From 8506bc1781b8ebb76d73faca2ebe379cf0bd9b4e Mon Sep 17 00:00:00 2001 From: Geoffrey Wilson Date: Thu, 4 Jul 2024 10:38:40 -0400 Subject: [PATCH] Aim images python (#1320) * rough-in the FML client log_image * Update python client for log-artifact impl --- docs/example/minimal_fasttrackml.py | 3 +- pkg/api/mlflow/services/run/converters.go | 3 + pyproject.toml | 3 + python/client_example.py | 3 +- python/client_test.py | 12 +++- python/dice.png | Bin 0 -> 174780 bytes .../fasttrackml/_tracking_service/client.py | 18 ++++++ python/fasttrackml/client.py | 53 ++++++++++++++++++ python/fasttrackml/store/custom_rest_store.py | 44 +++++++++++++++ 9 files changed, 134 insertions(+), 5 deletions(-) create mode 100644 pyproject.toml create mode 100644 python/dice.png diff --git a/docs/example/minimal_fasttrackml.py b/docs/example/minimal_fasttrackml.py index edd6e96f8..c103b982a 100644 --- a/docs/example/minimal_fasttrackml.py +++ b/docs/example/minimal_fasttrackml.py @@ -1,10 +1,9 @@ import time from random import randint, random -from fasttrackml.entities.metric import Metric - import fasttrackml from fasttrackml import FasttrackmlClient +from fasttrackml.entities.metric import Metric def print_metric_info(history): diff --git a/pkg/api/mlflow/services/run/converters.go b/pkg/api/mlflow/services/run/converters.go index 941a2dc98..2ce84c2fc 100644 --- a/pkg/api/mlflow/services/run/converters.go +++ b/pkg/api/mlflow/services/run/converters.go @@ -3,6 +3,8 @@ package run import ( "fmt" + "github.com/google/uuid" + "github.com/G-Research/fasttrackml/pkg/api/mlflow/api/request" "github.com/G-Research/fasttrackml/pkg/api/mlflow/dao/models" ) @@ -29,6 +31,7 @@ func ConvertCreateRunArtifactRequestToModel( namespaceID uint, req *request.LogArtifactRequest, ) *models.Artifact { return &models.Artifact{ + ID: uuid.New(), Iter: req.Iter, Step: req.Step, RunID: req.RunID, diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 000000000..07de284aa --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,3 @@ +[build-system] +requires = ["setuptools", "wheel"] +build-backend = "setuptools.build_meta" \ No newline at end of file diff --git a/python/client_example.py b/python/client_example.py index 07247ce3b..3e9757d75 100644 --- a/python/client_example.py +++ b/python/client_example.py @@ -1,10 +1,9 @@ import time from random import randint, random -from fasttrackml.entities.metric import Metric - import fasttrackml from fasttrackml import FasttrackmlClient +from fasttrackml.entities.metric import Metric def print_metric_info(history): diff --git a/python/client_test.py b/python/client_test.py index 79615bdbd..a6a891c3d 100644 --- a/python/client_test.py +++ b/python/client_test.py @@ -1,4 +1,5 @@ import os +import posixpath import socket import subprocess import time @@ -6,9 +7,9 @@ from random import random, uniform import pytest -from fasttrackml.entities import Metric, Param from fasttrackml import FasttrackmlClient +from fasttrackml.entities import Metric, Param LOCALHOST = "127.0.0.1" @@ -115,3 +116,12 @@ def test_init_output_logging(client, server, run): for i in range(100): log_data = str(uuid.uuid4()) + "\n" + str(uuid.uuid4()) print(log_data) + + +def test_log_image(client, server, run): + # test logging some images + for i in range(100): + img_local = posixpath.join(os.path.dirname(__file__), "dice.png") + assert ( + client.log_image(run.info.run_id, img_local, "images", "These are dice", 0, 640, 480, "png", i, 0) == None + ) diff --git a/python/dice.png b/python/dice.png new file mode 100644 index 0000000000000000000000000000000000000000..39af456c55f863e48d75f3b8002c3a2dea5e86f5 GIT binary patch literal 174780 zcmdSABE{W;dvGXF+}+(vfZ|r1;_g!13lxU}#T{BCSn&WqzSsTY z`5T_IR@Nlvtn*?rd-ndwo)`@^c`S4?bN~Q=rKkV`0|4-$007)JD)QSMzPa`Nw*k>c zN>vH~XiUU_nIXOXrm;`}s{#Q2i~vArBmnUEb}RG`0N}+1033e;0EE8+0K~4jotmO= z50K53a=p9%p&r z*t}Dd-Jhxnpg)htZ=7BYs6}GeZ}>D2j)Xz<|C=wS!AS>34clzME!fmB&I`>2c?kUl 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literal 0 HcmV?d00001 diff --git a/python/fasttrackml/_tracking_service/client.py b/python/fasttrackml/_tracking_service/client.py index e42c17cb2..0e6647755 100644 --- a/python/fasttrackml/_tracking_service/client.py +++ b/python/fasttrackml/_tracking_service/client.py @@ -144,3 +144,21 @@ def log_output( data: str, ): self.custom_store.log_output(run_id, data) + + def log_image( + self, + run_id: str, + filename: str, + artifact_path: str, + caption: str, + index: int, + width: int, + height: int, + format: str, + step: int, + iter: int, + ): + # 1. log the artifact + self.log_artifact(run_id, filename, artifact_path) + # 2. log the image metadata + self.custom_store.log_image(run_id, filename, artifact_path, caption, index, width, height, format, step, iter) diff --git a/python/fasttrackml/client.py b/python/fasttrackml/client.py index 0860d8aba..a2fc88ac6 100644 --- a/python/fasttrackml/client.py +++ b/python/fasttrackml/client.py @@ -461,3 +461,56 @@ def log_output( client.set_terminated(run.info.run_id) """ self._tracking_client.log_output(run_id, data) + + def log_image( + self, + run_id: str, + filename: str, + artifact_path: str, + caption: str, + index: int, + width: int, + height: int, + format: str, + step: int, + iter: int, + ) -> None: + """ + Log an image artifact for the provided run which will be viewable in the Images explorer. + The image itself will be stored in the configured artifact store (S3-compatible or local). + + Args: + run_id: String ID of the run + filename: The filename of the image in the local filesystem + artifact_path: The optional path to append to the artifact_uri + caption: The image caption + index: The image index + width: The image width + height: The image height + format: The image format + step: The image step + iter: The image iteration + + .. code-block:: python + :caption: Example + + from fasttrackml import FasttrackmlClient + + # Create a run under the default experiment (whose id is '0'). + # Since these are low-level CRUD operations, this method will create a run. + # To end the run, you'll have to explicitly end it. + client = FasttrackmlClient() + experiment_id = "0" + run = client.create_run(experiment_id) + print_run_info(run) + print("--") + + # Log an image + for step in range(10): + filename = generate_image(step) # some function that generates an image + client.log_image(run.info.run_id, filename, "This is an image", "images", step, 100, 100, "png", step, 0) + client.set_terminated(run.info.run_id) + """ + return self._tracking_client.log_image( + run_id, filename, artifact_path, caption, index, width, height, format, step, iter + ) diff --git a/python/fasttrackml/store/custom_rest_store.py b/python/fasttrackml/store/custom_rest_store.py index 26e867b0f..d76d2e804 100644 --- a/python/fasttrackml/store/custom_rest_store.py +++ b/python/fasttrackml/store/custom_rest_store.py @@ -1,4 +1,6 @@ import json +import os +import posixpath import threading from typing import Dict, Optional, Sequence @@ -274,3 +276,45 @@ def log_output(self, run_id, data): error_code=result["error_code"], ) return result + + def log_image( + self, + run_id: str, + filename: str, + artifact_path: str, + caption: str, + index: int, + width: int, + height: int, + format: str, + step: int, + iter: int, + ): + storage_path = posixpath.join(artifact_path, os.path.basename(filename)) + request_body = { + "run_id": run_id, + "blob_uri": storage_path, + "caption": caption, + "index": index, + "width": width, + "height": height, + "format": format, + "step": step, + "iter": iter, + } + result = http_request( + **{ + "host_creds": self.get_host_creds(), + "endpoint": "/api/2.0/mlflow/runs/log-artifact", + "method": "POST", + "json": request_body, + } + ) + if result.status_code != 201: + result = result.json() + if "error_code" in result: + raise MlflowException( + message=result["message"], + error_code=result["error_code"], + ) + return result