added mlflow tutorial

Author: qwertd105

README.md

@@ -99,6 +99,7 @@ For more information look at Tutorials
 5. [Creating your own data loaders](/notebooks/Indices_for_DataLoader.ipynb)
 6. [Working with configs](/notebooks/How_to_work_with_configs.ipynb)
 7. [Benchmarks](/notebooks/benchmarks.ipynb)
+8. [Integration with Mlflow](/notebooks/Integration_with_mlflow.ipynb)
 
 ## Library Structure
 

notebooks/Integration_with_mlflow.ipynb

@@ -2,15 +2,15 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e81c847e",
+   "id": "92671f50",
    "metadata": {},
    "source": [
     "# Integration with mlflow"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b6aa588c",
+   "id": "b9b0b4ea",
    "metadata": {},
    "source": [
     "### Summary: \n",
@@ -20,7 +20,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "35d5f728",
+   "id": "c600ab02",
    "metadata": {
     "execution": {
      "iopub.execute_input": "2024-08-21T10:36:36.576223Z",
@@ -44,7 +44,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "d82a914c",
+   "id": "ec976b10",
    "metadata": {
     "execution": {
      "iopub.execute_input": "2024-08-21T10:37:07.692657Z",
@@ -85,7 +85,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "3faa80be",
+   "id": "b848621b",
    "metadata": {
     "execution": {
      "iopub.execute_input": "2024-08-21T10:39:13.803082Z",
@@ -104,7 +104,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "c0c84614",
+   "id": "3d9ad6a5",
    "metadata": {
     "execution": {
      "iopub.execute_input": "2024-08-21T10:55:27.607989Z",
@@ -120,10 +120,10 @@
     "\n",
     "runner.cfg[\"logging\"][\"use_mlflow\"] = True # making flag True to use mlflow\n",
     "runner.cfg[\"logging\"][\"mlflow\"] = {\n",
-    "     \"MLFLOW_TRACKING_URI\": \"https://ml-flow.msk.bd-cloud.mts.ru/\", # uri of \n",
+    "     \"MLFLOW_TRACKING_URI\": \"<mlflow_url>\",\n",
     "     \"MLFLOW_TRACKING_USERNAME\": \"username\",\n",
     "     \"MLFLOW_TRACKING_PASSWORD\": \"password\",\n",
-    "     \"MLFLOW_S3_ENDPOINT_URL\": \"https://s3.mts-corp.ru\", # to save artifacts\n",
+    "     \"MLFLOW_S3_ENDPOINT_URL\": \"<endpoint_url>\", # to save artifacts\n",
     "     \"AWS_ACCESS_KEY_ID\": \"access_key\", # to save artifacts\n",
     "     \"AWS_SECRET_ACCESS_KEY\": \"secret_access_key\", # to save artifacts\n",
     "     \"MLFLOW_TRACKING_INSECURE_TLS\": \"true\", # to ignore the TLS certificate verification\n",
@@ -138,7 +138,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "f154a32f",
+   "id": "995d9aa1",
    "metadata": {
     "execution": {
      "iopub.execute_input": "2024-08-21T10:55:36.670982Z",
@@ -185,15 +185,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c835b041",
+   "id": "d58837ac",
    "metadata": {},
    "source": [
     "### Let's see the results on Mlflow tracker"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "c67c3798",
+   "id": "f8eccc2e",
    "metadata": {
     "execution": {
      "iopub.execute_input": "2024-08-21T11:08:43.663318Z",
@@ -209,7 +209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cbac9ca5",
+   "id": "2b17c3f5",
    "metadata": {},
    "source": [
     "### Success!"
@@ -218,7 +218,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "686924be",
+   "id": "1d81e647",
    "metadata": {},
    "outputs": [],
    "source": []