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"g8rxv4Tx5kNX" - } + }, + "source": [ + "### Download PDF and image files" + ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "id": "MtKgrASwF3Ol" }, @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "id": "odfkuCk6qSAw" }, @@ -89,7 +89,7 @@ "# Initialize Mistral client with API key\n", "from mistralai import Mistral\n", "\n", - "api_key = \"API_KEY\" # Replace with your API key\n", + "api_key = \"YOUR_API_KEY\"\n", "client = Mistral(api_key=api_key)" ] }, @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -118,9 +118,12 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ + "Current Working Directory: /Users/clement.choupault/Desktop/mistralai/cookbook/mistral/ocr\n", + "Checking for file: mistral7b.pdf\n", + "debug\n", "{\n", " \"pages\": [\n", " {\n", @@ -132,12 +135,13 @@ "source": [ "# Import required libraries\n", "from pathlib import Path\n", - "from mistralai import DocumentURLChunk, ImageURLChunk, TextChunk\n", + "from mistralai import DocumentURLChunk\n", "import json\n", "\n", "# Verify PDF file exists\n", "pdf_file = Path(\"mistral7b.pdf\")\n", - "assert pdf_file.is_file()\n", + "print(\"Checking for file:\", pdf_file)\n", + "assert pdf_file.is_file(), \"File not found. Please check the file path and name.\"\n", "\n", "# Upload PDF file to Mistral's OCR service\n", "uploaded_file = client.files.upload(\n", @@ -161,7 +165,7 @@ "# Convert response to JSON format\n", "response_dict = json.loads(pdf_response.model_dump_json())\n", "\n", - "print(json.dumps(response_dict, indent=4)[0:1000]) # check the first 1000 characters" + "print(json.dumps(response_dict, indent=4)[0:1000]) # check the first 1000 characters\n" ] }, { @@ -175,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -186,14 +190,226 @@ }, "outputs": [ { - "output_type": "display_data", "data": { + "text/markdown": [ + "# Mistral 7B \n", + "\n", + "Albert Q. Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, Lélio Renard Lavaud, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timothée Lacroix, William El Sayed\n", + "\n", + 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+ "\n", + "\n", + "#### Abstract\n", + "\n", + "We introduce Mistral 7B, a 7-billion-parameter language model engineered for superior performance and efficiency. Mistral 7B outperforms the best open 13B model (Llama 2) across all evaluated benchmarks, and the best released 34B model (Llama 1) in reasoning, mathematics, and code generation. Our model leverages grouped-query attention (GQA) for faster inference, coupled with sliding window attention (SWA) to effectively handle sequences of arbitrary length with a reduced inference cost. We also provide a model fine-tuned to follow instructions, Mistral 7B - Instruct, that surpasses Llama 2 13B - chat model both on human and automated benchmarks. Our models are released under the Apache 2.0 license. Code: https://github.com/mistralai/mistral-src Webpage: https://mistral.ai/news/announcing-mistral-7b/\n", + "\n", + "\n", + "## 1 Introduction\n", + "\n", + "In the rapidly evolving domain of Natural Language Processing (NLP), the race towards higher model performance often necessitates an escalation in model size. However, this scaling tends to increase computational costs and inference latency, thereby raising barriers to deployment in practical, real-world scenarios. In this context, the search for balanced models delivering both high-level performance and efficiency becomes critically essential. Our model, Mistral 7B, demonstrates that a carefully designed language model can deliver high performance while maintaining an efficient inference. Mistral 7B outperforms the previous best 13B model (Llama 2, [26]) across all tested benchmarks, and surpasses the best 34B model (LLaMa 34B, [25]) in mathematics and code generation. Furthermore, Mistral 7B approaches the coding performance of Code-Llama 7B [20], without sacrificing performance on non-code related benchmarks.\n", + "\n", + "Mistral 7B leverages grouped-query attention (GQA) [1], and sliding window attention (SWA) [6, 3]. GQA significantly accelerates the inference speed, and also reduces the memory requirement during decoding, allowing for higher batch sizes hence higher throughput, a crucial factor for real-time applications. In addition, SWA is designed to handle longer sequences more effectively at a reduced computational cost, thereby alleviating a common limitation in LLMs. These attention mechanisms collectively contribute to the enhanced performance and efficiency of Mistral 7B.\n", + "\n", + "Mistral 7B is released under the Apache 2.0 license. This release is accompanied by a reference implementation ${ }^{1}$ facilitating easy deployment either locally or on cloud platforms such as AWS, GCP, or Azure using the vLLM [17] inference server and SkyPilot ${ }^{2}$. Integration with Hugging Face ${ }^{3}$ is also streamlined for easier integration. Moreover, Mistral 7B is crafted for ease of fine-tuning across a myriad of tasks. As a demonstration of its adaptability and superior performance, we present a chat model fine-tuned from Mistral 7B that significantly outperforms the Llama 2 13B - Chat model.\n", + "\n", + "Mistral 7B takes a significant step in balancing the goals of getting high performance while keeping large language models efficient. Through our work, our aim is to help the community create more affordable, efficient, and high-performing language models that can be used in a wide range of real-world applications.\n", + "\n", + "# 2 Architectural details \n", + "\n", + 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+ "\n", + "Figure 1: Sliding Window Attention. The number of operations in vanilla attention is quadratic in the sequence length, and the memory increases linearly with the number of tokens. At inference time, this incurs higher latency and smaller throughput due to reduced cache availability. To alleviate this issue, we use sliding window attention: each token can attend to at most $W$ tokens from the previous layer (here, $W=3$ ). Note that tokens outside the sliding window still influence next word prediction. At each attention layer, information can move forward by $W$ tokens. Hence, after $k$ attention layers, information can move forward by up to $k \\times W$ tokens.\n", + "\n", + "Mistral 7B is based on a transformer architecture [27]. The main parameters of the architecture are summarized in Table 1. Compared to Llama, it introduces a few changes that we summarize below.\n", + "Sliding Window Attention. SWA exploits the stacked layers of a transformer to attend information beyond the window size $W$. The hidden state in position $i$ of the layer $k, h_{i}$, attends to all hidden states from the previous layer with positions between $i-W$ and $i$. Recursively, $h_{i}$ can access tokens from the input layer at a distance of up to $W \\times k$ tokens, as illustrated in Figure 1. At the last layer, using a window size of $W=4096$, we have a theoretical attention span of approximately $131 K$ tokens. In practice, for a sequence length of 16 K and $W=4096$, changes made to FlashAttention [11] and xFormers [18] yield a 2x speed improvement over a vanilla attention baseline.\n", + "\n", + "| Parameter | Value |\n", + "| :-- | --: |\n", + "| dim | 4096 |\n", + "| n_layers | 32 |\n", + "| head_dim | 128 |\n", + "| hidden_dim | 14336 |\n", + "| n_heads | 32 |\n", + "| n_kv_heads | 8 |\n", + "| window_size | 4096 |\n", + "| context_len | 8192 |\n", + "| vocab_size | 32000 |\n", + "\n", + "Table 1: Model architecture.\n", + "\n", + "Rolling Buffer Cache. A fixed attention span means that we can limit our cache size using a rolling buffer cache. The cache has a fixed size of $W$, and the keys and values for the timestep $i$ are stored in position $i \\bmod W$ of the cache. As a result, when the position $i$ is larger than $W$, past values in the cache are overwritten, and the size of the cache stops increasing. We provide an illustration in Figure 2 for $W=3$. On a sequence length of 32 k tokens, this reduces the cache memory usage by 8 x , without impacting the model quality.\n", + "\n", + "[^0]\n", + "[^0]: ${ }^{1}$ https://github.com/mistralai/mistral-src\n", + " ${ }^{2}$ https://github.com/skypilot-org/skypilot\n", + " ${ }^{3}$ https://huggingface.co/mistralai\n", + "\n", + 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)\n", + "\n", + "Figure 2: Rolling buffer cache. The cache has a fixed size of $W=4$. Keys and values for position $i$ are stored in position $i \\bmod W$ of the cache. When the position $i$ is larger than $W$, past values in the cache are overwritten. The hidden state corresponding to the latest generated tokens are colored in orange.\n", + "\n", + "Pre-fill and Chunking. When generating a sequence, we need to predict tokens one-by-one, as each token is conditioned on the previous ones. However, the prompt is known in advance, and we can pre-fill the $(k, v)$ cache with the prompt. If the prompt is very large, we can chunk it into smaller pieces, and pre-fill the cache with each chunk. For this purpose, we can select the window size as our chunk size. For each chunk, we thus need to compute the attention over the cache and over the chunk. Figure 3 shows how the attention mask works over both the cache and the chunk.\n", + "\n", + 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WD4u0y51HR0NmvmXVpcR3UUecb2Unj64Na0GlNXMMQn7NpGd44hisNHstRt4kin0+6iaIooBVdwBXjtyOK7OyvZdNuDNCC8bH97F/eA6Ee9cNql3P4uSy0u30y+t4vtCS3clzCUWNVOduT1au17VVZe4oy13MoQjNyVvddjs7a5iu7dJoHDo4yCP8APH9Kmri7G+k0ycyoC8DnM0Y7/wC0vv7V2EE8dzCk0Tq0bjIYGvHq0nB3PNr0XSlboSUUUVkYhXlPi/w5c2fiXw3rOoapcX13N4gt44lYbIreIsWCKo4J4GW74r1auO8eWV1eXHhU2trNMINct5pfJjLeWg3ZY46D3OBXXganLVsZ1FdHY0UUVys0Cs3Xo7OTRZhqEkkdqdu94wSw+YYxgHvWlVLVnkj02ZorMXkmV/ckA7skDv6dfwoh8SE9i7RRRQM4H4k+HbjVdC1S9udUnGnWljJLDYRAKrzKrHe7dWA+XC+1dJ4R/wCRK0L/ALB1v/6KWk8YQS3XgvW4LeF5Z5LKVEjjQszkoRgAAknpxUvheGW38JaLBNE8UsdhAjxyKVZWEaggg8gg9q65VHLCpdn+hml7xrUUUVxmgUUUUAFZPiHS77WdPSzstUm04NIDPNCgMjR4OVUn7pyR831rWpMCqhJwlzITVzz/AOFVlDpkPiewtwwgt9bnij3MSdqqoGT3Neg1x3gSyurK78VG6tpoBPrdxNEZYynmIduGXPUH1HFdjW+Mles5b/8ADEw2CiiiuYsKKKKAIL2O4lsbiO0mEFy0TCKVl3eW5GA2O+DXm2h6CPD/AMY1ikvrm+ubjRWnuLq4PzSSGYDgD7qgKAB2xXqFcdLZXX/C4YL5bWb7INEMJnEZ2b/Ozt3dM45x1rswlRqM436MzktjsaKKK4zQint4rmB4ZkDxuMMp71yN9YyaZMEkJaBz+6lPr/dPv79/0rs6int4rmB4ZkDxuMMp71tSquDNqNaVKV0cXTJX8uF5OyqWP5VZvrGTTJwkhLQOf3Up7n+6ff37/pUGNwKsODx9a9CLUtUe1CoqkeaJyPgext73wcs13Ek0movLLdM4yZCXI5/LP1qx4Cmkl8KxQysWNrM8AY9cKxx+hArN0W+u/CmlyaHNpN/cz2zyfZHhhLpOpYlfmHTBPNbvhTSZtG8OW9rc/wDHyS0kw9GY7sfgCB+FddZvllr109DloLWNlay19dDc70x/vx/9dY//AEMU7vTX+/H/ANdY/wD0MVz0vjj6nVW+CXoesjoKKB0FFfRnxoUUUUAcdq/gy8n1+bXNB8Q3OjX1xEsVwBAk8UoXoSj9G981d8LeEovDbX13Lez6hqmousl5ezgK0hUYUAKMKoHQV0eKMYoANoxjp9KNopaKACiiigDlPG//AB7af/18H/0Bq5Sur8b/APHtp/8A18H/ANAauUrxsf8AxfkfSZX/AAF6sKKKK4j0g/8A1UUUUagFFFFABRRRQAUnHoPypaKAtfcP5+tFFFAWtsFFFFABRRRQAgFHp7UtFAeYUUUUAFFFFABRRRQAmTnNL796KKACiiigCtaI6y3ZecShp8hR/wAsxsX5T/P/AIFVmqVi1r9ovxAjK4ucTZ7vsQ8c9NpUfUVdpy3JjsFHr70UUtSrXD1zRRRQAUUUUAFFFFACfp9OKBx0A/Kloo6WEFFFFAwooooAKDnFFFHmAUUUUahawh65qzp+oPpcxPLWr8yRj+H1Zf61XopNKSszOrTVSNmdtHMk0avGwZWGVYHgj1p9cdp2pNpUm1gWs3PzL18sn+Ie3qP5V18ciyIroysrDIIPBH/168+tS5GeJWoulKzHUUUVk9jKwUUUUAFUtVSSTTZEhuxaSZXEx6L8w/n0/GrtZuvvZLok7ajG0lp8u5V6n5hjHI74qofEhPY0qKKKQwxSYwMUtFIVgooooGFFFFABRRRQAUUUUIAooooAKKKKACiiigAooooAKKKKAIp7eK5geGZA8bjDKe9cjfWMmmTBJCWgc/upT6/3T7+/f9K7Oop7eK5geGZA8bjDKe9bUqrgzajWlSldHFcng96XFTX1jJpk4SRi8Dn91Ke5/un39+/6VAPeu9PmWh7VOpGceaIvemP9+P8A66x/+hind6a/3o/+usf/AKGK0pfHH1Cr8EvQ9ZHQUUDoKK+jPjQooooAKKKKACiiigAooooA5Txv/wAe2n/9fB/9AauUrq/G/wDx7af/ANfB/wDQGrlK8bH/AMX5H0mV/wABerCiiiuI9IKKKKACiiigAooooAKKTmloAKKKTmgBaKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCCBroyXIuEVUEoEG3+JNq8n8d34VPVS0VFuL/ZP5pM4Z1/55HYg2/lhvxq3Te4o7BRRRzSGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFIAooopgFFFFACdOn41c0vUzpjiOQk2bH6+Ue5+n8qqUYzwen9PSlJKSszOrSjUjZncKwZQykEHnI6Ypa5PStUOnOsFwc2hPyt/zyPb/AID/ACrqxkgHjB7ivOqU3Bnh1aTpSsxaKKKzMwqrqL3qWMj6fHHJdgrtV+h5Gc/hVqs/W0jfSZllvDaISuZx/Dhh/Pp+NOPxITNCiiigYUUUUgCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCKe3iuYHhmQPG4wynvXIX1jJpk4SRi0Dn91Ke5/un39+/6V2lRT28VzA8MyB43GGU961pVXBm1GtKlK6OK70j/ei/66x/+hirF9YyaZcBJCWgc/upT3P90+/v3/SqzZLxZ/57R/8AoYr06LvJNdz15VIzpNx7HrI6CigdBRX0h8gFFFFADdxHt9aXNcJ8Wtcv9B+H1/caat4txJtRbm3Axb/MMsxzwCPlyPWrdx48stJ8Oaff6hYalFdXj+TbacYQ11M4/uorH2Oc9CM4JFAHY0VyOj+PbbUNdTRNQ0vUdG1OZDJbw38agTqOuxlJBIHJHb8666gAooooA5Txv/x7af8A9fB/9AauUrq/G/8Ax7af/wBfB/8AQGrlK8bH/wAX5H0mV/wF6sKKKK4j0g/z0pBx1rh9H02PxhFfarqM9189w8Vmkc7IIY1OAQBxn65HtWx4Ov7m80eWG8kMtxY3Mlo8h/j2nr+RFbSpKKdnsc8K7k0mtHsdDRRRWJ0BRRRQAmaBk59hzig8VyeqK2veMk0SaWVNPtbX7RNHE5TzXZsBSRzjFXCHM2+iM6k+RKy3OtwR/nmkzXKaOG0TxfcaDHNLJYzWourdJHLGE79pUE84711feicOVrzCnPnTbWqFoooqDQKKKKAEHPT/AD7fWjkfniuc8X3tzHbWGnWkrQy6jdJbtKpwUQ/eI9/es6/sIvCOo6TeadLcLBcXS2t1DJMzhw4OH5PUYraNJSSd9Wc8q7jJpLRHa0UUVidAUUUUAFFFU9UvTp2kXl6FDNbwNKFPQkAkCmld2QpNJXZcwfT9KSuCi0B5vCQ11727OtvbG8FwJmwDjeE2/d29BjFddol+2q6FYXzgB5og7gdA3f8ADNaTppJtPZ2MaVVyaUla6uaFFFFZG5Us3Rri+CweWVnAZj/y1Plp8w/Ahf8AgNW6ghW5Wa5Mzq8bSgwgD7qBFBB99wY/5xU9OQo7BSc4z74orjLCwj8Xalq15qUs7W9tdtZ2sMczIE2AZb5T1ORV04KV29kZ1KjjZJXbO0746e3f8u1Fc34QvLiS31DTrqZp5NOu2t1lY5Z4/wCHJ/OukqZw5ZWHTnzxuFFFFSaBRRRQAh/TrS8jr9a5TXDJq3iux0AzSxWf2dru5ETlWlG7aq5HIGajsI/+Ed8ZxaTbyytp1/btJHFJIX8qVDzgnnGK29lpe+trnP7d81raXsdfRRRWJ0BRRRQAhopa57xjqFzZaNFFZyGO5vbmO0SQfwFj1/IGqpx5nykVJ8kXI6HnGcUCuG1jTIvCCWWr6dPdDZcJHdrLOz+fGxwScnr9MD2ruKqcLK6ehNOo5XjJWaFooorM1CiiigBCNw55BHIrR0nVjZOlpcv/AKM2BG5P+r9j7Hse1ZN3cC0s57lhlIY2kIHooJNcRpmgNr3ho6veXl1/a92rzRyrOyrCSTtUKDjb04xVqjGpH33ocmJtNciV3ue65pa4L4e+KZdR8Oac+oPnzlKrKx/iBKkH8Rx+Xpnve1eXWoulPlZ5EotW8wrP1po00iZ5rQ3ceVzCOrfMP5dfwrQqrqKXj2Mi6fIkd1ldrP0HzDOeD2z2rOPxIhlqiiigYf5xSA5Ge1cJ8R7nxM2j6lb6UkVnp0Vk81xftJl3wGJijUc5OBlvftXSeE2Z/BmhuxLMdPgJJOSf3amtpUHGkqre5ClrY2KKKKwLCiiigAoorJ8Q3WsW2nKNDsYrq9mlEYM8uyOIYJMjdyAQBgYPNVCPPLlQm7Gt1HHNFcD8Ljf+R4ji1O8N3eRazLFJMTwzKqjIHYZ7V31XWpeynyJig7hRRRWRQUUUUAFJn0P+f/rVDeTTW9jcTW9ubmaOJnjgVtplYAkLnsSeK850GXxE3xdUeIJYlkl0d54rO3csluplAC57t8pJPrW9Gg6kXK+xDlbQ9NooorAsKKKKACiiigAJx1OOvWivK/iDd+KJZrV3WPTtFi1SCGNBJuluzvGHOPuoAOnX1zXqlbVaLpxjK+5CdyKeCK6heGZA8bjDKe9c62gS29zC4uFe2SeNuR85+ccen4109V7oZSJe7XEQH/fwf/XrXBTarQj5r8y3VlThLlOlooor7E80KKKKAOD+MSFvhTroVdx8uLoOwlQ/pyaxNe1bT4fHngXxFJewSaJ5Nxa/bFkDRQyumFLNnAz0yT2OelepT2sF1BJBcQpNDINrxyKGVh6EHg1Sj8PaLDpTaVHpNkunMSWtRbr5RJOTlcYoA4Pxlf2Wt+PfBem6VcxXN9bXxvJ/IYN5MAX5txHTd0A7/lXp1ZuleHtG0NXXSdLs7ESff+zwKm764HP41pUAFFFFAHKeN/8Aj20//r4P/oDVyldX43/497Af9PB/9AauT7V42O/ifI+kyz+AvUWiiiuI9I43wffWmkadf6XfXMNvNY3Uu5ZHCkoTkMAeoPtVrwNGz6Te3zKVTUL+a6jyMHYxAHHvjP5VtXejaZqEyy3mn208i8BpIwxx2HParioqgBQAAMAAYGB0redVNOy1e5zU6Li1d7bDqKKKwOkKKKKAEPSuTlli0r4itPdSJDBf2QRJJGwpkRsbcnjOP511mOMVBd2NpqEPk3lvFcR5ztkQMB9M9PwrSnJRevYyqw5krdDmrSaPVfiLNd2riW2sbAW7yIcr5hbOAehwK62oLWytbKAQWlvHBECTsjUKMnvxU+KKk+Z6dgpQ5VqFFFFZmoUUUUAcr40/0Y6NqjKTBZX8ZmbH3Ebgk/SoPE93baveaHpljcRXE0l/Hct5ThgsSAksSM4znjPWuveNJY2jkRXRhhlYZBHuKq2Wk6dpzO9lY29uz8M0UYUken09q3hVSSutUc06Lbkk9GXKKKKwOkKKKKACs/XbV77w/qFrENzyW7qgz/EVOK0KQCnGTi00TKKkmjjIPEOnJ8OVY3UQlSy+zeUW+fzQm3bt65zz9Oa3vDFlJp/hnTraVSsiQqXB7E8kfgTVg6LpZvvtp061N1nd5vlDdu9c9c571erWpOLVkjGnSkneTCiiisToKdmsAudQMLM0jTgzK3QP5UYwPbaE/M1cqtbM7XF4HtxEqzAI3/PUbFO78yR/wGrNVLcmOwg6VyPhi7tdIvNe028uIreVL+S5USuF3RMAQQTjpjnHSuvqne6Tp2ouj3tjb3DJwrSxhiB6c9varpzSTi9mZ1IOTUlujB8GA3D61qqg+Re3rtCxGN6LkBvxzXVU1I0ijWONVRFGFVRgD8KdU1J80myqcOSKQUUUVBoFFFFAHJanMml/EKwv7llitbqxa0ErnChw28ZPbPb1pryx6v8AEWxa1kSaLTrSQyyRsGVWf5duRxnHNdRdWdtewNBdQRTxN1SRAwP4Gm2en2enwmGztYreM8lYkCgn1PqfrXQqy5dtdjldGXM9dL3LNFFFc51BRRRQAVzHjhGGkWd8FLLYX0N1IAMnYpIP866emlFZSrAMpBBBGQQeoq6c+SSZnUhzwcTj/GN9Z6xpdlpdhcxXE1/cxbVicMdgOSxAzgD3rsSAapWejaZp8zS2en21vI3BaKMKSO447VdAwMVU5ppRWxNOEk3KW7FooorI2CiiigCrqFt9s0y7tlPzTwvGD/vLgfzrlvDviKxsfA0TXVzFFPYwtFLC7AOrrkBdp5ycD1rs8VQl0TSp7z7ZNp1rJc5z5rxAtn1+vvWsJx5XGS0uYVKcnJSizM8GafJY+DdOtblMMYy7qR0DMWAP4NXc6Nq7RsllduT/AAwzN3/2D7+/f+eRjmmsiupVhkGs61qrfMRPDRlTUOx3dZuvpZPok66jI8dp8u5kHI+YYx+NUdG1hiyWV4+WPEUp/wCWnsf9ofr+laeqSSx6bK8FoLuT5cQn+PkA/l1/CvMcHCaR49WEqbtJF2iiisyTA8cD/ihNf97CYHn/AGDU3hH/AJEvQf8AsHW//ota1Z4IrmCSC4iSWGRSrxuoKsD1BHQ/jSwwxW8KQwxpHFGoREQYVQOgA6D8K19ovZezt1v+BKWtx9FFFZFBRRRQAUd89/WiihCOH+HeftnjDPH/ABUNyPr92u4qC3srSzMzW1tDA08hllMUYXzHPVmwOT7nmp61r1VUqOSVv+GFFWQUUUVkUFFFFACcVxE2f+F4W/X/AJF88f8Abeu4qD7Fam+F99mh+1iPyhP5Y8zZnO3djO3POOla0aig27bpomSvYnooorIoKKKKACiiigDh/ij/AMgDTMA4Or2p4/3v8+9dxVe6srW+jWO8toLlEcSKs0YcBh0PI6j161YrSVROnGFtr/oSla4U23T7Rq8CjlbcGV/qQQo/9CP4VHNOIY9xUsxO1EHVmPQD3P8A9c1qabZtaW5MpBnkO6Vh69gPYV6mU4Vyqe2ktFsYV56cpfooor6Q5gooooAKKKKACiiigAooooA5rxlbvLpMVwgJFvMHfAz8pBUn8N2fwrjcHHHPp716o0aupVuQRgg+lYc3g7SpWLRrLb56rDIQv4L0H4Vw4nCuq+ZM9TA4+NCPJJaHD8+lHPpXZ/8ACFad/wA/F3/38H+FH/CFad/z8Xf/AH8H+Fcv1Cp3O/8AtWh5nG896OfSuxPgnTyMC5vB9JB/hTf+EHsf+f2+/wC+0/8AiaPqFTuL+1aPZnIc0c11/wDwg9j/AM/1/wD99p/8TR/wg9j/AM/1/wD99p/8TR9Qqdx/2rR7M5Dmjmuv/wCEHsf+f6//AO+0/wDiaP8AhB7H/n+v/wDvtP8A4mj6hU7h/atHszkOaOa6/wD4Qex/5/r/AP77T/4mj/hB7H/n+v8A/vtP/iaPqFTuH9q0ezOQ5o5rr/8AhB7H/n+v/wDvtP8A4mj/AIQex/5/r/8A77T/AOJo+oVO4f2rR7M5Dmjmuv8A+EHsf+f6/wD++0/+Jo/4Qex/5/r/AP77T/4mj6hU7h/atHszkOaOa6//AIQex/5/r/8A77T/AOJo/wCEHsf+f6//AO+0/wDiaPqFTuH9q0ezOQ5o5rr/APhB7H/n+v8A/vtP/iaP+EHsf+f6/wD++0/+Jo+oVO4f2rR7M5Dmjmuv/wCEHsf+f6//AO+0/wDiaP8AhB7H/n+v/wDvtP8A4mj6hU7h/atHszkOaOa6/wD4Qex/5/r/AP77T/4mj/hB7H/n+v8A/vtP/iaPqFTuH9q0ezOQ5o5rr/8AhB7H/n+v/wDvtP8A4mj/AIQex/5/r/8A77T/AOJo+oVO4f2rR7M5Dmjmuv8A+EHsf+f6/wD++0/+Jo/4Qex/5/r/AP77T/4mj6hU7h/atHszkOaOa6//AIQex/5/r/8A77T/AOJo/wCEHsf+f6//AO+0/wDiaPqFTuH9q0exw1srC5vC1ysoaVSIwRmIbF+U89zlv+BVa5rqovh/pkMs0qXl+HmcPIfMXkhQo/h9FA/Cpf8AhB7H/n+v/wDvtP8A4mm8BUvuJZrRS2OQ5o5rr/8AhB7H/n+v/wDvtP8A4mj/AIQex/5/r/8A77T/AOJpfUKncf8AatHszkOaOa6//hB7H/n+v/8AvtP/AImj/hB7H/n+v/8AvtP/AImj6hU7h/atHszkOaOa6/8A4Qex/wCf6/8A++0/+Jo/4Qex/wCf6/8A++0/+Jo+oVO4f2rR7M5Dmjmuv/4Qex/5/r//AL7T/wCJo/4Qex/5/r//AL7T/wCJo+oVO4f2rR7M5Dmjmuv/AOEHsf8An+v/APvtP/iaP+EHsf8An+v/APvtP/iaPqFTuH9q0ezOQ5o5rr/+EHsf+f6//wC+0/8AiaP+EHsf+f6//wC+0/8AiaPqFTuH9q0ezOQ5o5rr/wDhB7H/AJ/r/wD77T/4mj/hB7H/AJ/r/wD77T/4mj6hU7h/atHszkOaOa6//hB7H/n+v/8AvtP/AImj/hB7H/n+v/8AvtP/AImj6hU7h/atHszkOaOa6/8A4Qex/wCf6/8A++0/+Jo/4Qex/wCf6/8A++0/+Jo+oVO4f2rR7M5Dmjmuv/4Qex/5/r//AL7T/wCJo/4Qex/5/r//AL7T/wCJo+oVO4f2rR7M5Dmjmuv/AOEHsf8An+v/APvtP/iaP+EHsf8An+v/APvtP/iaPqFTuH9q0ezOQ5o5rr/+EHsf+f6//wC+0/8AiaP+EHsf+f6//wC+0/8AiaPqFTuH9q0ezOQ5o5rr/wDhB7H/AJ/r/wD77T/4mj/hB7H/AJ/r/wD77T/4mj6hU7h/atHszjXAdSrA8961oL+e+0m5tGvVtbqMIwuWIwULdT7nBB9zW5/wg9j/AM/1/wD99p/8TSnwPpjWstu894yS7d+ZRk4OR29eaUstnNWbOXE46jVhotSzg+howferH9hR/wDP7ef99L/8TR/YUf8Az+3n/fS//E1y/wBi1f5kef8AWPIr4PvRg+9WP7Cj/wCf28/76X/4mj+wo/8An9vP++l/+Jo/sWr/ADIPrHkV8H3owferH9hR/wDP7ef99L/8TR/YUf8Az+3n/fS//E0f2LV/mQfWPIr4PvRg+9WP7Cj/AOf28/76X/4mj+wo/wDn9vP++l/+Jo/sWr/Mg+seRXwfejB96sf2FH/z+3n/AH0v/wATR/YUf/P7ef8AfS//ABNH9i1f5kH1jyK+D70YPvVj+wo/+f28/wC+l/8AiaP7Cj/5/bz/AL6X/wCJo/sWr/Mg+seRXwfejB96sf2FH/z+3n/fS/8AxNH9hR/8/t5/30v/AMTR/YtX+ZB9Y8ivg+9GD71Y/sKP/n9vP++l/wDiaP7Cj/5/bz/vpf8A4mj+xav8yD6x5FfB96MH3qx/YUf/AD+3n/fS/wDxNH9hR/8AP7ef99L/APE0f2LV/mQfWPIr4PvRg+9WP7Cj/wCf28/76X/4mj+wo/8An9vP++l/+Jo/sWr/ADIPrHkV8H3owferH9hR/wDP7ef99L/8TR/YUf8Az+3n/fS//E0f2LV/mQfWPIr4PvSHIqz/AGFH/wA/t5/30v8A8TQNCjH/AC+3n/fa/wCFH9i1f5kH1jyK/Pp0quLoSymG1Q3Eq8MqH5V/3m6L/P2Naa6DY9ZVkn9ppCw/756fpV5IY4o1jjRURRgKowB+FdFHJoxfNUlf0JlXfRGfZacYZBc3LCW5IwOPljB6hf8AGtPFGKXFexGCguWOyML33CiiirAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiuB03xL4z1w39xpemaEbS2vp7RRc3UySP5blc4CEDOPWgDvqK5jRfG2nah4Vi1zUpINJj8x4Zkup1AjlVirLu4B5U/Wt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+ "\n", + "Figure 3: Pre-fill and chunking. During pre-fill of the cache, long sequences are chunked to limit memory usage. We process a sequence in three chunks, \"The cat sat on\", \"the mat and saw\", \"the dog go to\". The figure shows what happens for the third chunk (\"the dog go to\"): it attends itself using a causal mask (rightmost block), attends the cache using a sliding window (center block), and does not attend to past tokens as they are outside of the sliding window (left block).\n", + "\n", + "## 3 Results\n", + "\n", + "We compare Mistral 7B to Llama, and re-run all benchmarks with our own evaluation pipeline for fair comparison. We measure performance on a wide variety of tasks categorized as follow:\n", + "\n", + "- Commonsense Reasoning (0-shot): Hellaswag [28], Winogrande [21], PIQA [4], SIQA [22], OpenbookQA [19], ARC-Easy, ARC-Challenge [9], CommonsenseQA [24]\n", + "- World Knowledge (5-shot): NaturalQuestions [16], TriviaQA [15]\n", + "- Reading Comprehension (0-shot): BoolQ [8], QuAC [7]\n", + "- Math: GSM8K [10] (8-shot) with maj@8 and MATH [13] (4-shot) with maj@4\n", + "- Code: Humaneval [5] (0-shot) and MBPP [2] (3-shot)\n", + "- Popular aggregated results: MMLU [12] (5-shot), BBH [23] (3-shot), and AGI Eval [29] (3-5-shot, English multiple-choice questions only)\n", + "\n", + "Detailed results for Mistral 7B, Llama 2 7B/13B, and Code-Llama 7B are reported in Table 2. Figure 4 compares the performance of Mistral 7B with Llama 2 7B/13B, and Llama $134 B^{4}$ in different categories. Mistral 7B surpasses Llama 2 13B across all metrics, and outperforms Llama 1 34B on most benchmarks. In particular, Mistral 7B displays a superior performance in code, mathematics, and reasoning benchmarks.\n", + "\n", + "[^0]\n", + "[^0]: ${ }^{4}$ Since Llama 2 34B was not open-sourced, we report results for Llama 1 34B.\n", + "\n", + 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)\n", + "\n", + "Figure 4: Performance of Mistral 7B and different Llama models on a wide range of benchmarks. All models were re-evaluated on all metrics with our evaluation pipeline for accurate comparison. Mistral 7B significantly outperforms Llama 2 7B and Llama 2 13B on all benchmarks. It is also vastly superior to Llama 1 34B in mathematics, code generation, and reasoning benchmarks.\n", + "\n", + "| Model | Modality | MMLU | HellaSwag | WinoG | PIQA | Arc-e | Arc-c | NQ | TriviaQA | HumanEval | MBPP | MATH | GSM8K |\n", + "| :-- | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: |\n", + "| LLaMA 2 7B | Pretrained | $44.4 \\%$ | $77.1 \\%$ | $69.5 \\%$ | $77.9 \\%$ | $68.7 \\%$ | $43.2 \\%$ | $24.7 \\%$ | $63.8 \\%$ | $11.6 \\%$ | $26.1 \\%$ | $3.9 \\%$ | $16.0 \\%$ |\n", + "| LLaMA 2 13B | Pretrained | $55.6 \\%$ | $\\mathbf{8 0 . 7 \\%}$ | $72.9 \\%$ | $80.8 \\%$ | $75.2 \\%$ | $48.8 \\%$ | $\\mathbf{2 9 . 0 \\%}$ | $\\mathbf{6 9 . 6 \\%}$ | $18.9 \\%$ | $35.4 \\%$ | $6.0 \\%$ | $34.3 \\%$ |\n", + "| Code-Llama 7B | Finetuned | $36.9 \\%$ | $62.9 \\%$ | $62.3 \\%$ | $72.8 \\%$ | $59.4 \\%$ | $34.5 \\%$ | $11.0 \\%$ | $34.9 \\%$ | $\\mathbf{3 1 . 1 \\%}$ | $\\mathbf{5 2 . 5 \\%}$ | $5.2 \\%$ | $20.8 \\%$ |\n", + "| Mistral 7B | Pretrained | $\\mathbf{6 0 . 1 \\%}$ | $\\mathbf{8 1 . 3 \\%}$ | $\\mathbf{7 5 . 3 \\%}$ | $\\mathbf{8 3 . 0 \\%}$ | $\\mathbf{8 0 . 0 \\%}$ | $\\mathbf{5 5 . 5 \\%}$ | $\\mathbf{2 8 . 8 \\%}$ | $\\mathbf{6 9 . 9 \\%}$ | $\\mathbf{3 0 . 5 \\%}$ | $47.5 \\%$ | $\\mathbf{1 3 . 1 \\%}$ | $\\mathbf{5 2 . 2 \\%}$ |\n", + "\n", + "Table 2: Comparison of Mistral 7B with Llama. Mistral 7B outperforms Llama 2 13B on all metrics, and approaches the code performance of Code-Llama 7B without sacrificing performance on non-code benchmarks.\n", + "\n", + "Size and Efficiency. We computed \"equivalent model sizes\" of the Llama 2 family, aiming to understand Mistral 7B models' efficiency in the cost-performance spectrum (see Figure 5). When evaluated on reasoning, comprehension, and STEM reasoning (specifically MMLU), Mistral 7B mirrored performance that one might expect from a Llama 2 model with more than 3x its size. On the Knowledge benchmarks, Mistral 7B's performance achieves a lower compression rate of 1.9 x , which is likely due to its limited parameter count that restricts the amount of knowledge it can store.\n", + "\n", + "Evaluation Differences. On some benchmarks, there are some differences between our evaluation protocol and the one reported in the Llama 2 paper: 1) on MBPP, we use the hand-verified subset 2) on TriviaQA, we do not provide Wikipedia contexts.\n", + "\n", + "## 4 Instruction Finetuning\n", + "\n", + "To evaluate the generalization capabilities of Mistral 7B, we fine-tuned it on instruction datasets publicly available on the Hugging Face repository. No proprietary data or training tricks were utilized: Mistral 7B - Instruct model is a simple and preliminary demonstration that the base model can easily be fine-tuned to achieve good performance. In Table 3, we observe that the resulting model, Mistral 7B - Instruct, exhibits superior performance compared to all 7B models on MT-Bench, and is comparable to 13B - Chat models. An independent human evaluation was conducted on https://limboxing.com/leaderboard.\n", + "\n", + "| Model | Chatbot Arena
ELO Rating | MT Bench |\n", + "| :-- | :--: | :--: |\n", + "| WizardLM 13B v1.2 | 1047 | 7.2 |\n", + "| Mistral 7B Instruct | $\\mathbf{1 0 3 1}$ | $\\mathbf{6 . 8 4}$ +/- $\\mathbf{0 . 0 7}$ |\n", + "| Llama 2 13B Chat | 1012 | 6.65 |\n", + "| Vicuna 13B | 1041 | 6.57 |\n", + "| Llama 2 7B Chat | 985 | 6.27 |\n", + "| Vicuna 7B | 997 | 6.17 |\n", + "| Alpaca 13B | 914 | 4.53 |\n", + "\n", + "Table 3: Comparison of Chat models. Mistral 7B Instruct outperforms all 7B models on MT-Bench, and is comparable to 13B - Chat models.\n", + "\n", + "In this evaluation, participants were provided with a set of questions along with anonymous responses from two models and were asked to select their preferred response, as illustrated in Figure 6. As of October 6, 2023, the outputs generated by Mistral 7B were preferred 5020 times, compared to 4143 times for Llama 2 13B.\n", + "\n", + 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+ "\n", + "Figure 5: Results on MMLU, commonsense reasoning, world knowledge and reading comprehension for Mistral 7B and Llama 2 (7B/13B/70B). Mistral 7B largely outperforms Llama 2 13B on all evaluations, except on knowledge benchmarks, where it is on par (this is likely due to its limited parameter count, which limits the amount of knowledge it can compress).\n", + "\n", + "# 5 Adding guardrails for front-facing applications \n", + "\n", + "The ability to enforce guardrails when it comes to AI generation is important for front-facing applications. In this section, we highlight how to leverage system prompting to optionally enforce output constraints on top of our models. Additionally, we showcase the ability of Mistral 7B to perform fine-grained content moderation, which can be useful to enforce quality content in applications.\n", + "\n", + "### 5.1 System prompt to enforce guardrails\n", + "\n", + "We introduce a system prompt (see below) to guide the model to generate answers within specified guardrails, similar to the work done with Llama 2. Using this prompt allows the user to move on the Pareto front of model utility / guardrails enforcement, as indicated in Table 4.\n", + "\n", + "Always assist with care, respect, and truth. Respond with utmost utility yet securely. Avoid harmful, unethical, prejudiced, or negative content. Ensure replies promote fairness and positivity.\n", + "\n", + "We use a set of 175 unsafe prompts for evaluating safety. With the recommended system prompt, the model properly declines to answer $100 \\%$ of the harmful questions.\n", + "As an illustration, we provide in Table 5 the answers of both Mistral 7B - Instruct and Llama 2 Chat 13B to the question How to kill a linux process with system prompts activated. We observe that Mistral 7B provides a correct response while Llama 2 declines to answer. Note that on this specific question, both models answer correctly when system prompts are deactivated.\n", + "\n", + "| Guardrails | MT Bench |\n", + "| :-- | :--: |\n", + "| No system prompt | $6.84 \\pm 0.07$ |\n", + "| Llama 2 system prompt | $6.38 \\pm 0.07$ |\n", + "| Mistral system prompt | $6.58 \\pm 0.05$ |\n", + "\n", + "Table 4: System prompts. Mean official MT Bench score over 10 iterations with standard deviation for Mistral 7B - Instruct. For reference, Llama 2 13B - Chat reports official results of 6.65 .\n", + "\n", + "### 5.2 Content moderation with self-reflection\n", + "\n", + "Mistral 7B - Instruct can be used as a content moderator: the model itself is able to accurately classify a user prompt or its generated answer as being either acceptable or falling into one of the following categories: Illegal activities such as terrorism, child abuse or fraud; Hateful, harassing or violent content such as discrimination, self-harm or bullying; Unqualified advice for instance in legal, medical or financial domains.\n", + "\n", + "| Model | Answer |\n", + "| :--: | :--: |\n", + "| Mistral 7B - Instruct with Mistral system prompt | To kill a Linux process, you can use the `kill' command followed by the process ID (PID) of the process you want to terminate. For example, to kill process with PID 1234, you would run the command `kill 1234`. It's important to note that killing a process can have unintended consequences, so it's generally a good idea to only kill processes that you are certain you want to terminate. Additionally, it's generally a good idea to use the 'kill' command with caution, as it can be used to terminate critical system processes that are necessary for the operation of the system. |\n", + "| Llama 2 13B - Chat with Llama 2 system prompt | As a helpful and respectful assistant, I cannot provide information on how to kill a Linux process. It is not appropriate or ethical to intentionally harm or terminate processes, as it can cause damage to the system and potentially result in data loss. Additionally, it is important to respect the autonomy and security of other users' processes, as they may be critical to their work or personal activities. Instead, I suggest that you explore other options to address any issues or concerns you may have. |\n", + "\n", + "Table 5: Comparison between Mistral and Llama system prompts. Mistral provides the right answer whereas Llama 2 declines to answer to the question How to kill a linux process.\n", + "\n", + "To do so, we designed a self-reflection prompt that makes Mistral 7B classify a prompt or a generated answer. We evaluated self-reflection on our manually curated and balanced dataset of adversarial and standard prompts and got a precision of $99.4 \\%$ for a recall of $95.6 \\%$ (considering acceptable prompts as positives).\n", + "\n", + "The use cases are vast, from moderating comments on social media or forums to brand monitoring on the internet. In particular, the end user is able to select afterwards which categories to effectively filter based on their particular use-case.\n", + "\n", + "# 6 Conclusion \n", + "\n", + "Our work on Mistral 7B demonstrates that language models may compress knowledge more than what was previously thought. This opens up interesting perspectives: the field has so far put the emphasis on scaling laws in 2 dimensions (directly associating model capabilities to training cost, as in [14]); the problem is rather 3 dimensional (model capabilities, training cost, inference cost), and much remains to be explored to obtain the best performance with the smallest possible model.\n", + "\n", + "## Acknowledgements\n", + "\n", + "We are grateful to CoreWeave for their 24/7 help in marshalling our cluster. We thank the CINECA/EuroHPC team, and in particular the operators of Leonardo, for their resources and help. We thank the maintainers of FlashAttention, vLLM, xFormers, Skypilot for their precious assistance in implementing new features and integrating their solutions into ours. A huge thanks to Tri Dao and Daniel Haziza for helping include Mistral related changes to FlashAttention and xFormers on a tight schedule. We thank the teams of Hugging Face, AWS, GCP, Azure ML for their intense help in making our model compatible everywhere.\n", + "\n", + "# Can you recommend a foundational and accessible book about quantum physics? \n", + "\n", + "Capy Link to Question Read Round (Enter) $\\rightarrow$\n", + "\n", + "Round Winner: mistral-7b-instruct-v0.1\n", + 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)\n", + "\n", + "## mistral-7b-instruct-v0.1 R Round\n", + "\n", + " Winner\n", + "A great book for a foundational understanding of quantum physics is \"The Quantum Universe: Everything that Can Happen Does Happen\" by Brian Cox and Jeff Forshaw. This book is accessible and easy to understand, making it a great choice for beginners. It covers all the basics of quantum mechanics, including superposition, entanglement, and the uncertainty principle. The authors also explore the implications of quantum physics for our understanding of the universe, including the nature of time and space. Overall, \"The Quantum Universe\" is an excellent choice for anyone looking to gain a foundational understanding of this fascinating field\n", + "\n", + "## llama-2-13b-chat\n", + "\n", + "Certainly! For a foundational and accessible introduction to quantum physics, I highly recommend \"The Feynman Lectures on Physics\" by Richard Feynman. This classic text provides a clear and engaging overview of the principles and concepts of quantum mechanics, with minimal mathematical formalism and plenty of illustrations and examples. It's a great starting point for anyone looking to gain a deeper understanding of quantum physics without getting bogged down in too much technical detail.\n", + "\n", + "Figure 6: Human evaluation of Mistral 7B - Instruct vs Llama 2 13B - Chat Example. An example of human evaluation from libboxing.com. The question asks for recommendations of books in quantum physics. Llama 2 13B - Chat recommends a general physics book, while Mistral 7B - Instruct recommends a more relevant book on quantum physics and describes in the contents in more detail.\n", + "\n", + "# References \n", + "\n", + "[1] Joshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, and Sumit Sanghai. Gqa: Training generalized multi-query transformer models from multi-head checkpoints. arXiv preprint arXiv:2305.13245, 2023.\n", + "[2] Jacob Austin, Augustus Odena, Maxwell Nye, Maarten Bosma, Henryk Michalewski, David Dohan, Ellen Jiang, Carrie Cai, Michael Terry, Quoc Le, et al. Program synthesis with large language models. arXiv preprint arXiv:2108.07732, 2021.\n", + "[3] Iz Beltagy, Matthew E Peters, and Arman Cohan. Longformer: The long-document transformer. arXiv preprint arXiv:2004.05150, 2020.\n", + "[4] Yonatan Bisk, Rowan Zellers, Jianfeng Gao, Yejin Choi, et al. Piqa: Reasoning about physical commonsense in natural language. In Proceedings of the AAAI conference on artificial intelligence, 2020.\n", + "[5] Mark Chen, Jerry Tworek, Heewoo Jun, Qiming Yuan, Henrique Ponde de Oliveira Pinto, Jared Kaplan, Harri Edwards, Yuri Burda, Nicholas Joseph, Greg Brockman, et al. Evaluating large language models trained on code. arXiv preprint arXiv:2107.03374, 2021.\n", + "[6] Rewon Child, Scott Gray, Alec Radford, and Ilya Sutskever. Generating long sequences with sparse transformers. arXiv preprint arXiv:1904.10509, 2019.\n", + "[7] Eunsol Choi, He He, Mohit Iyyer, Mark Yatskar, Wen-tau Yih, Yejin Choi, Percy Liang, and Luke Zettlemoyer. Quac: Question answering in context. arXiv preprint arXiv:1808.07036, 2018.\n", + "[8] Christopher Clark, Kenton Lee, Ming-Wei Chang, Tom Kwiatkowski, Michael Collins, and Kristina Toutanova. Boolq: Exploring the surprising difficulty of natural yes/no questions. arXiv preprint arXiv:1905.10044, 2019.\n", + "[9] Peter Clark, Isaac Cowhey, Oren Etzioni, Tushar Khot, Ashish Sabharwal, Carissa Schoenick, and Oyvind Tafjord. Think you have solved question answering? try arc, the ai2 reasoning challenge. arXiv preprint arXiv:1803.05457, 2018.\n", + "[10] Karl Cobbe, Vineet Kosaraju, Mohammad Bavarian, Mark Chen, Heewoo Jun, Lukasz Kaiser, Matthias Plappert, Jerry Tworek, Jacob Hilton, Reiichiro Nakano, et al. Training verifiers to solve math word problems. arXiv preprint arXiv:2110.14168, 2021.\n", + "[11] Tri Dao, Daniel Y. Fu, Stefano Ermon, Atri Rudra, and Christopher Ré. FlashAttention: Fast and memory-efficient exact attention with IO-awareness. In Advances in Neural Information Processing Systems, 2022.\n", + "[12] Dan Hendrycks, Collin Burns, Steven Basart, Andy Zou, Mantas Mazeika, Dawn Song, and Jacob Steinhardt. Measuring massive multitask language understanding. arXiv preprint arXiv:2009.03300, 2020.\n", + "[13] Dan Hendrycks, Collin Burns, Saurav Kadavath, Akul Arora, Steven Basart, Eric Tang, Dawn Song, and Jacob Steinhardt. Measuring mathematical problem solving with the math dataset. arXiv preprint arXiv:2103.03874, 2021.\n", + "[14] Jordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Elena Buchatskaya, Trevor Cai, Eliza Rutherford, Diego de Las Casas, Lisa Anne Hendricks, Johannes Welbl, Aidan Clark, Thomas Hennigan, Eric Noland, Katherine Millican, George van den Driessche, Bogdan Damoc, Aurelia Guy, Simon Osindero, Karén Simonyan, Erich Elsen, Oriol Vinyals, Jack Rae, and Laurent Sifre. An empirical analysis of compute-optimal large language model training. In Advances in Neural Information Processing Systems, volume 35, 2022.\n", + "[15] Mandar Joshi, Eunsol Choi, Daniel S Weld, and Luke Zettlemoyer. Triviaqa: A large scale distantly supervised challenge dataset for reading comprehension. arXiv preprint arXiv:1705.03551, 2017.\n", + "[16] Tom Kwiatkowski, Jennimaria Palomaki, Olivia Redfield, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Jacob Devlin, Kenton Lee, et al. Natural questions: a benchmark for question answering research. Transactions of the Association for Computational Linguistics, 7:453-466, 2019.\n", + "\n", + "[17] Woosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng, Lianmin Zheng, Cody Hao Yu, Joseph E. Gonzalez, Hao Zhang, and Ion Stoica. Efficient memory management for large language model serving with pagedattention. In Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles, 2023.\n", + "[18] Benjamin Lefaudeux, Francisco Massa, Diana Liskovich, Wenhan Xiong, Vittorio Caggiano, Sean Naren, Min Xu, Jieru Hu, Marta Tintore, Susan Zhang, Patrick Labatut, and Daniel Haziza. xformers: A modular and hackable transformer modelling library. https://github.com/ facebookresearch/xformers, 2022.\n", + "[19] Todor Mihaylov, Peter Clark, Tushar Khot, and Ashish Sabharwal. Can a suit of armor conduct electricity? a new dataset for open book question answering. arXiv preprint arXiv:1809.02789, 2018.\n", + "[20] Baptiste Rozière, Jonas Gehring, Fabian Gloeckle, Sten Sootla, Itai Gat, Xiaoqing Ellen Tan, Yossi Adi, Jingyu Liu, Tal Remez, Jérémy Rapin, et al. Code llama: Open foundation models for code. arXiv preprint arXiv:2308.12950, 2023.\n", + "[21] Keisuke Sakaguchi, Ronan Le Bras, Chandra Bhagavatula, and Yejin Choi. Winogrande: An adversarial winograd schema challenge at scale. Communications of the ACM, 64(9):99-106, 2021.\n", + "[22] Maarten Sap, Hannah Rashkin, Derek Chen, Ronan LeBras, and Yejin Choi. Socialiqa: Commonsense reasoning about social interactions. arXiv preprint arXiv:1904.09728, 2019.\n", + "[23] Mirac Suzgun, Nathan Scales, Nathanael Schärli, Sebastian Gehrmann, Yi Tay, Hyung Won Chung, Aakanksha Chowdhery, Quoc V Le, Ed H Chi, Denny Zhou, , and Jason Wei. Challenging big-bench tasks and whether chain-of-thought can solve them. arXiv preprint arXiv:2210.09261, 2022.\n", + "[24] Alon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant. Commonsenseqa: A question answering challenge targeting commonsense knowledge. arXiv preprint arXiv:1811.00937, 2018.\n", + "[25] Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, et al. Llama: Open and efficient foundation language models. arXiv preprint arXiv:2302.13971, 2023.\n", + "[26] Hugo Touvron, Louis Martin, Kevin Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Prajjwal Bhargava, Shruti Bhosale, et al. Llama 2: Open foundation and fine-tuned chat models. arXiv preprint arXiv:2307.09288, 2023.\n", + "[27] Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. Attention is all you need. Advances in neural information processing systems, 30, 2017.\n", + "[28] Rowan Zellers, Ari Holtzman, Yonatan Bisk, Ali Farhadi, and Yejin Choi. Hellaswag: Can a machine really finish your sentence? arXiv preprint arXiv:1905.07830, 2019.\n", + "[29] Wanjun Zhong, Ruixiang Cui, Yiduo Guo, Yaobo Liang, Shuai Lu, Yanlin Wang, Amin Saied, Weizhu Chen, and Nan Duan. Agieval: A human-centric benchmark for evaluating foundation models. arXiv preprint arXiv:2304.06364, 2023." + ], "text/plain": [ "" - ], - "text/markdown": "# Mistral 7B \n\nAlbert Q. Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, Lélio Renard Lavaud, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timothée Lacroix, William El 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Abstract\n\nWe introduce Mistral 7B, a 7-billion-parameter language model engineered for superior performance and efficiency. Mistral 7B outperforms the best open 13B model (Llama 2) across all evaluated benchmarks, and the best released 34B model (Llama 1) in reasoning, mathematics, and code generation. Our model leverages grouped-query attention (GQA) for faster inference, coupled with sliding window attention (SWA) to effectively handle sequences of arbitrary length with a reduced inference cost. We also provide a model fine-tuned to follow instructions, Mistral 7B - Instruct, that surpasses Llama 2 13B - chat model both on human and automated benchmarks. Our models are released under the Apache 2.0 license. Code: https://github.com/mistralai/mistral-src Webpage: https://mistral.ai/news/announcing-mistral-7b/\n\n\n## 1 Introduction\n\nIn the rapidly evolving domain of Natural Language Processing (NLP), the race towards higher model performance often necessitates an escalation in model size. However, this scaling tends to increase computational costs and inference latency, thereby raising barriers to deployment in practical, real-world scenarios. In this context, the search for balanced models delivering both high-level performance and efficiency becomes critically essential. Our model, Mistral 7B, demonstrates that a carefully designed language model can deliver high performance while maintaining an efficient inference. Mistral 7B outperforms the previous best 13B model (Llama 2, [26]) across all tested benchmarks, and surpasses the best 34B model (LLaMa 34B, [25]) in mathematics and code generation. Furthermore, Mistral 7B approaches the coding performance of Code-Llama 7B [20], without sacrificing performance on non-code related benchmarks.\n\nMistral 7B leverages grouped-query attention (GQA) [1], and sliding window attention (SWA) [6, 3]. GQA significantly accelerates the inference speed, and also reduces the memory requirement during decoding, allowing for higher batch sizes hence higher throughput, a crucial factor for real-time applications. In addition, SWA is designed to handle longer sequences more effectively at a reduced computational cost, thereby alleviating a common limitation in LLMs. These attention mechanisms collectively contribute to the enhanced performance and efficiency of Mistral 7B.\n\nMistral 7B is released under the Apache 2.0 license. This release is accompanied by a reference implementation ${ }^{1}$ facilitating easy deployment either locally or on cloud platforms such as AWS, GCP, or Azure using the vLLM [17] inference server and SkyPilot ${ }^{2}$. Integration with Hugging Face ${ }^{3}$ is also streamlined for easier integration. Moreover, Mistral 7B is crafted for ease of fine-tuning across a myriad of tasks. As a demonstration of its adaptability and superior performance, we present a chat model fine-tuned from Mistral 7B that significantly outperforms the Llama 2 13B - Chat model.\n\nMistral 7B takes a significant step in balancing the goals of getting high performance while keeping large language models efficient. Through our work, our aim is to help the community create more affordable, efficient, and high-performing language models that can be used in a wide range of real-world applications.\n\n# 2 Architectural details \n\n![img-1.jpeg](data:image/jpeg;base64,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1: Sliding Window Attention. The number of operations in vanilla attention is quadratic in the sequence length, and the memory increases linearly with the number of tokens. At inference time, this incurs higher latency and smaller throughput due to reduced cache availability. To alleviate this issue, we use sliding window attention: each token can attend to at most $W$ tokens from the previous layer (here, $W=3$ ). Note that tokens outside the sliding window still influence next word prediction. At each attention layer, information can move forward by $W$ tokens. Hence, after $k$ attention layers, information can move forward by up to $k \\times W$ tokens.\n\nMistral 7B is based on a transformer architecture [27]. The main parameters of the architecture are summarized in Table 1. Compared to Llama, it introduces a few changes that we summarize below.\nSliding Window Attention. SWA exploits the stacked layers of a transformer to attend information beyond the window size $W$. The hidden state in position $i$ of the layer $k, h_{i}$, attends to all hidden states from the previous layer with positions between $i-W$ and $i$. Recursively, $h_{i}$ can access tokens from the input layer at a distance of up to $W \\times k$ tokens, as illustrated in Figure 1. At the last layer, using a window size of $W=4096$, we have a theoretical attention span of approximately $131 K$ tokens. In practice, for a sequence length of 16 K and $W=4096$, changes made to FlashAttention [11] and xFormers [18] yield a 2x speed improvement over a vanilla attention baseline.\n\n| Parameter | Value |\n| :-- | --: |\n| dim | 4096 |\n| n_layers | 32 |\n| head_dim | 128 |\n| hidden_dim | 14336 |\n| n_heads | 32 |\n| n_kv_heads | 8 |\n| window_size | 4096 |\n| context_len | 8192 |\n| vocab_size | 32000 |\n\nTable 1: Model architecture.\n\nRolling Buffer Cache. A fixed attention span means that we can limit our cache size using a rolling buffer cache. The cache has a fixed size of $W$, and the keys and values for the timestep $i$ are stored in position $i \\bmod W$ of the cache. As a result, when the position $i$ is larger than $W$, past values in the cache are overwritten, and the size of the cache stops increasing. We provide an illustration in Figure 2 for $W=3$. On a sequence length of 32 k tokens, this reduces the cache memory usage by 8 x , without impacting the model quality.\n\n[^0]\n[^0]: ${ }^{1}$ https://github.com/mistralai/mistral-src\n ${ }^{2}$ https://github.com/skypilot-org/skypilot\n ${ }^{3}$ https://huggingface.co/mistralai\n\n![img-2.jpeg](data:image/jpeg;base64,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)\n\nFigure 2: Rolling buffer cache. The cache has a fixed size of $W=4$. Keys and values for position $i$ are stored in position $i \\bmod W$ of the cache. When the position $i$ is larger than $W$, past values in the cache are overwritten. The hidden state corresponding to the latest generated tokens are colored in orange.\n\nPre-fill and Chunking. When generating a sequence, we need to predict tokens one-by-one, as each token is conditioned on the previous ones. However, the prompt is known in advance, and we can pre-fill the $(k, v)$ cache with the prompt. If the prompt is very large, we can chunk it into smaller pieces, and pre-fill the cache with each chunk. For this purpose, we can select the window size as our chunk size. For each chunk, we thus need to compute the attention over the cache and over the chunk. Figure 3 shows how the attention mask works over both the cache and the chunk.\n\n| the | The cat sat on the mat and saw the dog go to | | | | | | | | | | | |\n| :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: |\n| | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n| dog | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 |\n| go | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 |\n| to | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |\n| | Past | | | | | | | | | | | |\n\nFigure 3: Pre-fill and chunking. During pre-fill of the cache, long sequences are chunked to limit memory usage. We process a sequence in three chunks, \"The cat sat on\", \"the mat and saw\", \"the dog go to\". The figure shows what happens for the third chunk (\"the dog go to\"): it attends itself using a causal mask (rightmost block), attends the cache using a sliding window (center block), and does not attend to past tokens as they are outside of the sliding window (left block).\n\n# 3 Results \n\nWe compare Mistral 7B to Llama, and re-run all benchmarks with our own evaluation pipeline for fair comparison. We measure performance on a wide variety of tasks categorized as follow:\n\n- Commonsense Reasoning (0-shot): Hellaswag [28], Winogrande [21], PIQA [4], SIQA [22], OpenbookQA [19], ARC-Easy, ARC-Challenge [9], CommonsenseQA [24]\n- World Knowledge (5-shot): NaturalQuestions [16], TriviaQA [15]\n- Reading Comprehension (0-shot): BoolQ [8], QuAC [7]\n- Math: GSM8K [10] (8-shot) with maj@8 and MATH [13] (4-shot) with maj@4\n- Code: Humaneval [5] (0-shot) and MBPP [2] (3-shot)\n- Popular aggregated results: MMLU [12] (5-shot), BBH [23] (3-shot), and AGI Eval [29] (3-5-shot, English multiple-choice questions only)\n\nDetailed results for Mistral 7B, Llama 2 7B/13B, and Code-Llama 7B are reported in Table 2. Figure 4 compares the performance of Mistral 7B with Llama 2 7B/13B, and Llama $134 B^{4}$ in different categories. Mistral 7B surpasses Llama 2 13B across all metrics, and outperforms Llama 1 34B on most benchmarks. In particular, Mistral 7B displays a superior performance in code, mathematics, and reasoning benchmarks.\n\n[^0]\n[^0]: ${ }^{4}$ Since Llama 2 34B was not open-sourced, we report results for Llama 1 34B.\n\n![img-3.jpeg](data:image/jpeg;base64,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)\n\nFigure 4: Performance of Mistral 7B and different Llama models on a wide range of benchmarks. All models were re-evaluated on all metrics with our evaluation pipeline for accurate comparison. Mistral 7B significantly outperforms Llama 2 7B and Llama 2 13B on all benchmarks. It is also vastly superior to Llama 1 34B in mathematics, code generation, and reasoning benchmarks.\n\n| Model | Modality | MMLU | HellaSwag | WinoG | PIQA | Arc-e | Arc-c | NQ | TriviaQA | HumanEval | MBPP | MATH | GSM8K |\n| :-- | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: |\n| LLaMA 2 7B | Pretrained | $44.4 \\%$ | $77.1 \\%$ | $69.5 \\%$ | $77.9 \\%$ | $68.7 \\%$ | $43.2 \\%$ | $24.7 \\%$ | $63.8 \\%$ | $11.6 \\%$ | $26.1 \\%$ | $3.9 \\%$ | $16.0 \\%$ |\n| LLaMA 2 13B | Pretrained | $55.6 \\%$ | $\\mathbf{8 0 . 7 \\%}$ | $72.9 \\%$ | $80.8 \\%$ | $75.2 \\%$ | $48.8 \\%$ | $\\mathbf{2 9 . 0 \\%}$ | $\\mathbf{6 9 . 6 \\%}$ | $18.9 \\%$ | $35.4 \\%$ | $6.0 \\%$ | $34.3 \\%$ |\n| Code-Llama 7B | Finetuned | $36.9 \\%$ | $62.9 \\%$ | $62.3 \\%$ | $72.8 \\%$ | $59.4 \\%$ | $34.5 \\%$ | $11.0 \\%$ | $34.9 \\%$ | $\\mathbf{3 1 . 1 \\%}$ | $\\mathbf{5 2 . 5 \\%}$ | $5.2 \\%$ | $20.8 \\%$ |\n| Mistral 7B | Pretrained | $\\mathbf{6 0 . 1 \\%}$ | $\\mathbf{8 1 . 3 \\%}$ | $\\mathbf{7 5 . 3 \\%}$ | $\\mathbf{8 3 . 0 \\%}$ | $\\mathbf{8 0 . 0 \\%}$ | $\\mathbf{5 5 . 5 \\%}$ | $\\mathbf{2 8 . 8 \\%}$ | $\\mathbf{6 9 . 9 \\%}$ | $\\mathbf{3 0 . 5 \\%}$ | $47.5 \\%$ | $\\mathbf{1 3 . 1 \\%}$ | $\\mathbf{5 2 . 2 \\%}$ |\n\nTable 2: Comparison of Mistral 7B with Llama. Mistral 7B outperforms Llama 2 13B on all metrics, and approaches the code performance of Code-Llama 7B without sacrificing performance on non-code benchmarks.\n\nSize and Efficiency. We computed \"equivalent model sizes\" of the Llama 2 family, aiming to understand Mistral 7B models' efficiency in the cost-performance spectrum (see Figure 5). When evaluated on reasoning, comprehension, and STEM reasoning (specifically MMLU), Mistral 7B mirrored performance that one might expect from a Llama 2 model with more than 3x its size. On the Knowledge benchmarks, Mistral 7B's performance achieves a lower compression rate of 1.9 x , which is likely due to its limited parameter count that restricts the amount of knowledge it can store.\n\nEvaluation Differences. On some benchmarks, there are some differences between our evaluation protocol and the one reported in the Llama 2 paper: 1) on MBPP, we use the hand-verified subset 2) on TriviaQA, we do not provide Wikipedia contexts.\n\n## 4 Instruction Finetuning\n\nTo evaluate the generalization capabilities of Mistral 7B, we fine-tuned it on instruction datasets publicly available on the Hugging Face repository. No proprietary data or training tricks were utilized: Mistral 7B - Instruct model is a simple and preliminary demonstration that the base model can easily be fine-tuned to achieve good performance. In Table 3, we observe that the resulting model, Mistral 7B - Instruct, exhibits superior performance compared to all 7B models on MT-Bench, and is comparable to 13B - Chat models. An independent human evaluation was conducted on https://limboxing.com/leaderboard.\n\n| Model | Chatbot Arena
ELO Rating | MT Bench |\n| :-- | :--: | :--: |\n| WizardLM 13B v1.2 | 1047 | 7.2 |\n| Mistral 7B Instruct | $\\mathbf{1 0 3 1}$ | $\\mathbf{6 . 8 4}$ +/- $\\mathbf{0 . 0 7}$ |\n| Llama 2 13B Chat | 1012 | 6.65 |\n| Vicuna 13B | 1041 | 6.57 |\n| Llama 2 7B Chat | 985 | 6.27 |\n| Vicuna 7B | 997 | 6.17 |\n| Alpaca 13B | 914 | 4.53 |\n\nTable 3: Comparison of Chat models. Mistral 7B Instruct outperforms all 7B models on MT-Bench, and is comparable to 13B - Chat models.\n\nIn this evaluation, participants were provided with a set of questions along with anonymous responses from two models and were asked to select their preferred response, as illustrated in Figure 6. As of October 6, 2023, the outputs generated by Mistral 7B were preferred 5020 times, compared to 4143 times for Llama 2 13B.\n\n![img-4.jpeg](data:image/jpeg;base64,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)\n\nFigure 5: Results on MMLU, commonsense reasoning, world knowledge and reading comprehension for Mistral 7B and Llama 2 (7B/13B/70B). Mistral 7B largely outperforms Llama 2 13B on all evaluations, except on knowledge benchmarks, where it is on par (this is likely due to its limited parameter count, which limits the amount of knowledge it can compress).\n\n# 5 Adding guardrails for front-facing applications \n\nThe ability to enforce guardrails when it comes to AI generation is important for front-facing applications. In this section, we highlight how to leverage system prompting to optionally enforce output constraints on top of our models. Additionally, we showcase the ability of Mistral 7B to perform fine-grained content moderation, which can be useful to enforce quality content in applications.\n\n### 5.1 System prompt to enforce guardrails\n\nWe introduce a system prompt (see below) to guide the model to generate answers within specified guardrails, similar to the work done with Llama 2. Using this prompt allows the user to move on the Pareto front of model utility / guardrails enforcement, as indicated in Table 4.\n\nAlways assist with care, respect, and truth. Respond with utmost utility yet securely. Avoid harmful, unethical, prejudiced, or negative content. Ensure replies promote fairness and positivity.\n\nWe use a set of 175 unsafe prompts for evaluating safety. With the recommended system prompt, the model properly declines to answer $100 \\%$ of the harmful questions.\nAs an illustration, we provide in Table 5 the answers of both Mistral 7B - Instruct and Llama 2 Chat 13B to the question How to kill a linux process with system prompts activated. We observe that Mistral 7B provides a correct response while Llama 2 declines to answer. Note that on this specific question, both models answer correctly when system prompts are deactivated.\n\n| Guardrails | MT Bench |\n| :-- | :--: |\n| No system prompt | $6.84 \\pm 0.07$ |\n| Llama 2 system prompt | $6.38 \\pm 0.07$ |\n| Mistral system prompt | $6.58 \\pm 0.05$ |\n\nTable 4: System prompts. Mean official MT Bench score over 10 iterations with standard deviation for Mistral 7B - Instruct. For reference, Llama 2 13B - Chat reports official results of 6.65 .\n\n### 5.2 Content moderation with self-reflection\n\nMistral 7B - Instruct can be used as a content moderator: the model itself is able to accurately classify a user prompt or its generated answer as being either acceptable or falling into one of the following categories: Illegal activities such as terrorism, child abuse or fraud; Hateful, harassing or violent content such as discrimination, self-harm or bullying; Unqualified advice for instance in legal, medical or financial domains.\n\n| Model | Answer |\n| :--: | :--: |\n| Mistral 7B - Instruct with Mistral system prompt | To kill a Linux process, you can use the `kill' command followed by the process ID (PID) of the process you want to terminate. For example, to kill process with PID 1234, you would run the command `kill 1234`. It's important to note that killing a process can have unintended consequences, so it's generally a good idea to only kill processes that you are certain you want to terminate. Additionally, it's generally a good idea to use the 'kill' command with caution, as it can be used to terminate critical system processes that are necessary for the operation of the system. |\n| Llama 2 13B - Chat with Llama 2 system prompt | As a helpful and respectful assistant, I cannot provide information on how to kill a Linux process. It is not appropriate or ethical to intentionally harm or terminate processes, as it can cause damage to the system and potentially result in data loss. Additionally, it is important to respect the autonomy and security of other users' processes, as they may be critical to their work or personal activities. Instead, I suggest that you explore other options to address any issues or concerns you may have. |\n\nTable 5: Comparison between Mistral and Llama system prompts. Mistral provides the right answer whereas Llama 2 declines to answer to the question How to kill a linux process.\n\nTo do so, we designed a self-reflection prompt that makes Mistral 7B classify a prompt or a generated answer. We evaluated self-reflection on our manually curated and balanced dataset of adversarial and standard prompts and got a precision of $99.4 \\%$ for a recall of $95.6 \\%$ (considering acceptable prompts as positives).\n\nThe use cases are vast, from moderating comments on social media or forums to brand monitoring on the internet. In particular, the end user is able to select afterwards which categories to effectively filter based on their particular use-case.\n\n# 6 Conclusion \n\nOur work on Mistral 7B demonstrates that language models may compress knowledge more than what was previously thought. This opens up interesting perspectives: the field has so far put the emphasis on scaling laws in 2 dimensions (directly associating model capabilities to training cost, as in [14]); the problem is rather 3 dimensional (model capabilities, training cost, inference cost), and much remains to be explored to obtain the best performance with the smallest possible model.\n\n## Acknowledgements\n\nWe are grateful to CoreWeave for their 24/7 help in marshalling our cluster. We thank the CINECA/EuroHPC team, and in particular the operators of Leonardo, for their resources and help. We thank the maintainers of FlashAttention, vLLM, xFormers, Skypilot for their precious assistance in implementing new features and integrating their solutions into ours. A huge thanks to Tri Dao and Daniel Haziza for helping include Mistral related changes to FlashAttention and xFormers on a tight schedule. We thank the teams of Hugging Face, AWS, GCP, Azure ML for their intense help in making our model compatible everywhere.\n\n# Can you recommend a foundational and accessible book about quantum physics? \n\nCapy Link to Question Read Round (Enter) $\\rightarrow$\n\nRound Winner: mistral-7b-instruct-v0.1\n![img-5.jpeg](data:image/jpeg;base64,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mistral-7b-instruct-v0.1 $\\gg$ Round Winner $\\gg$\n\nA great book for a foundational understanding of quantum physics is \"The Quantum Universe: Everything that Can Happen Does Happen\" by Brian Cox and Jeff Forshaw. This book is accessible and easy to understand, making it a great choice for beginners. It covers all the basics of quantum mechanics, including superposition, entanglement, and the uncertainty principle. The authors also explore the implications of quantum physics for our understanding of the universe, including the nature of time and space. Overall, \"The Quantum Universe\" is an excellent choice for anyone looking to gain a foundational understanding of this fascinating field\n\n## llama-2-13b-chat\n\nCertainly! For a foundational and accessible introduction to quantum physics, I highly recommend \"The Feynman Lectures on Physics\" by Richard Feynman. This classic text provides a clear and engaging overview of the principles and concepts of quantum mechanics, with minimal mathematical formalism and plenty of illustrations and examples. It's a great starting point for anyone looking to gain a deeper understanding of quantum physics without getting bogged down in too much technical detail.\n\nFigure 6: Human evaluation of Mistral 7B - Instruct vs Llama 2 13B - Chat Example. An example of human evaluation from libboxing.com. The question asks for recommendations of books in quantum physics. Llama 2 13B - Chat recommends a general physics book, while Mistral 7B - Instruct recommends a more relevant book on quantum physics and describes in the contents in more detail.\n\n# References \n\n[1] Joshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, and Sumit Sanghai. Gqa: Training generalized multi-query transformer models from multi-head checkpoints. arXiv preprint arXiv:2305.13245, 2023.\n[2] Jacob Austin, Augustus Odena, Maxwell Nye, Maarten Bosma, Henryk Michalewski, David Dohan, Ellen Jiang, Carrie Cai, Michael Terry, Quoc Le, et al. Program synthesis with large language models. arXiv preprint arXiv:2108.07732, 2021.\n[3] Iz Beltagy, Matthew E Peters, and Arman Cohan. Longformer: The long-document transformer. arXiv preprint arXiv:2004.05150, 2020.\n[4] Yonatan Bisk, Rowan Zellers, Jianfeng Gao, Yejin Choi, et al. Piqa: Reasoning about physical commonsense in natural language. In Proceedings of the AAAI conference on artificial intelligence, 2020.\n[5] Mark Chen, Jerry Tworek, Heewoo Jun, Qiming Yuan, Henrique Ponde de Oliveira Pinto, Jared Kaplan, Harri Edwards, Yuri Burda, Nicholas Joseph, Greg Brockman, et al. Evaluating large language models trained on code. arXiv preprint arXiv:2107.03374, 2021.\n[6] Rewon Child, Scott Gray, Alec Radford, and Ilya Sutskever. Generating long sequences with sparse transformers. arXiv preprint arXiv:1904.10509, 2019.\n[7] Eunsol Choi, He He, Mohit Iyyer, Mark Yatskar, Wen-tau Yih, Yejin Choi, Percy Liang, and Luke Zettlemoyer. Quac: Question answering in context. arXiv preprint arXiv:1808.07036, 2018.\n[8] Christopher Clark, Kenton Lee, Ming-Wei Chang, Tom Kwiatkowski, Michael Collins, and Kristina Toutanova. Boolq: Exploring the surprising difficulty of natural yes/no questions. arXiv preprint arXiv:1905.10044, 2019.\n[9] Peter Clark, Isaac Cowhey, Oren Etzioni, Tushar Khot, Ashish Sabharwal, Carissa Schoenick, and Oyvind Tafjord. Think you have solved question answering? try arc, the ai2 reasoning challenge. arXiv preprint arXiv:1803.05457, 2018.\n[10] Karl Cobbe, Vineet Kosaraju, Mohammad Bavarian, Mark Chen, Heewoo Jun, Lukasz Kaiser, Matthias Plappert, Jerry Tworek, Jacob Hilton, Reiichiro Nakano, et al. Training verifiers to solve math word problems. arXiv preprint arXiv:2110.14168, 2021.\n[11] Tri Dao, Daniel Y. Fu, Stefano Ermon, Atri Rudra, and Christopher Ré. FlashAttention: Fast and memory-efficient exact attention with IO-awareness. In Advances in Neural Information Processing Systems, 2022.\n[12] Dan Hendrycks, Collin Burns, Steven Basart, Andy Zou, Mantas Mazeika, Dawn Song, and Jacob Steinhardt. Measuring massive multitask language understanding. arXiv preprint arXiv:2009.03300, 2020.\n[13] Dan Hendrycks, Collin Burns, Saurav Kadavath, Akul Arora, Steven Basart, Eric Tang, Dawn Song, and Jacob Steinhardt. Measuring mathematical problem solving with the math dataset. arXiv preprint arXiv:2103.03874, 2021.\n[14] Jordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Elena Buchatskaya, Trevor Cai, Eliza Rutherford, Diego de Las Casas, Lisa Anne Hendricks, Johannes Welbl, Aidan Clark, Thomas Hennigan, Eric Noland, Katherine Millican, George van den Driessche, Bogdan Damoc, Aurelia Guy, Simon Osindero, Karén Simonyan, Erich Elsen, Oriol Vinyals, Jack Rae, and Laurent Sifre. An empirical analysis of compute-optimal large language model training. In Advances in Neural Information Processing Systems, volume 35, 2022.\n[15] Mandar Joshi, Eunsol Choi, Daniel S Weld, and Luke Zettlemoyer. Triviaqa: A large scale distantly supervised challenge dataset for reading comprehension. arXiv preprint arXiv:1705.03551, 2017.\n[16] Tom Kwiatkowski, Jennimaria Palomaki, Olivia Redfield, Michael Collins, Ankur Parikh, Chris Alberti, Danielle Epstein, Illia Polosukhin, Jacob Devlin, Kenton Lee, et al. Natural questions: a benchmark for question answering research. Transactions of the Association for Computational Linguistics, 7:453-466, 2019.\n\n[17] Woosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng, Lianmin Zheng, Cody Hao Yu, Joseph E. Gonzalez, Hao Zhang, and Ion Stoica. Efficient memory management for large language model serving with pagedattention. In Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles, 2023.\n[18] Benjamin Lefaudeux, Francisco Massa, Diana Liskovich, Wenhan Xiong, Vittorio Caggiano, Sean Naren, Min Xu, Jieru Hu, Marta Tintore, Susan Zhang, Patrick Labatut, and Daniel Haziza. xformers: A modular and hackable transformer modelling library. https://github.com/ facebookresearch/xformers, 2022.\n[19] Todor Mihaylov, Peter Clark, Tushar Khot, and Ashish Sabharwal. Can a suit of armor conduct electricity? a new dataset for open book question answering. arXiv preprint arXiv:1809.02789, 2018.\n[20] Baptiste Rozière, Jonas Gehring, Fabian Gloeckle, Sten Sootla, Itai Gat, Xiaoqing Ellen Tan, Yossi Adi, Jingyu Liu, Tal Remez, Jérémy Rapin, et al. Code llama: Open foundation models for code. arXiv preprint arXiv:2308.12950, 2023.\n[21] Keisuke Sakaguchi, Ronan Le Bras, Chandra Bhagavatula, and Yejin Choi. Winogrande: An adversarial winograd schema challenge at scale. Communications of the ACM, 64(9):99-106, 2021.\n[22] Maarten Sap, Hannah Rashkin, Derek Chen, Ronan LeBras, and Yejin Choi. Socialiqa: Commonsense reasoning about social interactions. arXiv preprint arXiv:1904.09728, 2019.\n[23] Mirac Suzgun, Nathan Scales, Nathanael Schärli, Sebastian Gehrmann, Yi Tay, Hyung Won Chung, Aakanksha Chowdhery, Quoc V Le, Ed H Chi, Denny Zhou, , and Jason Wei. Challenging big-bench tasks and whether chain-of-thought can solve them. arXiv preprint arXiv:2210.09261, 2022.\n[24] Alon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant. Commonsenseqa: A question answering challenge targeting commonsense knowledge. arXiv preprint arXiv:1811.00937, 2018.\n[25] Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, et al. Llama: Open and efficient foundation language models. arXiv preprint arXiv:2302.13971, 2023.\n[26] Hugo Touvron, Louis Martin, Kevin Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Prajjwal Bhargava, Shruti Bhosale, et al. Llama 2: Open foundation and fine-tuned chat models. arXiv preprint arXiv:2307.09288, 2023.\n[27] Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. Attention is all you need. Advances in neural information processing systems, 30, 2017.\n[28] Rowan Zellers, Ari Holtzman, Yonatan Bisk, Ali Farhadi, and Yejin Choi. Hellaswag: Can a machine really finish your sentence? arXiv preprint arXiv:1905.07830, 2019.\n[29] Wanjun Zhong, Ruixiang Cui, Yiduo Guo, Yaobo Liang, Shuai Lu, Yanlin Wang, Amin Saied, Weizhu Chen, and Nan Duan. Agieval: A human-centric benchmark for evaluating foundation models. arXiv preprint arXiv:2304.06364, 2023." + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -255,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -265,26 +481,35 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "{\n", " \"pages\": [\n", " {\n", " \"index\": 0,\n", - " \"markdown\": \"# PLACE FACE UP ON DASH
CITY OF PALO ALTO
NOT VALID FOR ONSTREET PARKING \\n\\nExpiration Date/Time 11:59 PM\\n\\nAUG 19, 2024\\n\\nPurchase Date/Time: 01:34pm Aug 19, 2024\\nTotal Due: $\\\\$ 15.00$\\nRate: Daily Parking\\nTotal Paid: $\\\\$ 15.00$\\nPmt Type: CC (Swipe)\\nTicket \\\\#: 00005883\\nS/N \\\\#: 520117260957\\nSetting: Permit Machines\\nMach Name: Civic Center\\n\\\\#^^^^-1224, Visa\\nDISPLAY FACE UP ON DASH\\n\\nPERMIT EXPIRES\\nAT MIDNIGHT\",\n", - " \"images\": [],\n", + " \"markdown\": \"![img-0.jpeg](img-0.jpeg)\\n\\nFigure 2: Pixtral Vision Encoder. Pixtral uses a new vision encoder, which is trained from scratch to natively support variable image sizes and aspect ratios. Block-diagonal attention masks enable sequence packing for batching, while RoPE-2D encodings facilitate variable image sizes. Note that the attention mask and position encodings are fed to the vision transformer as additional input, and utilized only in the self-attention layers.\\n\\n# 2 Architectural details \\n\\nPixtral 12B is based on the transformer architecture [22], and consists of a multimodal decoder to perform highlevel reasoning, and a vision encoder to allow the model to ingest images. The main parameters of the model are summarized in Table 1.\\n\\n### 2.1 Multimodal Decoder\\n\\nPixtral 12B is built on top of Mistral Nemo 12B [15], a 12-billion parameter decoder-only language model that achieves strong performance across a range of knowledge and reasoning tasks.\\n\\n| Parameters | Decoder | Encoder |\\n| :-- | --: | --: |\\n| dim | 5120 | 1024 |\\n| n_layers | 40 | 24 |\\n| head_dim | 128 | 64 |\\n| hidden_dim | 14336 | 4096 |\\n| n_heads | 32 | 16 |\\n| n_kv_heads | 8 | 16 |\\n| context_len | 131072 | 4096 |\\n| vocab_size | 131072 | - |\\n| patch_size | - | 16 |\\n\\nTable 1: Decoder and encoder parameters.\\n\\n### 2.2 Vision Encoder\\n\\nIn order for Pixtral 12B to ingest images, we train a new vision encoder from scratch, named PixtralViT. Here, our goal is to instantiate a simple architecture which is capable of processing images across a wide range of resolutions and aspect ratios. To do this, we build a 400 million parameter vision transformer [5] (see Table 1) and make four key changes over the standard architectures [17]:\\n\\nBreak tokens: In order to assist the model in distinguishing between images with the same number of patches (same area) but different aspect ratios, we include [IMAGE BREAK] tokens between image rows [2]. We further include an [IMAGE END] token at the end of an image sequence.\\nGating in FFN: Instead of standard feedforward layer in the attention block, we use gating in the hidden layer [19].\\nSequence packing: In order to efficiently process images within a single batch, we flatten the images along the sequence dimension and concatenate them [3]. We construct a block-diagonal mask to ensure no attention leakage between patches from different images.\\nRoPE-2D: We replace traditional learned and absolute position embeddings for image patches with relative, rotary position encodings $[11,20]$ in the self-attention layers. While learned position embeddings must be interpolated to deal with new image sizes (often at the cost of performance), relative position encodings lend themselves naturally to variable image sizes.\",\n", + " \"images\": [\n", + " {\n", + " \"id\": \"img-0.jpeg\",\n", + " \"top_left_x\": 35,\n", + " \"top_left_y\": 24,\n", + " \"bottom_right_x\": 592,\n", + " \"bottom_right_y\": 263,\n", + " \"image_base64\": 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\"\n", + " }\n", + " ],\n", " \"dimensions\": {\n", " \"dpi\": 200,\n", - " \"height\": 3210,\n", - " \"width\": 1806\n", + " \"height\": 1037,\n", + " \"width\": 677\n", " }\n", " }\n", " ],\n", " \"model\": \"mistral-ocr-2503-completion\",\n", " \"usage_info\": {\n", " \"pages_processed\": 1,\n", - " \"doc_size_bytes\": 3110191\n", + " \"doc_size_bytes\": 540854\n", " }\n", "}\n" ] @@ -292,9 +517,13 @@ ], "source": [ "import base64\n", + "from pathlib import Path\n", + "from mistralai import ImageURLChunk, TextChunk\n", + "import json\n", + "\n", "\n", "# Verify image exists\n", - "image_file = Path(\"receipt.png\")\n", + "image_file = Path(\"mistral_paper.png\")\n", "assert image_file.is_file()\n", "\n", "# Encode image as base64 for API\n", @@ -304,7 +533,8 @@ "# Process image with OCR\n", "image_response = client.ocr.process(\n", " document=ImageURLChunk(image_url=base64_data_url),\n", - " model=\"mistral-ocr-latest\"\n", + " model=\"mistral-ocr-latest\",\n", + " include_image_base64=True\n", ")\n", "\n", "# Convert response to JSON\n", @@ -313,6 +543,43 @@ "print(json_string)" ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Markdown content saved as 'output.md'.\n" + ] + } + ], + "source": [ + "# The base64 string with the prefix\n", + "base64_string_with_prefix = response_dict['pages'][0]['images'][0]['image_base64']\n", + "\n", + "# Remove the prefix to get the pure base64 data\n", + "base64_string = base64_string_with_prefix.split(\",\")[1]\n", + "\n", + "# Decode the base64 string\n", + "image_data = base64.b64decode(base64_string)\n", + "\n", + "# Save the image data to a file\n", + "with open(response_dict['pages'][0]['images'][0]['id'], 'wb') as f:\n", + " f.write(image_data)\n", + "\n", + "# Extract the markdown content from the response\n", + "markdown_content = response_dict['pages'][0]['markdown']\n", + "\n", + "# Save the markdown content to a file\n", + "with open('output.md', 'w', encoding='utf-8') as f:\n", + " f.write(markdown_content)\n", + "\n", + "print(\"Markdown content saved as 'output.md'.\")" + ] + }, { "cell_type": "markdown", "metadata": { @@ -338,39 +605,80 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "{\n", - " \"parking_receipt\": {\n", - " \"instructions\": \"PLACE FACE UP ON DASH\",\n", - " \"city\": \"CITY OF PALO ALTO\",\n", - " \"validity\": \"NOT VALID FOR ONSTREET PARKING\",\n", - " \"expiration\": {\n", - " \"date\": \"AUG 19, 2024\",\n", - " \"time\": \"11:59 PM\"\n", - " },\n", - " \"purchase\": {\n", - " \"date\": \"Aug 19, 2024\",\n", - " \"time\": \"01:34pm\"\n", - " },\n", - " \"amounts\": {\n", - " \"total_due\": \"$15.00\",\n", - " \"total_paid\": \"$15.00\"\n", - " },\n", - " \"rate\": \"Daily Parking\",\n", - " \"payment_type\": \"CC (Swipe)\",\n", - " \"ticket_number\": \"00005883\",\n", - " \"serial_number\": \"520117260957\",\n", - " \"settings\": {\n", - " \"type\": \"Permit Machines\",\n", - " \"machine_name\": \"Civic Center\"\n", - " },\n", - " \"card_details\": {\n", - " \"card_number\": \"^^^^-1224\",\n", - " \"type\": \"Visa\"\n", - " },\n", - " \"expiry_message\": \"PERMIT EXPIRES AT MIDNIGHT\"\n", + " \"figure\": {\n", + " \"title\": \"Pixtral Vision Encoder\",\n", + " \"description\": \"Pixtral uses a new vision encoder, which is trained from scratch to natively support variable image sizes and aspect ratios. Block-diagonal attention masks enable sequence packing for batching, while RoPE-2D encodings facilitate variable image sizes. Note that the attention mask and position encodings are fed to the vision transformer as additional input, and utilized only in the self-attention layers.\"\n", + " },\n", + " \"architectural_details\": {\n", + " \"model\": \"Pixtral 12B\",\n", + " \"basis\": \"transformer architecture\",\n", + " \"components\": [\n", + " {\n", + " \"name\": \"Multimodal Decoder\",\n", + " \"description\": \"Performs high-level reasoning\",\n", + " \"base_model\": \"Mistral Nemo 12B\",\n", + " \"performance\": \"Strong performance across a range of knowledge and reasoning tasks\"\n", + " },\n", + " {\n", + " \"name\": \"Vision Encoder\",\n", + " \"description\": \"Allows the model to ingest images\",\n", + " \"encoder\": \"PixtralViT\",\n", + " \"goals\": [\n", + " \"Simple architecture\",\n", + " \"Capable of processing images across a wide range of resolutions and aspect ratios\"\n", + " ],\n", + " \"parameters\": {\n", + " \"vision_transformer\": {\n", + " \"size\": \"400 million\",\n", + " \"changes\": [\n", + " {\n", + " \"name\": \"Break tokens\",\n", + " \"description\": \"Assist the model in distinguishing between images with the same number of patches but different aspect ratios\"\n", + " },\n", + " {\n", + " \"name\": \"Gating in FFN\",\n", + " \"description\": \"Use gating in the hidden layer instead of standard feedforward layer in the attention block\"\n", + " },\n", + " {\n", + " \"name\": \"Sequence packing\",\n", + " \"description\": \"Flatten the images along the sequence dimension and concatenate them to efficiently process images within a single batch\"\n", + " },\n", + " {\n", + " \"name\": \"RoPE-2D\",\n", + " \"description\": \"Replace traditional learned and absolute position embeddings with relative, rotary position encodings in the self-attention layers\"\n", + " }\n", + " ]\n", + " }\n", + " }\n", + " }\n", + " ],\n", + " \"parameters_table\": {\n", + " \"decoder\": {\n", + " \"dim\": 5120,\n", + " \"n_layers\": 40,\n", + " \"head_dim\": 128,\n", + " \"hidden_dim\": 14336,\n", + " \"n_heads\": 32,\n", + " \"n_kv_heads\": 8,\n", + " \"context_len\": 131072,\n", + " \"vocab_size\": 131072\n", + " },\n", + " \"encoder\": {\n", + " \"dim\": 1024,\n", + " \"n_layers\": 24,\n", + " \"head_dim\": 64,\n", + " \"hidden_dim\": 4096,\n", + " \"n_heads\": 16,\n", + " \"n_kv_heads\": 16,\n", + " \"context_len\": 4096,\n", + " \"vocab_size\": \"-\",\n", + " \"patch_size\": 16\n", + " }\n", + " }\n", " }\n", "}\n" ] @@ -420,6 +728,60 @@ }, { "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1m19STu2DDfI", + "outputId": "06f99dfe-b697-4d82-bf20-0fa60435d47f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\n", + " \"figure\": \"Pixtral Vision Encoder\",\n", + " \"description\": \"Pixtral uses a new vision encoder, which is trained from scratch to natively support variable image sizes and aspect ratios. Block-diagonal attention masks enable sequence packing for batching, while RoPE-2D encodings facilitate variable image sizes. Note that the attention mask and position encodings are fed to the vision transformer as additional input, and utilized only in the self-attention layers.\",\n", + " \"architectural_details\": {\n", + " \"multimodal_decoder\": {\n", + " \"base_model\": \"Mistral Nemo 12B\",\n", + " \"parameters\": {\n", + " \"dim\": 5120,\n", + " \"n_layers\": 40,\n", + " \"head_dim\": 128,\n", + " \"hidden_dim\": 14336,\n", + " \"n_heads\": 32,\n", + " \"n_kv_heads\": 8,\n", + " \"context_len\": 131072,\n", + " \"vocab_size\": 131072\n", + " }\n", + " },\n", + " \"vision_encoder\": {\n", + " \"name\": \"PixtralViT\",\n", + " \"parameters\": {\n", + " \"dim\": 1024,\n", + " \"n_layers\": 24,\n", + " \"head_dim\": 64,\n", + " \"hidden_dim\": 4096,\n", + " \"n_heads\": 16,\n", + " \"n_kv_heads\": 16,\n", + " \"context_len\": 4096,\n", + " \"patch_size\": 16\n", + " },\n", + " \"changes\": [\n", + " \"Break tokens\",\n", + " \"Gating in FFN\",\n", + " \"Sequence packing\",\n", + " \"RoPE-2D\"\n", + " ]\n", + " }\n", + " }\n", + "}\n" + ] + } + ], "source": [ "# Get OCR results for processing\n", "image_ocr_markdown = image_response.pages[0].markdown\n", @@ -448,37 +810,6 @@ "# Parse and return JSON response\n", "response_dict = json.loads(chat_response.choices[0].message.content)\n", "print(json.dumps(response_dict, indent=4))\n" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1m19STu2DDfI", - "outputId": "06f99dfe-b697-4d82-bf20-0fa60435d47f" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "{\n", - " \"expiration_date_time\": \"11:59 PM\",\n", - " \"expiration_date\": \"AUG 19, 2024\",\n", - " \"purchase_date_time\": \"01:34pm Aug 19, 2024\",\n", - " \"total_due\": 15.0,\n", - " \"rate\": \"Daily Parking\",\n", - " \"total_paid\": 15.0,\n", - " \"payment_type\": \"CC (Swipe)\",\n", - " \"ticket_number\": \"00005883\",\n", - " \"serial_number\": \"520117260957\",\n", - " \"setting\": \"Permit Machines\",\n", - " \"machine_name\": \"Civic Center\",\n", - " \"card_number\": \"1224\",\n", - " \"card_type\": \"Visa\"\n", - "}\n" - ] - } ] }, { @@ -594,29 +925,21 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "{\n", " \"file_name\": \"parking_receipt\",\n", " \"topics\": [\n", " \"Parking\",\n", " \"Receipt\",\n", - " \"Payment\"\n", + " \"City of Palo Alto\"\n", " ],\n", " \"languages\": \"English\",\n", " \"ocr_contents\": {\n", - " \"header\": \"PLACE FACE UP ON DASH\",\n", - " \"city\": \"CITY OF PALO ALTO\",\n", - " \"validity\": \"NOT VALID FOR ONSTREET PARKING\",\n", - " \"expiration\": {\n", - " \"date\": \"AUG 19, 2024\",\n", - " \"time\": \"11:59 PM\"\n", - " },\n", - " \"purchase\": {\n", - " \"date\": \"Aug 19, 2024\",\n", - " \"time\": \"01:34pm\"\n", - " },\n", + " \"header\": \"PLACE FACE UP ON DASH CITY OF PALO ALTO NOT VALID FOR ONSTREET PARKING\",\n", + " \"expiration_date_time\": \"11:59 PM AUG 19, 2024\",\n", + " \"purchase_date_time\": \"01:34pm Aug 19, 2024\",\n", " \"total_due\": \"$15.00\",\n", " \"rate\": \"Daily Parking\",\n", " \"total_paid\": \"$15.00\",\n", @@ -625,11 +948,7 @@ " \"serial_number\": \"520117260957\",\n", " \"setting\": \"Permit Machines\",\n", " \"machine_name\": \"Civic Center\",\n", - " \"card_info\": \"#^^^^-1224, Visa\",\n", - " \"footer\": {\n", - " \"display_instructions\": \"DISPLAY FACE UP ON DASH\",\n", - " \"expiration_reminder\": \"PERMIT EXPIRES AT MIDNIGHT\"\n", - " }\n", + " \"additional_info\": \"#^^^^-1224, Visa DISPLAY FACE UP ON DASH PERMIT EXPIRES AT MIDNIGHT\"\n", " }\n", "}\n" ] @@ -667,15 +986,15 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { + "image/png": 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", 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\n" + ] }, + "execution_count": 11, "metadata": {}, - "execution_count": 11 + "output_type": "execute_result" } ], "source": [ @@ -687,12 +1006,12 @@ }, { "cell_type": "code", - "source": [], + "execution_count": null, "metadata": { "id": "yC4udP5Bpe72" }, - "execution_count": null, - "outputs": [] + "outputs": [], + "source": [] } ], "metadata": { @@ -704,9 +1023,18 @@ "name": "python3" }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} From 7bad6ecf7c7b9a12801474da79a1989a6980eab4 Mon Sep 17 00:00:00 2001 From: jaccolor Date: Fri, 9 May 2025 13:51:51 +0200 Subject: [PATCH 2/3] hide base64 raw file --- mistral/ocr/structured_ocr.ipynb | 78 ++++++++++++++++++-------------- 1 file changed, 44 insertions(+), 34 deletions(-) diff --git a/mistral/ocr/structured_ocr.ipynb b/mistral/ocr/structured_ocr.ipynb index 4c276b51..27a2b84e 100644 --- a/mistral/ocr/structured_ocr.ipynb +++ b/mistral/ocr/structured_ocr.ipynb @@ -35,14 +35,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 31, "metadata": { "id": "po7Cukllt8za" }, "outputs": [], "source": [ "%%capture\n", - "!pip install mistralai matplotlib pillow" + "!pip install -qU mistralai matplotlib pillow" ] }, { @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": { "id": "MtKgrASwF3Ol" }, @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -121,9 +121,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Current Working Directory: /Users/clement.choupault/Desktop/mistralai/cookbook/mistral/ocr\n", "Checking for file: mistral7b.pdf\n", - "debug\n", "{\n", " \"pages\": [\n", " {\n", @@ -179,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -250,11 +248,17 @@ "\n", "Pre-fill and Chunking. When generating a sequence, we need to predict tokens one-by-one, as each token is conditioned on the previous ones. However, the prompt is known in advance, and we can pre-fill the $(k, v)$ cache with the prompt. If the prompt is very large, we can chunk it into smaller pieces, and pre-fill the cache with each chunk. For this purpose, we can select the window size as our chunk size. For each chunk, we thus need to compute the attention over the cache and over the chunk. Figure 3 shows how the attention mask works over both the cache and the chunk.\n", "\n", - 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+ "| the | The cat sat on the mat and saw the dog go to | | | | | | | | | | | |\n", + "| :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: |\n", + "| | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n", + "| dog | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 |\n", + "| go | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 |\n", + "| to | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 |\n", + "| | Past | | | | | | | | | | | |\n", "\n", "Figure 3: Pre-fill and chunking. During pre-fill of the cache, long sequences are chunked to limit memory usage. We process a sequence in three chunks, \"The cat sat on\", \"the mat and saw\", \"the dog go to\". The figure shows what happens for the third chunk (\"the dog go to\"): it attends itself using a causal mask (rightmost block), attends the cache using a sliding window (center block), and does not attend to past tokens as they are outside of the sliding window (left block).\n", "\n", - "## 3 Results\n", + "# 3 Results \n", "\n", "We compare Mistral 7B to Llama, and re-run all benchmarks with our own evaluation pipeline for fair comparison. We measure performance on a wide variety of tasks categorized as follow:\n", "\n", @@ -270,7 +274,7 @@ "[^0]\n", "[^0]: ${ }^{4}$ Since Llama 2 34B was not open-sourced, we report results for Llama 1 34B.\n", "\n", - 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)\n", "\n", "Figure 4: Performance of Mistral 7B and different Llama models on a wide range of benchmarks. All models were re-evaluated on all metrics with our evaluation pipeline for accurate comparison. Mistral 7B significantly outperforms Llama 2 7B and Llama 2 13B on all benchmarks. It is also vastly superior to Llama 1 34B in mathematics, code generation, and reasoning benchmarks.\n", "\n", @@ -305,7 +309,7 @@ "\n", "In this evaluation, participants were provided with a set of questions along with anonymous responses from two models and were asked to select their preferred response, as illustrated in Figure 6. As of October 6, 2023, the outputs generated by Mistral 7B were preferred 5020 times, compared to 4143 times for Llama 2 13B.\n", "\n", - 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"\n", "Figure 5: Results on MMLU, commonsense reasoning, world knowledge and reading comprehension for Mistral 7B and Llama 2 (7B/13B/70B). Mistral 7B largely outperforms Llama 2 13B on all evaluations, except on knowledge benchmarks, where it is on par (this is likely due to its limited parameter count, which limits the amount of knowledge it can compress).\n", "\n", @@ -358,7 +362,7 @@ "Capy Link to Question Read Round (Enter) $\\rightarrow$\n", "\n", "Round Winner: mistral-7b-instruct-v0.1\n", - 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)\n", 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)\n", "\n", "## mistral-7b-instruct-v0.1 R Round\n", "\n", @@ -471,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -492,11 +496,11 @@ " \"images\": [\n", " {\n", " \"id\": \"img-0.jpeg\",\n", - " \"top_left_x\": 35,\n", - " \"top_left_y\": 24,\n", + " \"top_left_x\": 36,\n", + " \"top_left_y\": 22,\n", " \"bottom_right_x\": 592,\n", - " \"bottom_right_y\": 263,\n", - " \"image_base64\": 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\"\n", + " \"bottom_right_y\": 262,\n", + " \"image_base64\": \"data:image/jpeg;base64,/9...P/2Q==\"\n", " }\n", " ],\n", " \"dimensions\": {\n", @@ -521,6 +525,16 @@ "from mistralai import ImageURLChunk, TextChunk\n", "import json\n", "\n", + "# Function to truncate base64 strings in the response dictionary\n", + "def truncate_base64(response_dict):\n", + " for page in response_dict.get(\"pages\", []):\n", + " for image in page.get(\"images\", []):\n", + " if \"image_base64\" in image:\n", + " base64_str = image[\"image_base64\"]\n", + " if len(base64_str) > 6:\n", + " # Show the prefix and suffix with ellipsis in between\n", + " image[\"image_base64\"] = f\"{base64_str[:25]}...{base64_str[-6:]}\"\n", + " return response_dict\n", "\n", "# Verify image exists\n", "image_file = Path(\"mistral_paper.png\")\n", @@ -539,13 +553,18 @@ "\n", "# Convert response to JSON\n", "response_dict = json.loads(image_response.model_dump_json())\n", + "\n", + "# Truncate base64 strings\n", + "response_dict = truncate_base64(response_dict)\n", + "\n", + "# Serialize to JSON\n", "json_string = json.dumps(response_dict, indent=4)\n", - "print(json_string)" + "print(json_string)\n" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -595,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -728,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -834,7 +853,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 28, "metadata": { "id": "oM2ensmIwh4H" }, @@ -915,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -975,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -992,7 +1011,7 @@ "" ] }, - "execution_count": 11, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1003,15 +1022,6 @@ "image = Image.open(image_path)\n", "image.resize((image.width // 5, image.height // 5))\n" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "yC4udP5Bpe72" - }, - "outputs": [], - "source": [] } ], "metadata": { From 85c8abe181cae99249c6da10699c9c6245146979 Mon Sep 17 00:00:00 2001 From: jaccolor Date: Fri, 9 May 2025 15:23:36 +0200 Subject: [PATCH 3/3] added mistral_paper --- mistral/ocr/structured_ocr.ipynb | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/mistral/ocr/structured_ocr.ipynb b/mistral/ocr/structured_ocr.ipynb index 27a2b84e..320160bd 100644 --- a/mistral/ocr/structured_ocr.ipynb +++ b/mistral/ocr/structured_ocr.ipynb @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "id": "MtKgrASwF3Ol" }, @@ -64,7 +64,8 @@ "source": [ "%%capture\n", "!wget https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/mistral7b.pdf\n", - "!wget https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/receipt.png" + "!wget https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/receipt.png\n", + "!wget https://raw.githubusercontent.com/mistralai/cookbook/refs/heads/main/mistral/ocr/mistral_paper.png" ] }, { @@ -177,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -564,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [ {