From 64e7f51601e52926c69731df524afbb3f4a571e5 Mon Sep 17 00:00:00 2001 From: Jason Liu Date: Wed, 23 Aug 2023 23:53:22 -0700 Subject: [PATCH] Implement CLI for finetuning (#85) * add cli * remove hint * fix * updat docs * lock --- README.md | 60 +- docs/finetune.md | 89 +++ instructor/cli/__init__.py | 0 instructor/cli/cli.py | 11 + instructor/cli/files.py | 123 ++++ instructor/cli/jobs.py | 155 ++++ mkdocs.yml | 2 + poetry.lock | 1383 ++++++++++++++++++++++-------------- pyproject.toml | 5 +- 9 files changed, 1257 insertions(+), 571 deletions(-) create mode 100644 docs/finetune.md create mode 100644 instructor/cli/__init__.py create mode 100644 instructor/cli/cli.py create mode 100644 instructor/cli/files.py create mode 100644 instructor/cli/jobs.py diff --git a/README.md b/README.md index 42d3749eb..0fb398415 100644 --- a/README.md +++ b/README.md @@ -123,37 +123,37 @@ In this updated schema, we use the `Field` class from `pydantic` to add descript !!! note "Code, schema, and prompt" We can run `openai_schema` to see exactly what the API will see, notice how the docstrings, attributes, types, and field descriptions are now part of the schema. This describes on this library's core philosophies. - ```python hl_lines="2 3" - class UserDetails(OpenAISchema): - "Correctly extracted user information" - name: str = Field(..., description="User's full name") - age: int - - UserDetails.openai_schema - ``` - - ```json hl_lines="3 8" - { - "name": "UserDetails", - "description": "Correctly extracted user information", - "parameters": { - "type": "object", - "properties": { - "name": { - "description": "User's full name", - "type": "string" - }, - "age": { - "type": "integer" - } - }, - "required": [ - "age", - "name" - ] - } +```python hl_lines="2 3" +class UserDetails(OpenAISchema): + "Correctly extracted user information" + name: str = Field(..., description="User's full name") + age: int + +UserDetails.openai_schema +``` + +```json hl_lines="3 8" +{ +"name": "UserDetails", +"description": "Correctly extracted user information", +"parameters": { + "type": "object", + "properties": { + "name": { + "description": "User's full name", + "type": "string" + }, + "age": { + "type": "integer" } - ``` + }, + "required": [ + "age", + "name" + ] +} +} +``` ### Section 3: Calling the ChatCompletion diff --git a/docs/finetune.md b/docs/finetune.md new file mode 100644 index 000000000..1c85ceacc --- /dev/null +++ b/docs/finetune.md @@ -0,0 +1,89 @@ +# Using the Command Line Interface +The instructor CLI provides functionalities for managing fine-tuning jobs on OpenAI. + +## Creating a Fine-Tuning Job + +### View Jobs Options + +```sh +$ instructor jobs --help + +Usage: instructor jobs [OPTIONS] COMMAND [ARGS]... + + Monitor and create fine tuning jobs + +Options: + --help Show this message and exit. + +Commands: + cancel Cancel a fine-tuning job. + create-from-file Create a fine-tuning job from a file. + create-from-id Create a fine-tuning job from an existing ID. + list Monitor the status of the most recent fine-tuning jobs. +``` + +### Create from File + +The create-from-file command uploads and trains a model in a single step: + +```sh +$ instructor jobs create-from-file transformed_data.jsonl +``` + +### Create from ID + +The create-from-id command uses an uploaded file and trains a model + +```sh +$ instructor files upload transformed_data.jsonl +$ instructor files list +... +$ instructor jobs create-from-file +``` + + +### Viewing Files and Jobs + +#### Viewing Jobs + +```sh +$ instructor jobs list + +OpenAI Fine Tuning Job Monitoring +┏━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━┓ +┃ ┃ ┃ ┃ Completion ┃ ┃ ┃ ┃ ┃ +┃ Job ID ┃ Status ┃ Creation Time ┃ Time ┃ Model Name ┃ File ID ┃ Epochs ┃ Base Model ┃ +┡━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━┩ +│ ftjob-PWo6uwk… │ 🚫 cancelled │ 2023-08-23 │ N/A │ │ file-F7lJg6Z4… │ 3 │ gpt-3.5-turbo-… │ +│ │ │ 23:10:54 │ │ │ │ │ │ +│ ftjob-1whjva8… │ 🚫 cancelled │ 2023-08-23 │ N/A │ │ file-F7lJg6Z4… │ 3 │ gpt-3.5-turbo-… │ +│ │ │ 22:47:05 │ │ │ │ │ │ +│ ftjob-wGoBDld… │ 🚫 cancelled │ 2023-08-23 │ N/A │ │ file-F7lJg6Z4… │ 3 │ gpt-3.5-turbo-… │ +│ │ │ 22:44:12 │ │ │ │ │ │ +│ ftjob-yd5aRTc… │ ✅ succeeded │ 2023-08-23 │ 2023-08-23 │ ft:gpt-3.5-tur… │ file-IQxAUDqX… │ 3 │ gpt-3.5-turbo-… │ +│ │ │ 14:26:03 │ 15:02:29 │ │ │ │ │ +└────────────────┴──────────────┴────────────────┴────────────────┴─────────────────┴────────────────┴────────┴─────────────────┘ + Automatically refreshes every 5 seconds, press Ctrl+C to exit +``` + + +#### Viewing Files + +```sh +$ instructor files list + +OpenAI Files +┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┓ +┃ File ID ┃ Size (bytes) ┃ Creation Time ┃ Filename ┃ Purpose ┃ +┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━┩ +│ file-0lw2BSNRUlXZXRRu2beCCWjl │ 369523 │ 2023-08-23 23:31:57 │ file │ fine-tune │ +│ file-IHaUXcMEykmFUp1kt2puCDEq │ 369523 │ 2023-08-23 23:09:35 │ file │ fine-tune │ +│ file-ja9vRBf0FydEOTolaa3BMqES │ 369523 │ 2023-08-23 22:42:29 │ file │ fine-tune │ +│ file-F7lJg6Z47CREvmx4kyvyZ6Sn │ 369523 │ 2023-08-23 22:42:03 │ file │ fine-tune │ +│ file-YUxqZPyJRl5GJCUTw3cNmA46 │ 369523 │ 2023-08-23 22:29:10 │ file │ fine-tune │ +└───────────────────────────────┴──────────────┴─────────────────────┴──────────┴───────────┘ +``` + + +## Conclusion +The instructor CLI offers an intuitive interface for managing OpenAI's fine-tuning jobs and related files. By utilizing simple commands, you can create, monitor, and manage your fine-tuning tasks with ease. Feel free to explore further options and parameters by using the --help flag with any command. \ No newline at end of file diff --git a/instructor/cli/__init__.py b/instructor/cli/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/instructor/cli/cli.py b/instructor/cli/cli.py new file mode 100644 index 000000000..64dd8fbad --- /dev/null +++ b/instructor/cli/cli.py @@ -0,0 +1,11 @@ +import typer +import instructor.cli.jobs as jobs +import instructor.cli.files as files + +app = typer.Typer( + name="instructor-ft", + help="A CLI for fine-tuning OpenAI's models", +) + +app.add_typer(jobs.app, name="jobs", help="Monitor and create fine tuning jobs") +app.add_typer(files.app, name="files", help="Manage files on OpenAI's servers") diff --git a/instructor/cli/files.py b/instructor/cli/files.py new file mode 100644 index 000000000..726c39f95 --- /dev/null +++ b/instructor/cli/files.py @@ -0,0 +1,123 @@ +from typing import List +from typing_extensions import Annotated +from rich.live import Live +from rich.table import Table +from rich.spinner import Spinner +from rich.console import Console + +from datetime import datetime +import openai +import typer +import time + +app = typer.Typer() +console = Console() + + +# Sample response data +def generate_file_table(files: List[openai.File]) -> Table: + table = Table( + title="OpenAI Files", + ) + table.add_column("File ID", style="dim") + table.add_column("Size (bytes)", justify="right") + table.add_column("Creation Time") + table.add_column("Filename") + table.add_column("Purpose") + + for file in files: + table.add_row( + file["id"], + str(file["bytes"]), + str(datetime.fromtimestamp(file["created_at"])), + file["filename"], + file["purpose"], + ) + + return table + + +def get_files(limit: int = 5) -> List[openai.File]: + files = openai.File.list(limit=limit)["data"] # type: ignore + files = sorted(files, key=lambda x: x["created_at"], reverse=True) + return files[:limit] + + +def get_file_status(file_id: str) -> str: + response = openai.File.retrieve(file_id) + return response["status"] + + +@app.command( + help="Upload a file to OpenAI's servers, will monitor the upload status until it is processed", +) +def upload( + filepath: str = typer.Argument(..., help="Path to the file to upload"), + purpose: str = typer.Option("fine-tune", help="Purpose of the file"), + poll: int = typer.Option(5, help="Polling interval in seconds"), +): + with open(filepath, "rb") as file: + response = openai.File.create(file=file, purpose=purpose) + file_id = response["id"] + with console.status(f"Monitoring upload: {file_id}...") as status: + status.spinner_style = "dots" + while True: + file_status = get_file_status(file_id) + if file_status == "processed": + console.log(f"[bold green]File {file_id} uploaded successfully!") + break + time.sleep(poll) + + +@app.command( + help="Download a file from OpenAI's servers", +) +def download( + file_id: str = typer.Argument(..., help="ID of the file to download"), + output: str = typer.Argument(..., help="Output path for the downloaded file"), +): + with console.status( + f"[bold green]Downloading file {file_id}...", spinner="dots" + ) as status: + content = openai.File.download(file_id) + with open(output, "wb") as file: + file.write(content) + console.log(f"[bold green]File {file_id} downloaded successfully!") + + +@app.command( + help="Delete a file from OpenAI's servers", +) +def delete(file_id: str = typer.Argument(..., help="ID of the file to delete")): + with console.status( + f"[bold red]Deleting file {file_id}...", spinner="dots" + ) as status: + try: + openai.File.delete(file_id) + console.log(f"[bold red]File {file_id} deleted successfully!") + except Exception as e: + console.log(f"[bold red]Error deleting file {file_id}: {e}") + return + + +@app.command( + help="Monitor the status of a file on OpenAI's servers", +) +def status( + file_id: str = typer.Argument(..., help="ID of the file to check the status of") +): + with console.status(f"Monitoring status of file {file_id}...") as status: + while True: + file_status = get_file_status(file_id) + status.update(f"File status: {file_status}") + if file_status in ["pending", "processed"]: + break + time.sleep(5) + + +@app.command( + help="List the files on OpenAI's servers", +) +def list(limit: int = typer.Option(5, help="Limit the number of files to list")): + files = get_files(limit=limit) + console.log(generate_file_table(files)) diff --git a/instructor/cli/jobs.py b/instructor/cli/jobs.py new file mode 100644 index 000000000..af6e5b8bb --- /dev/null +++ b/instructor/cli/jobs.py @@ -0,0 +1,155 @@ +from typing import List +import openai +import typer +import time + +from rich.live import Live +from rich.table import Table +from rich.console import Console +from datetime import datetime + +app = typer.Typer() +console = Console() + + +def generate_table(jobs): + # Sorting the jobs by creation time + jobs = sorted(jobs, key=lambda x: x["created_at"], reverse=True) + + table = Table( + title="OpenAI Fine Tuning Job Monitoring", + caption="Automatically refreshes every 5 seconds, press Ctrl+C to exit", + ) + + table.add_column("Job ID", style="dim") + table.add_column("Status") + table.add_column("Creation Time", justify="right") + table.add_column("Completion Time", justify="right") + table.add_column("Model Name") + table.add_column("File ID") + table.add_column("Epochs") + table.add_column("Base Model") + + for job in jobs: + status_emoji = { + "running": "⏳", + "succeeded": "✅", + "failed": "❌", + "cancelled": "🚫", + }.get(job["status"], "❓") + + finished_at = ( + str(datetime.fromtimestamp(job["finished_at"])) + if job["finished_at"] + else "N/A" + ) + + table.add_row( + job["id"], + f"{status_emoji} [{status_color(job['status'])}]{job['status']}[/]", + str(datetime.fromtimestamp(job["created_at"])), + finished_at, + job["fine_tuned_model"], + job["training_file"], + str(job["hyperparameters"]["n_epochs"]), + job["model"], + ) + + return table + + +def status_color(status: str) -> str: + return {"running": "yellow", "succeeded": "green", "failed": "red"}.get( + status, "white" + ) + + +def get_jobs(limit: int = 5) -> List[openai.FineTuningJob]: + return openai.FineTuningJob.list(limit=limit)["data"] + + +def get_file_status(file_id: str) -> str: + response = openai.File.retrieve(file_id) + return response["status"] + + +@app.command( + name="list", + help="Monitor the status of the most recent fine-tuning jobs.", +) +def watch( + limit: int = typer.Option(5, help="Limit the number of jobs to monitor"), + poll: int = typer.Option(5, help="Polling interval in seconds"), + screen: bool = typer.Option(False, help="Enable or disable screen output"), +): + """ + Monitor the status of the most recent fine-tuning jobs. + """ + jobs = get_jobs(limit=limit) + with Live(generate_table(jobs), refresh_per_second=2, screen=screen) as live_table: + while True: + jobs = get_jobs(limit=limit) + live_table.update(generate_table(jobs)) + time.sleep(poll) + + +@app.command( + help="Create a fine-tuning job from an existing ID.", +) +def create_from_id( + id: str = typer.Argument(..., help="ID of the existing fine-tuning job"), + model: str = typer.Option("gpt-3.5-turbo", help="Model to use for fine-tuning"), +): + with console.status( + f"[bold green]Creating fine-tuning job from ID {id}...", spinner="dots" + ) as status: + job = openai.FineTuningJob.create(training_file=id, model=model) + console.log(f"[bold green]Fine-tuning job created with ID: {job.id}") # type: ignore + watch(limit=5, poll=2, screen=False) + + +@app.command( + help="Create a fine-tuning job from a file.", +) +def create_from_file( + file: str = typer.Argument(..., help="Path to the file for fine-tuning"), + model: str = typer.Option("gpt-3.5-turbo", help="Model to use for fine-tuning"), + poll: int = typer.Option(2, help="Polling interval in seconds"), +): + with open(file, "rb") as file: + response = openai.File.create(file=file, purpose="fine-tune") + + file_id = response["id"] + + with console.status(f"Monitoring upload: {file_id} before finetuning...") as status: + status.spinner_style = "dots" + while True: + file_status = get_file_status(file_id) + + if file_status == "processed": + console.log(f"[bold green]File {file_id} uploaded successfully!") + break + + time.sleep(poll) + + job = openai.FineTuningJob.create(training_file=file_id, model=model) + console.log( + f"[bold green]Fine-tuning job created with ID: {job['id']} from file ID: {file_id}" + ) + watch(limit=5, poll=poll, screen=False) + + +@app.command( + help="Cancel a fine-tuning job.", +) +def cancel(id: str = typer.Argument(..., help="ID of the fine-tuning job to cancel")): + with console.status(f"[bold red]Cancelling job {id}...", spinner="dots") as status: + try: + openai.FineTuningJob.cancel(id) + console.log(f"[bold red]Job {id} cancelled successfully!") + except Exception as e: + console.log(f"[bold red]Error cancelling job {id}: {e}") + + +if __name__ == "__main__": + app() diff --git a/mkdocs.yml b/mkdocs.yml index c9f923b59..b94b72abc 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -60,6 +60,8 @@ nav: - 'MultiTask': 'api_multitask.md' - "Introduction: Writing Prompts": "writing-prompts.md" - "Prompting Templates": "chat-completion.md" + - CLI Reference: + - "Finetuning": finetune.md extra: analytics: provider: google diff --git a/poetry.lock b/poetry.lock index d033cbbe0..47ea19153 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,97 +1,100 @@ +# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand. + [[package]] name = "aiohttp" -version = "3.8.4" +version = "3.8.5" description = "Async http client/server framework (asyncio)" +category = "main" optional = false python-versions = ">=3.6" files = [ - {file = "aiohttp-3.8.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5ce45967538fb747370308d3145aa68a074bdecb4f3a300869590f725ced69c1"}, - {file = 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Based on Python type hints." +category = "main" +optional = false +python-versions = ">=3.6" +files = [ + {file = "typer-0.4.2-py3-none-any.whl", hash = "sha256:023bae00d1baf358a6cc7cea45851639360bb716de687b42b0a4641cd99173f1"}, + {file = "typer-0.4.2.tar.gz", hash = "sha256:b8261c6c0152dd73478b5ba96ba677e5d6948c715c310f7c91079f311f62ec03"}, +] + +[package.dependencies] +click = ">=7.1.1,<9.0.0" + +[package.extras] +all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)"] +dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"] +doc = ["mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)"] +test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "shellingham (>=1.3.0,<2.0.0)"] + [[package]] name = "typing-extensions" version = "4.7.1" description = "Backported and Experimental Type Hints for Python 3.7+" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -1255,13 +1555,14 @@ files = [ [[package]] name = "urllib3" -version = "2.0.3" +version = "2.0.4" description = "HTTP library with thread-safe connection pooling, file post, and more." +category = "main" optional = false python-versions = ">=3.7" files = [ - {file = "urllib3-2.0.3-py3-none-any.whl", hash = "sha256:48e7fafa40319d358848e1bc6809b208340fafe2096f1725d05d67443d0483d1"}, - {file = "urllib3-2.0.3.tar.gz", hash = "sha256:bee28b5e56addb8226c96f7f13ac28cb4c301dd5ea8a6ca179c0b9835e032825"}, + {file = "urllib3-2.0.4-py3-none-any.whl", hash = "sha256:de7df1803967d2c2a98e4b11bb7d6bd9210474c46e8a0401514e3a42a75ebde4"}, + {file = "urllib3-2.0.4.tar.gz", hash = "sha256:8d22f86aae8ef5e410d4f539fde9ce6b2113a001bb4d189e0aed70642d602b11"}, ] [package.extras] @@ -1314,6 +1615,7 @@ watchmedo = ["PyYAML (>=3.10)"] name = "yarl" version = "1.9.2" description = "Yet another URL library" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -1399,20 +1701,21 @@ multidict = ">=4.0" [[package]] name = "zipp" -version = "3.15.0" +version = "3.16.2" description = "Backport of pathlib-compatible object wrapper for zip files" category = "dev" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"}, - {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"}, + {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"}, + {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"}, ] [package.extras] -docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"] +docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"] [metadata] lock-version = "2.0" -python-versions = "^3.9" \ No newline at end of file +python-versions = "^3.9" +content-hash = "633a390ec3b3a05f5a285256246ce9a33ebcd179baaf516164288edf9ab3f3ec" diff --git a/pyproject.toml b/pyproject.toml index ce8b7d9bc..2a4305bc9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "instructor" -version = "0.2.4" +version = "0.2.5" description = "Helper functions that allow us to improve openai's function_call ergonomics" authors = ["Jason "] license = "MIT" @@ -12,7 +12,10 @@ repository = "https://github.com/jxnl/instructor" python = "^3.9" openai = "^0.27.8" pydantic = "^2.0.2" +typer = "^0.4.0" # Add this line +[tool.poetry.scripts] +instructor = "instructor.cli.cli:app" [tool.poetry.group.dev.dependencies] pytest = "^7.4.0"