=f"Running {framework_instance.task}", From de14792c0f4256650521d2e2ce13c5071f92ae7d Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sun, 25 Aug 2024 22:21:30 +0800 Subject: [PATCH 12/17] updating mirascope to v1 --- config.yaml | 9 +++- frameworks/metrics.py | 2 +- frameworks/mirascope_framework.py | 43 +++++++++--------- main.py | 23 ++++++---- requirements.txt | 2 +- .../FructoseFramework.pkl | Bin 79031 -> 22782 bytes .../InstructorFramework.pkl | Bin 22686 -> 23964 bytes .../LMFormatEnforcerFramework.pkl | Bin 187480 -> 34746 bytes .../LlamaIndexFramework.pkl | Bin 139343 -> 23858 bytes .../MarvinFramework.pkl | Bin 106515 -> 23128 bytes .../MirascopeFramework.pkl | Bin 52318 -> 24268 bytes .../ModelsmithFramework.pkl | Bin 189682 -> 22360 bytes .../OutlinesFramework.pkl | Bin 162820 -> 20124 bytes .../VanillaOpenAIFramework.pkl | Bin 56988 -> 22999 bytes results/ner/InstructorFramework.pkl | Bin 154807 -> 155724 bytes results/ner/LMFormatEnforcerFramework.pkl | Bin 260556 -> 152232 bytes results/ner/LlamaIndexFramework.pkl | Bin 110600 -> 144101 bytes results/ner/MarvinFramework.pkl | Bin 197453 -> 194070 bytes results/ner/MirascopeFramework.pkl | Bin 370773 -> 148888 bytes results/ner/VanillaOpenAIFramework.pkl | Bin 134986 -> 135099 bytes .../InstructorFramework.pkl | Bin 8694 -> 8516 bytes .../LMFormatEnforcerFramework.pkl | Bin 5658 -> 6709 bytes .../LlamaIndexFramework.pkl | Bin 9233 -> 9334 bytes .../MarvinFramework.pkl | Bin 10311 -> 10281 bytes .../MirascopeFramework.pkl | Bin 0 -> 7248 bytes .../ModelsmithFramework.pkl | Bin 8656 -> 8472 bytes .../OutlinesFramework.pkl | Bin 7426 -> 7845 bytes .../VanillaOpenAIFramework.pkl | Bin 6565 -> 6220 bytes 28 files changed, 45 insertions(+), 34 deletions(-) create mode 100644 results/synthetic_data_generation/MirascopeFramework.pkl diff --git a/config.yaml b/config.yaml index 0151ec0..0f7b221 100644 --- a/config.yaml +++ b/config.yaml @@ -68,6 +68,13 @@ MirascopeFramework: retries: 2 source_data_pickle_path: "data/ner.pkl" # sample_rows: 2 + - task: "synthetic_data_generation" + n_runs: 100 + init_kwargs: + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + llm_model: "gpt-4o-mini-2024-07-18" + llm_model_family: "openai" + retries: 2 FructoseFramework: - task: "multilabel_classification" @@ -205,7 +212,7 @@ ModelsmithFramework: # llm_model_family: "openai" # retries: 2 # source_data_pickle_path: "data/ner.pkl" - # sample_rows: 2 +# sample_rows: 2 # FructoseFramework: # - task: "ner" diff --git a/frameworks/metrics.py b/frameworks/metrics.py index 5ab487e..2af4039 100644 --- a/frameworks/metrics.py +++ b/frameworks/metrics.py @@ -45,7 +45,7 @@ def ner_micro_metrics(results: dict[str, list[float]]): for framework, values in results.items(): tp_total, fp_total, fn_total = 0, 0, 0 - runs = values["ner"]["metrics"] + runs = values["metrics"] for run in runs: for metric in run: diff --git a/frameworks/mirascope_framework.py b/frameworks/mirascope_framework.py index 465884b..90eef9f 100644 --- a/frameworks/mirascope_framework.py +++ b/frameworks/mirascope_framework.py @@ -1,8 +1,10 @@ import re from typing import Any, Type -from mirascope.openai import OpenAICallParams, OpenAIExtractor -from pydantic import create_model +from mirascope.core import openai, prompt_template +from mirascope.integrations.tenacity import collect_errors +from pydantic import ValidationError +from tenacity import retry, stop_after_attempt from frameworks.base import BaseFramework, experiment @@ -12,32 +14,31 @@ def __init__(self, *args, **kwargs) -> None: super().__init__(*args, **kwargs) # Identify all the input fields in the prompt and create the pydantic model - prompt_fields = re.findall(r"\{(.*?)\}", self.prompt) - mirascope_pydantic_fields = {field: (str, "") for field in prompt_fields} - mirascope_pydantic_fields["extract_schema"] = (Type[self.response_model], self.response_model) - mirascope_pydantic_fields["prompt_template"] = (str, self.prompt) - - # Mirascope TaskExtractor model - # TODO: Swap the Extractor based on self.llm_model - TaskExtractor = create_model( - "TaskExtractor", - __base__=OpenAIExtractor[self.response_model], - **mirascope_pydantic_fields + # prompt_fields = re.findall(r"\{(.*?)\}", self.prompt) + + def mirascope_client(self, errors: list[ValidationError] | None = None, **kwargs): + @retry(stop=stop_after_attempt(2), after=collect_errors(ValidationError)) + @openai.call(self.llm_model, response_model=self.response_model) + @prompt_template("{previous_errors}\n\n" + self.prompt) + def decorated_method(errors, **kwargs): + return self._mirascope_client(errors, **kwargs) + + return decorated_method(errors, **kwargs) + + def _mirascope_client(self, errors, **kwargs): + previous_errors = ( + f"Previous Errors: {errors}" + if errors + else "No previous errors." ) - TaskExtractor.call_params = OpenAICallParams(model=self.llm_model) - - self.mirascope_client = TaskExtractor() + return {"computed_fields": {"previous_errors": previous_errors}} def run( self, task: str, n_runs: int, expected_response: Any = None, inputs: dict = {} ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): - # Pass the inputs to the mirascope TaskExtractor - for field, value in inputs.items(): - setattr(self.mirascope_client, field, value) - - response = self.mirascope_client.extract(retries=2) + response = self.mirascope_client(**inputs) return response predictions, percent_successful, metrics, latencies = run_experiment(inputs) diff --git a/main.py b/main.py index 59a856d..243b1d7 100644 --- a/main.py +++ b/main.py @@ -21,8 +21,8 @@ def run_benchmark(config_path: str = "config.yaml"): with open(config_path, "r") as file: configs = yaml.safe_load(file) - results = {} for config_key, config_values in configs.items(): + results = {} for config in config_values: results[config_key] = {} task = config["task"] @@ -60,8 +60,11 @@ def run_benchmark(config_path: str = "config.yaml"): task=task, ) ) - + # logger.info(f"Predicted Labels: {predictions}") run_results["metrics"].append(framework_metrics) + run_results["predictions"].append(predictions) + run_results["percent_successful"].append(percent_successful) + run_results["latencies"].append(latencies) else: predictions, percent_successful, _, latencies = ( framework_instance.run( @@ -69,12 +72,12 @@ def run_benchmark(config_path: str = "config.yaml"): task=task, ) ) - # logger.info(f"Predicted Labels: {predictions}") - run_results["predictions"].append(predictions) - run_results["percent_successful"].append(percent_successful) - run_results["latencies"].append(latencies) + # logger.info(f"Predicted Labels: {predictions}") + run_results["predictions"].append(predictions) + run_results["percent_successful"].append(percent_successful) + run_results["latencies"].append(latencies) - results[config_key][task] = run_results + results[config_key] = run_results # logger.info(f"Results:\n{results}") @@ -111,14 +114,14 @@ def generate_results( # Reliability percent_successful = { - framework: value[task]["percent_successful"] + framework: value["percent_successful"] for framework, value in results.items() } logger.info(f"Reliability:\n{metrics.reliability_metric(percent_successful)}") # Latency latencies = { - framework: value[task]["latencies"] + framework: value["latencies"] for framework, value in results.items() } logger.info(f"Latencies:\n{metrics.latency_metric(latencies, 95)}") @@ -131,7 +134,7 @@ def generate_results( # Variety if task == "synthetic_data_generation": predictions = { - framework: value[task]["predictions"][0] + framework: value["predictions"][0] for framework, value in results.items() } logger.info(f"Variety:\n{metrics.variety_metric(predictions)}") diff --git a/requirements.txt b/requirements.txt index ce63e84..bde5927 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,7 +7,7 @@ llama-index==0.10.56 lm-format-enforcer==0.10.4 loguru==0.7.2 marvin==2.3.6 -mirascope==0.18.2 +mirascope==1.0.6 modelsmith==0.6.1 openai==1.42.0 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--- a/README.md +++ b/README.md @@ -13,39 +13,40 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langchain, LlamaIndex, Fructose, Marvin, Outlines, LMFormatEnforcer, etc on tasks like multi-label classification, named entity recognition, synthetic data generation, etc. -## ๐Ÿ† Benchmark Results [2024-08-24] +## ๐Ÿ† Benchmark Results [2024-08-25] 1. Multi-label classification | Framework | Model | Reliability | Latency p95 (s) | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:| - | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.096 | - | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 1.369 | - | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 1.000 | 1.523 | - | [Fructose](https://github.com/bananaml/fructose) | gpt-4o-mini-2024-07-18 | 1.000 | 2.256 | - | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.891* | - | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 2.994* | - | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.999 | 0.936 | - | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.999 | 1.333 | - | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.998 | 1.722 | + | [Fructose](https://github.com/bananaml/fructose) | gpt-4o-mini-2024-07-18 | 1.000 | 1.138 | + | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 1.000 | 1.184 | + | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 1.201 | + | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.206 | + | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.804* | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 3.649* | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.996 | 0.853 | + | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.988 | 1.338 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.985 | 1.531 | 1. Named Entity Recognition | Framework | Model | Reliability | Latency p95 (s) | Precision | Recall | F1 Score | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:|:-----------:|:-----------:|:-----------:| - | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 3.319 | 0.807 | 0.733 | 0.768 | - | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 3.374 | 0.808 | 0.748 | 0.777 | - | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 9.655* | 0.761 | 0.488 | 0.595 | - | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.998 | 6.531 | 0.805 | 0.644 | 0.715 | - | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.997 | 2.212 | 0.770 | 0.106 | 0.186 | - | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.936 | 4.179 | 0.815 | 0.797 | 0.806 | + | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 3.459 | 0.834 | 0.748 | 0.789 | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 6.573* | 0.701 | 0.262 | 0.382 | + | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 0.998 | 2.438 | 0.776 | 0.768 | 0.772 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.989 | 3.879 | 0.768 | 0.738 | 0.752 | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.979 | 5.771 | 0.792 | 0.310 | 0.446 | + | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.979 | 3.270 | 0.822 | 0.776 | 0.798 | 1. Synthetic Data Generation | Framework | Model | Reliability | Latency p95 (s) | Variety | |-----------------------------------------------------------------------------------------------------|:------------------------------------:|:-----------:|:---------------:|:-------:| - | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 1.000 | 1.618 | 0.010 | - | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.990 | 2.620 | 0.808 | - | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 0.980 | 1.964 | 0.786 | - | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.980 | 1.123 | 0.020 | - | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 0.690 | 7.907 | 0.913 | - | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.620 | 2.559* | 0.952 | - | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.550 | 2.654* | 0.618 | + | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.923 | 0.750 | + | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 1.000 | 1.496 | 0.010 | + | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 1.000 | 1.003 | 0.020 | + | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.970 | 2.324 | 0.835 | + | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.790 | 3.383 | 0.886 | + | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.690 | 2.354* | 0.942 | + | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 0.650 | 1.431 | 0.877 | + | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.650 | 2.561* | 0.662 | * NVIDIA GeForce RTX 4080 Super GPU From 25767745afc0c93bb624ec2eb743cc754c76a5dc Mon Sep 17 00:00:00 2001 From: stephenleo Date: Sun, 25 Aug 2024 22:41:48 +0800 Subject: [PATCH 14/17] minor readme update --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index a6e75f4..36375bc 100644 --- a/README.md +++ b/README.md @@ -144,8 +144,9 @@ The easiest way to create a new framework is to reference the `./frameworks/inst 1. Framework related tasks: | Framework | Multi-label classification | Named Entity Recognition | Synthetic Data Generation | |-----------------------------------------------------------------------------------------------------|:--------------------------:|:------------------------:|:-------------------------:| + | [OpenAI Structured Output](https://github.com/openai/openai-python) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | | [Instructor](https://github.com/jxnl/instructor) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | - | [Mirascope](https://github.com/mirascope/mirascope) | โœ… OpenAI | โœ… OpenAI | ๐Ÿšง In Progress | + | [Mirascope](https://github.com/mirascope/mirascope) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | | [Fructose](https://github.com/bananaml/fructose) | โœ… OpenAI | ๐Ÿšง In Progress | ๐Ÿšง In Progress | | [Marvin](https://github.com/PrefectHQ/marvin) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | โœ… OpenAI | โœ… OpenAI | โœ… OpenAI | From d9fdba80230915eaac78545e1bd61d84fa4624be Mon Sep 17 00:00:00 2001 From: Adriane Boyd Date: Sat, 21 Sep 2024 14:22:54 +0200 Subject: [PATCH 15/17] Outlines: add json_schema and max_length Following LMFormatEnforcer, add for Outlines: - `json_schema` to prompts - `max_length` to model settings --- config.yaml | 8 +++++--- frameworks/outlines_framework.py | 9 ++++++++- 2 files changed, 13 insertions(+), 4 deletions(-) diff --git a/config.yaml b/config.yaml index 0f7b221..72241cf 100644 --- a/config.yaml +++ b/config.yaml @@ -143,18 +143,20 @@ OutlinesFramework: - task: "multilabel_classification" n_runs: 10 init_kwargs: - prompt: "Classify the following text: {text}" + prompt: "Classify the following text: {text}.\nRespond in the following json schema: {json_schema}:\n" llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" llm_model_family: "transformers" retries: 0 # Oulines transformers has no retry parameter source_data_pickle_path: "data/multilabel_classification.pkl" + max_length: 4096 # sample_rows: 2 - task: "synthetic_data_generation" n_runs: 100 init_kwargs: - prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose." + prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose.\nRespond in the following json schema: {json_schema}:\n" llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit" llm_model_family: "transformers" + max_length: 4096 LMFormatEnforcerFramework: - task: "multilabel_classification" @@ -234,4 +236,4 @@ ModelsmithFramework: # llm_model_family: "transformers" # retries: 0 # Oulines transformers has no retry parameter # source_data_pickle_path: "data/ner.pkl" -# # sample_rows: 2 \ No newline at end of file +# # sample_rows: 2 diff --git a/frameworks/outlines_framework.py b/frameworks/outlines_framework.py index ff41671..552c7e2 100644 --- a/frameworks/outlines_framework.py +++ b/frameworks/outlines_framework.py @@ -8,6 +8,7 @@ class OutlinesFramework(BaseFramework): def __init__(self, *args, **kwargs) -> None: super().__init__(*args, **kwargs) + self.max_length = kwargs.get("max_length", 4096) # TODO: Handle openai model if self.llm_model_family == "transformers": @@ -26,7 +27,13 @@ def run( ) -> tuple[list[Any], float, dict, list[list[float]]]: @experiment(n_runs=n_runs, expected_response=expected_response, task=task) def run_experiment(inputs): - response = self.outline_generator(self.prompt.format(**inputs)) + response = self.outline_generator( + self.prompt.format( + json_schema=self.response_model.model_json_schema(), + **inputs, + ), + max_tokens=self.max_length, + ) return response predictions, percent_successful, metrics, latencies = run_experiment(inputs) From 93c0e9f8632630342f0ea37e7b253323814defd0 Mon Sep 17 00:00:00 2001 From: stephenleo Date: Mon, 23 Sep 2024 10:34:31 +0800 Subject: [PATCH 16/17] updating metrics for Outlines --- README.md | 4 ++-- .../OutlinesFramework.pkl | Bin 20124 -> 30142 bytes .../OutlinesFramework.pkl | Bin 7845 -> 3906 bytes 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 36375bc..7c3a8d9 100644 --- a/README.md +++ b/README.md @@ -22,7 +22,7 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 1.000 | 1.184 | | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 1.000 | 1.201 | | [Instructor](https://github.com/jxnl/instructor) | gpt-4o-mini-2024-07-18 | 1.000 | 1.206 | - | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 1.804* | + | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 7.606* | | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 1.000 | 3.649* | | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 0.996 | 0.853 | | [Marvin](https://github.com/PrefectHQ/marvin) | gpt-4o-mini-2024-07-18 | 0.988 | 1.338 | @@ -44,7 +44,7 @@ Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langc | [Llamaindex](https://docs.llamaindex.ai/en/stable/examples/output_parsing/openai_pydantic_program/) | gpt-4o-mini-2024-07-18 | 1.000 | 1.003 | 0.020 | | [Modelsmith](https://github.com/christo-olivier/modelsmith) | gpt-4o-mini-2024-07-18 | 0.970 | 2.324 | 0.835 | | [Mirascope](https://github.com/mirascope/mirascope) | gpt-4o-mini-2024-07-18 | 0.790 | 3.383 | 0.886 | - | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.690 | 2.354* | 0.942 | + | [Outlines](https://github.com/outlines-dev/outlines) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.350 | 3.577* | 1.000 | | [OpenAI Structured Output](https://github.com/openai/openai-python) | gpt-4o-mini-2024-07-18 | 0.650 | 1.431 | 0.877 | | [LMFormatEnforcer](https://github.com/noamgat/lm-format-enforcer) | unsloth/llama-3-8b-Instruct-bnb-4bit | 0.650 | 2.561* | 0.662 | diff --git a/results/multilabel_classification/OutlinesFramework.pkl 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