From 54ac6bc59e92537e014f69543589e4bde2756eef Mon Sep 17 00:00:00 2001 From: Rishi Chandra Date: Sun, 16 Feb 2025 15:39:41 -0800 Subject: [PATCH] cleanups Signed-off-by: Rishi Chandra --- .../huggingface/deepseek-r1_torch.ipynb | 11 ++++++----- .../huggingface/gemma-7b_torch.ipynb | 11 ++++++----- .../dl_inference/images/spark-pytriton.png | Bin 42644 -> 41091 bytes 3 files changed, 12 insertions(+), 10 deletions(-) diff --git a/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/deepseek-r1_torch.ipynb b/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/deepseek-r1_torch.ipynb index 55f0d879..d59a6b32 100644 --- a/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/deepseek-r1_torch.ipynb +++ b/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/deepseek-r1_torch.ipynb @@ -6,11 +6,11 @@ "source": [ "\n", "\n", - "# PySpark LLM Inference: DeepSeek-R1\n", + "# PySpark LLM Inference: DeepSeek-R1 Reasoning Q/A\n", "\n", "In this notebook, we demonstrate distributed batch inference with [DeepSeek-R1](https://github.com/deepseek-ai/DeepSeek-R1), using open weights on Huggingface.\n", "\n", - "We use [DeepSeek-R1-Distill-Llama-8B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B) as demonstration. DeepSeek's distilled models are based on open-source LLMs (such as Llama/Qwen), and are fine-tuned using samples generated by DeepSeek-R1 to perform multi-step reasoning tasks.\n", + "We use [DeepSeek-R1-Distill-Llama-8B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B) as demonstration. DeepSeek's distilled models are based on open-source LLMs (such as Llama/Qwen), and are fine-tuned using samples generated by DeepSeek-R1. We'll show how to use the model to reason through word problems.\n", "\n", "**Note:** Running this model on GPU with 16-bit precision requires **~18GB** of GPU RAM. Make sure your instances have sufficient GPU capacity." ] @@ -261,6 +261,7 @@ "outputs": [], "source": [ "import os\n", + "import pandas as pd\n", "import datasets\n", "from datasets import load_dataset\n", "datasets.disable_progress_bars()" @@ -330,7 +331,7 @@ "source": [ "#### Load DataFrame\n", "\n", - "Load the Orca Math Word Problems dataset from Huggingface and store in a Spark Dataframe." + "Load the first 500 samples of the [Orca Math Word Problems dataset](https://huggingface.co/datasets/microsoft/orca-math-word-problems-200k) from Huggingface and store in a Spark Dataframe." ] }, { @@ -339,8 +340,8 @@ "metadata": {}, "outputs": [], "source": [ - "dataset = load_dataset(\"microsoft/orca-math-word-problems-200k\", split=\"train[:1%]\")\n", - "dataset = dataset.to_pandas()[\"question\"]" + "dataset = load_dataset(\"microsoft/orca-math-word-problems-200k\", split=\"train\", streaming=True)\n", + "dataset = pd.Series([sample[\"question\"] for sample in dataset.take(500)])" ] }, { diff --git a/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/gemma-7b_torch.ipynb b/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/gemma-7b_torch.ipynb index 9d6d43a2..63cbd1a1 100644 --- a/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/gemma-7b_torch.ipynb +++ b/examples/ML+DL-Examples/Spark-DL/dl_inference/huggingface/gemma-7b_torch.ipynb @@ -6,11 +6,11 @@ "source": [ "\n", "\n", - "# PySpark LLM Inference: Gemma-7b\n", + "# PySpark LLM Inference: Gemma-7b Code Comprehension\n", "\n", "In this notebook, we demonstrate distributed inference with the Google [Gemma-7b-instruct](https://huggingface.co/google/gemma-7b-it) LLM, using open-weights on Huggingface.\n", "\n", - "The Gemma-7b-instruct is an instruction-fine-tuned version of the Gemma-7b base model.\n", + "The Gemma-7b-instruct is an instruction-fine-tuned version of the Gemma-7b base model. We'll show how to use the model to perform code comprehension tasks.\n", "\n", "**Note:** Running this model on GPU with 16-bit precision requires **~18 GB** of GPU RAM. Make sure your instances have sufficient GPU capacity." ] @@ -200,6 +200,7 @@ "outputs": [], "source": [ "import os\n", + "import pandas as pd\n", "import datasets\n", "from datasets import load_dataset\n", "datasets.disable_progress_bars()" @@ -269,7 +270,7 @@ "source": [ "#### Load DataFrame\n", "\n", - "Load the code comprehension dataset from Huggingface and store in a Spark Dataframe." + "Load the first 500 samples of the [Code Comprehension dataset](https://huggingface.co/datasets/imbue/code-comprehension) from Huggingface and store in a Spark Dataframe." ] }, { @@ -278,8 +279,8 @@ "metadata": {}, "outputs": [], "source": [ - "dataset = load_dataset(\"imbue/code-comprehension\", split=\"train[:1%]\")\n", - "dataset = dataset.to_pandas()[\"question\"]" + "dataset = load_dataset(\"imbue/code-comprehension\", split=\"train\", streaming=True)\n", + "dataset = pd.Series([sample[\"question\"] for sample in dataset.take(500)])" ] }, { diff --git 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