From 00a09e1b7117f3bde14a44748510fcccc95f9de5 Mon Sep 17 00:00:00 2001
From: Bagatur <22008038+baskaryan@users.noreply.github.com>
Date: Wed, 7 Feb 2024 19:52:42 -0800
Subject: [PATCH] docs: use PromptTemplate.from_template (#17218)

Ran
```python
import glob
import re

def update_prompt(x):
    return re.sub(
        r"(?P<start>\b)PromptTemplate\(template=(?P<template>.*), input_variables=(?:.*)\)",
        "\g<start>PromptTemplate.from_template(\g<template>)",
        x
    )


for fn in glob.glob("docs/**/*", recursive=True):
    try:
        content = open(fn).readlines()
    except:
        continue
    content = [update_prompt(l) for l in content]
    with open(fn, "w") as f:
        f.write("".join(content))
```
---
 docs/docs/guides/safety/amazon_comprehend_chain.ipynb  | 10 +++++-----
 docs/docs/guides/safety/moderation.mdx                 |  4 ++--
 docs/docs/integrations/llms/aleph_alpha.ipynb          |  2 +-
 .../llms/alibabacloud_pai_eas_endpoint.ipynb           |  2 +-
 docs/docs/integrations/llms/anyscale.ipynb             |  2 +-
 docs/docs/integrations/llms/aphrodite.ipynb            |  2 +-
 docs/docs/integrations/llms/banana.ipynb               |  2 +-
 docs/docs/integrations/llms/bittensor.ipynb            |  2 +-
 docs/docs/integrations/llms/cerebriumai.ipynb          |  2 +-
 docs/docs/integrations/llms/chatglm.ipynb              |  4 ++--
 docs/docs/integrations/llms/clarifai.ipynb             |  2 +-
 docs/docs/integrations/llms/cloudflare_workersai.ipynb |  2 +-
 docs/docs/integrations/llms/ctransformers.ipynb        |  2 +-
 docs/docs/integrations/llms/ctranslate2.ipynb          |  2 +-
 docs/docs/integrations/llms/deepinfra.ipynb            |  2 +-
 docs/docs/integrations/llms/forefrontai.ipynb          |  2 +-
 docs/docs/integrations/llms/gigachat.ipynb             |  2 +-
 docs/docs/integrations/llms/gooseai.ipynb              |  2 +-
 docs/docs/integrations/llms/gpt4all.ipynb              |  2 +-
 docs/docs/integrations/llms/gradient.ipynb             |  2 +-
 docs/docs/integrations/llms/huggingface_hub.ipynb      |  2 +-
 docs/docs/integrations/llms/llamacpp.ipynb             |  2 +-
 docs/docs/integrations/llms/manifest.ipynb             |  2 +-
 docs/docs/integrations/llms/minimax.ipynb              |  2 +-
 docs/docs/integrations/llms/modal.ipynb                |  2 +-
 docs/docs/integrations/llms/mosaicml.ipynb             |  2 +-
 docs/docs/integrations/llms/nlpcloud.ipynb             |  2 +-
 docs/docs/integrations/llms/octoai.ipynb               |  2 +-
 docs/docs/integrations/llms/openai.ipynb               |  2 +-
 docs/docs/integrations/llms/openllm.ipynb              |  2 +-
 docs/docs/integrations/llms/openlm.ipynb               |  2 +-
 docs/docs/integrations/llms/petals.ipynb               |  2 +-
 docs/docs/integrations/llms/pipelineai.ipynb           |  2 +-
 docs/docs/integrations/llms/predictionguard.ipynb      |  6 +++---
 docs/docs/integrations/llms/runhouse.ipynb             |  2 +-
 docs/docs/integrations/llms/stochasticai.ipynb         |  2 +-
 docs/docs/integrations/llms/textgen.ipynb              |  4 ++--
 docs/docs/integrations/llms/titan_takeoff.ipynb        |  2 +-
 docs/docs/integrations/llms/tongyi.ipynb               |  2 +-
 docs/docs/integrations/llms/vllm.ipynb                 |  2 +-
 docs/docs/integrations/llms/writer.ipynb               |  2 +-
 docs/docs/integrations/llms/xinference.ipynb           |  2 +-
 docs/docs/integrations/llms/yandex.ipynb               |  2 +-
 docs/docs/integrations/providers/predictionguard.mdx   |  4 ++--
 docs/docs/integrations/providers/ray_serve.ipynb       |  2 +-
 docs/docs/integrations/providers/shaleprotocol.md      |  2 +-
 docs/docs/integrations/text_embedding/clarifai.ipynb   |  2 +-
 docs/docs/modules/model_io/prompts/partial.ipynb       |  2 +-
 48 files changed, 58 insertions(+), 58 deletions(-)

diff --git a/docs/docs/guides/safety/amazon_comprehend_chain.ipynb b/docs/docs/guides/safety/amazon_comprehend_chain.ipynb
index 0a509cf337d..b9548546ef9 100644
--- a/docs/docs/guides/safety/amazon_comprehend_chain.ipynb
+++ b/docs/docs/guides/safety/amazon_comprehend_chain.ipynb
@@ -115,7 +115,7 @@
     "\n",
     "Answer:\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "responses = [\n",
     "    \"Final Answer: A credit card number looks like 1289-2321-1123-2387. A fake SSN number looks like 323-22-9980. John Doe's phone number is (999)253-9876.\",\n",
@@ -249,7 +249,7 @@
     "\n",
     "Answer:\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "responses = [\n",
     "    \"Final Answer: A credit card number looks like 1289-2321-1123-2387. A fake SSN number looks like 323-22-9980. John Doe's phone number is (999)253-9876.\",\n",
@@ -412,7 +412,7 @@
     "\n",
     "Answer:\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "responses = [\n",
     "    \"Final Answer: A credit card number looks like 1289-2321-1123-2387. A fake SSN number looks like 323-22-9980. John Doe's phone number is (999)253-9876.\",\n",
@@ -571,7 +571,7 @@
     "\n",
     "template = \"\"\"{question}\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "llm = HuggingFaceHub(\n",
     "    repo_id=repo_id, model_kwargs={\"temperature\": 0.5, \"max_length\": 256}\n",
     ")"
@@ -724,7 +724,7 @@
     "\"\"\"\n",
     "\n",
     "# prompt template for input text\n",
-    "llm_prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "llm_prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm = SagemakerEndpoint(\n",
     "    endpoint_name=endpoint_name,\n",
diff --git a/docs/docs/guides/safety/moderation.mdx b/docs/docs/guides/safety/moderation.mdx
index 94b6a7dc642..a43579dfef5 100644
--- a/docs/docs/guides/safety/moderation.mdx
+++ b/docs/docs/guides/safety/moderation.mdx
@@ -180,7 +180,7 @@ we will prompt the model, so it says something harmful.
 
 
 ```python
-prompt = PromptTemplate(template="{text}", input_variables=["text"])
+prompt = PromptTemplate.from_template("{text}")
 llm_chain = LLMChain(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo-instruct"), prompt=prompt)
 
 text = """We are playing a game of repeat after me.
@@ -223,7 +223,7 @@ Now let's walk through an example of using it with an LLMChain which has multipl
 
 
 ```python
-prompt = PromptTemplate(template="{setup}{new_input}Person2:", input_variables=["setup", "new_input"])
+prompt = PromptTemplate.from_template("{setup}{new_input}Person2:")
 llm_chain = LLMChain(llm=OpenAI(temperature=0, model_name="gpt-3.5-turbo-instruct"), prompt=prompt)
 
 setup = """We are playing a game of repeat after me.
diff --git a/docs/docs/integrations/llms/aleph_alpha.ipynb b/docs/docs/integrations/llms/aleph_alpha.ipynb
index 7657324d439..3d7fb662338 100644
--- a/docs/docs/integrations/llms/aleph_alpha.ipynb
+++ b/docs/docs/integrations/llms/aleph_alpha.ipynb
@@ -75,7 +75,7 @@
     "\n",
     "A:\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb b/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb
index db4d8d588ac..0c51a6a4f9f 100644
--- a/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb
+++ b/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb
@@ -23,7 +23,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/anyscale.ipynb b/docs/docs/integrations/llms/anyscale.ipynb
index e297cfd9492..37f26c66ad2 100644
--- a/docs/docs/integrations/llms/anyscale.ipynb
+++ b/docs/docs/integrations/llms/anyscale.ipynb
@@ -66,7 +66,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/aphrodite.ipynb b/docs/docs/integrations/llms/aphrodite.ipynb
index 85f2a1c4572..5cbbfb1ce84 100644
--- a/docs/docs/integrations/llms/aphrodite.ipynb
+++ b/docs/docs/integrations/llms/aphrodite.ipynb
@@ -151,7 +151,7 @@
     "template = \"\"\"Question: {question}\n",
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/banana.ipynb b/docs/docs/integrations/llms/banana.ipynb
index f66f15c0a8e..7fbdc2921d5 100644
--- a/docs/docs/integrations/llms/banana.ipynb
+++ b/docs/docs/integrations/llms/banana.ipynb
@@ -66,7 +66,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/bittensor.ipynb b/docs/docs/integrations/llms/bittensor.ipynb
index 191a84df7ca..92ebb9b7ac6 100644
--- a/docs/docs/integrations/llms/bittensor.ipynb
+++ b/docs/docs/integrations/llms/bittensor.ipynb
@@ -92,7 +92,7 @@
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "# System parameter in NIBittensorLLM is optional but you can set whatever you want to perform with model\n",
     "llm = NIBittensorLLM(\n",
diff --git a/docs/docs/integrations/llms/cerebriumai.ipynb b/docs/docs/integrations/llms/cerebriumai.ipynb
index a557a7c2a7c..e062e4ad496 100644
--- a/docs/docs/integrations/llms/cerebriumai.ipynb
+++ b/docs/docs/integrations/llms/cerebriumai.ipynb
@@ -101,7 +101,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/chatglm.ipynb b/docs/docs/integrations/llms/chatglm.ipynb
index 12de26dacfe..c004219061f 100644
--- a/docs/docs/integrations/llms/chatglm.ipynb
+++ b/docs/docs/integrations/llms/chatglm.ipynb
@@ -53,7 +53,7 @@
    "outputs": [],
    "source": [
     "template = \"\"\"{question}\"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
@@ -130,7 +130,7 @@
    "outputs": [],
    "source": [
     "template = \"\"\"{question}\"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/clarifai.ipynb b/docs/docs/integrations/llms/clarifai.ipynb
index 023bd3ac501..952263de025 100644
--- a/docs/docs/integrations/llms/clarifai.ipynb
+++ b/docs/docs/integrations/llms/clarifai.ipynb
@@ -114,7 +114,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/cloudflare_workersai.ipynb b/docs/docs/integrations/llms/cloudflare_workersai.ipynb
index a4cf57440a0..030b192d093 100644
--- a/docs/docs/integrations/llms/cloudflare_workersai.ipynb
+++ b/docs/docs/integrations/llms/cloudflare_workersai.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "AI Assistant: \"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/ctransformers.ipynb b/docs/docs/integrations/llms/ctransformers.ipynb
index fa9d604cd16..6231c0a2e1b 100644
--- a/docs/docs/integrations/llms/ctransformers.ipynb
+++ b/docs/docs/integrations/llms/ctransformers.ipynb
@@ -109,7 +109,7 @@
     "\n",
     "Answer:\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/ctranslate2.ipynb b/docs/docs/integrations/llms/ctranslate2.ipynb
index 33d41d4233b..f80d320bf22 100644
--- a/docs/docs/integrations/llms/ctranslate2.ipynb
+++ b/docs/docs/integrations/llms/ctranslate2.ipynb
@@ -201,7 +201,7 @@
     "template = \"\"\"{question}\n",
     "\n",
     "Let's think step by step. \"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/deepinfra.ipynb b/docs/docs/integrations/llms/deepinfra.ipynb
index 14d2730a093..871a0f4d9de 100644
--- a/docs/docs/integrations/llms/deepinfra.ipynb
+++ b/docs/docs/integrations/llms/deepinfra.ipynb
@@ -146,7 +146,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/forefrontai.ipynb b/docs/docs/integrations/llms/forefrontai.ipynb
index 075436f7d8b..eef4fcb8e98 100644
--- a/docs/docs/integrations/llms/forefrontai.ipynb
+++ b/docs/docs/integrations/llms/forefrontai.ipynb
@@ -97,7 +97,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/gigachat.ipynb b/docs/docs/integrations/llms/gigachat.ipynb
index 20a70872688..8e1e4a43d07 100644
--- a/docs/docs/integrations/llms/gigachat.ipynb
+++ b/docs/docs/integrations/llms/gigachat.ipynb
@@ -80,7 +80,7 @@
     "\n",
     "template = \"What is capital of {country}?\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"country\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/gooseai.ipynb b/docs/docs/integrations/llms/gooseai.ipynb
index e417f613657..b665106ebe7 100644
--- a/docs/docs/integrations/llms/gooseai.ipynb
+++ b/docs/docs/integrations/llms/gooseai.ipynb
@@ -111,7 +111,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/gpt4all.ipynb b/docs/docs/integrations/llms/gpt4all.ipynb
index 3fd8b51a76a..a1593774587 100644
--- a/docs/docs/integrations/llms/gpt4all.ipynb
+++ b/docs/docs/integrations/llms/gpt4all.ipynb
@@ -73,7 +73,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/gradient.ipynb b/docs/docs/integrations/llms/gradient.ipynb
index 8d46fa08968..d1bfe21e658 100644
--- a/docs/docs/integrations/llms/gradient.ipynb
+++ b/docs/docs/integrations/llms/gradient.ipynb
@@ -175,7 +175,7 @@
     "\n",
     "Answer: \"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/huggingface_hub.ipynb b/docs/docs/integrations/llms/huggingface_hub.ipynb
index b05e3b15ad6..67dbe3c41f3 100644
--- a/docs/docs/integrations/llms/huggingface_hub.ipynb
+++ b/docs/docs/integrations/llms/huggingface_hub.ipynb
@@ -118,7 +118,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/llamacpp.ipynb b/docs/docs/integrations/llms/llamacpp.ipynb
index a3a22acb7bb..9868fab6ae9 100644
--- a/docs/docs/integrations/llms/llamacpp.ipynb
+++ b/docs/docs/integrations/llms/llamacpp.ipynb
@@ -234,7 +234,7 @@
     "\n",
     "Answer: Let's work this out in a step by step way to be sure we have the right answer.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/manifest.ipynb b/docs/docs/integrations/llms/manifest.ipynb
index a4a09fe1804..005141cf9ad 100644
--- a/docs/docs/integrations/llms/manifest.ipynb
+++ b/docs/docs/integrations/llms/manifest.ipynb
@@ -91,7 +91,7 @@
     "\n",
     "\n",
     "CONCISE SUMMARY:\"\"\"\n",
-    "prompt = PromptTemplate(template=_prompt, input_variables=[\"text\"])\n",
+    "prompt = PromptTemplate.from_template(_prompt)\n",
     "\n",
     "text_splitter = CharacterTextSplitter()\n",
     "\n",
diff --git a/docs/docs/integrations/llms/minimax.ipynb b/docs/docs/integrations/llms/minimax.ipynb
index efb3a924b5d..b4ed78c2e17 100644
--- a/docs/docs/integrations/llms/minimax.ipynb
+++ b/docs/docs/integrations/llms/minimax.ipynb
@@ -113,7 +113,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/modal.ipynb b/docs/docs/integrations/llms/modal.ipynb
index f81abf6f434..de601cf8e60 100644
--- a/docs/docs/integrations/llms/modal.ipynb
+++ b/docs/docs/integrations/llms/modal.ipynb
@@ -122,7 +122,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/mosaicml.ipynb b/docs/docs/integrations/llms/mosaicml.ipynb
index c20bf8c4f2c..48307b409d0 100644
--- a/docs/docs/integrations/llms/mosaicml.ipynb
+++ b/docs/docs/integrations/llms/mosaicml.ipynb
@@ -55,7 +55,7 @@
    "source": [
     "template = \"\"\"Question: {question}\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/nlpcloud.ipynb b/docs/docs/integrations/llms/nlpcloud.ipynb
index 342e8df591f..dd93614efbd 100644
--- a/docs/docs/integrations/llms/nlpcloud.ipynb
+++ b/docs/docs/integrations/llms/nlpcloud.ipynb
@@ -90,7 +90,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/octoai.ipynb b/docs/docs/integrations/llms/octoai.ipynb
index 589880f293f..242588d07f8 100644
--- a/docs/docs/integrations/llms/octoai.ipynb
+++ b/docs/docs/integrations/llms/octoai.ipynb
@@ -61,7 +61,7 @@
    "outputs": [],
    "source": [
     "template = \"\"\"Below is an instruction that describes a task. Write a response that appropriately completes the request.\\n Instruction:\\n{question}\\n Response: \"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/openai.ipynb b/docs/docs/integrations/llms/openai.ipynb
index cbaab6002f7..8e072675373 100644
--- a/docs/docs/integrations/llms/openai.ipynb
+++ b/docs/docs/integrations/llms/openai.ipynb
@@ -84,7 +84,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/openllm.ipynb b/docs/docs/integrations/llms/openllm.ipynb
index 6fc14b3d469..0bcd3a9bb14 100644
--- a/docs/docs/integrations/llms/openllm.ipynb
+++ b/docs/docs/integrations/llms/openllm.ipynb
@@ -119,7 +119,7 @@
     "\n",
     "template = \"What is a good name for a company that makes {product}?\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"product\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/openlm.ipynb b/docs/docs/integrations/llms/openlm.ipynb
index 766a4419c3b..5d800e130f6 100644
--- a/docs/docs/integrations/llms/openlm.ipynb
+++ b/docs/docs/integrations/llms/openlm.ipynb
@@ -97,7 +97,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "for model in [\"text-davinci-003\", \"huggingface.co/gpt2\"]:\n",
     "    llm = OpenLM(model=model)\n",
diff --git a/docs/docs/integrations/llms/petals.ipynb b/docs/docs/integrations/llms/petals.ipynb
index 4d0900a53ee..779a8d9e2bf 100644
--- a/docs/docs/integrations/llms/petals.ipynb
+++ b/docs/docs/integrations/llms/petals.ipynb
@@ -133,7 +133,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/pipelineai.ipynb b/docs/docs/integrations/llms/pipelineai.ipynb
index 7ed35946563..ed97a58e00c 100644
--- a/docs/docs/integrations/llms/pipelineai.ipynb
+++ b/docs/docs/integrations/llms/pipelineai.ipynb
@@ -107,7 +107,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/predictionguard.ipynb b/docs/docs/integrations/llms/predictionguard.ipynb
index c6daa2d5185..1200680cd9b 100644
--- a/docs/docs/integrations/llms/predictionguard.ipynb
+++ b/docs/docs/integrations/llms/predictionguard.ipynb
@@ -118,7 +118,7 @@
     "Query: {query}\n",
     "\n",
     "Result: \"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"query\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
@@ -191,7 +191,7 @@
     "template = \"\"\"Question: {question}\n",
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "llm_chain = LLMChain(prompt=prompt, llm=pgllm, verbose=True)\n",
     "\n",
     "question = \"What NFL team won the Super Bowl in the year Justin Beiber was born?\"\n",
@@ -209,7 +209,7 @@
    "outputs": [],
    "source": [
     "template = \"\"\"Write a {adjective} poem about {subject}.\"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"adjective\", \"subject\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "llm_chain = LLMChain(prompt=prompt, llm=pgllm, verbose=True)\n",
     "\n",
     "llm_chain.predict(adjective=\"sad\", subject=\"ducks\")"
diff --git a/docs/docs/integrations/llms/runhouse.ipynb b/docs/docs/integrations/llms/runhouse.ipynb
index 30fb5654946..fe44389d52a 100644
--- a/docs/docs/integrations/llms/runhouse.ipynb
+++ b/docs/docs/integrations/llms/runhouse.ipynb
@@ -83,7 +83,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/stochasticai.ipynb b/docs/docs/integrations/llms/stochasticai.ipynb
index 1f3ecd98d0d..6a58aae7361 100644
--- a/docs/docs/integrations/llms/stochasticai.ipynb
+++ b/docs/docs/integrations/llms/stochasticai.ipynb
@@ -96,7 +96,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/textgen.ipynb b/docs/docs/integrations/llms/textgen.ipynb
index b7bf0941c05..1b4aed8320a 100644
--- a/docs/docs/integrations/llms/textgen.ipynb
+++ b/docs/docs/integrations/llms/textgen.ipynb
@@ -53,7 +53,7 @@
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "llm = TextGen(model_url=model_url)\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "question = \"What NFL team won the Super Bowl in the year Justin Bieber was born?\"\n",
@@ -104,7 +104,7 @@
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "llm = TextGen(\n",
     "    model_url=model_url, streaming=True, callbacks=[StreamingStdOutCallbackHandler()]\n",
     ")\n",
diff --git a/docs/docs/integrations/llms/titan_takeoff.ipynb b/docs/docs/integrations/llms/titan_takeoff.ipynb
index ce2ad317974..b7df1bb0016 100644
--- a/docs/docs/integrations/llms/titan_takeoff.ipynb
+++ b/docs/docs/integrations/llms/titan_takeoff.ipynb
@@ -146,7 +146,7 @@
     "\n",
     "template = \"What is the capital of {country}\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"country\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(llm=llm, prompt=prompt)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/tongyi.ipynb b/docs/docs/integrations/llms/tongyi.ipynb
index 1e3da253910..7b57e4c462d 100644
--- a/docs/docs/integrations/llms/tongyi.ipynb
+++ b/docs/docs/integrations/llms/tongyi.ipynb
@@ -95,7 +95,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/vllm.ipynb b/docs/docs/integrations/llms/vllm.ipynb
index 6abf9a1376b..4d88a2714fa 100644
--- a/docs/docs/integrations/llms/vllm.ipynb
+++ b/docs/docs/integrations/llms/vllm.ipynb
@@ -135,7 +135,7 @@
     "template = \"\"\"Question: {question}\n",
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/writer.ipynb b/docs/docs/integrations/llms/writer.ipynb
index fed4af16690..5c2206d1f56 100644
--- a/docs/docs/integrations/llms/writer.ipynb
+++ b/docs/docs/integrations/llms/writer.ipynb
@@ -72,7 +72,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/llms/xinference.ipynb b/docs/docs/integrations/llms/xinference.ipynb
index a2907446705..5643750a4b9 100644
--- a/docs/docs/integrations/llms/xinference.ipynb
+++ b/docs/docs/integrations/llms/xinference.ipynb
@@ -126,7 +126,7 @@
     "\n",
     "template = \"Where can we visit in the capital of {country}?\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"country\"])\n",
+    "prompt = PromptTemplate.from_template(template)\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
     "\n",
diff --git a/docs/docs/integrations/llms/yandex.ipynb b/docs/docs/integrations/llms/yandex.ipynb
index 0dfa53bd61c..42093fec896 100644
--- a/docs/docs/integrations/llms/yandex.ipynb
+++ b/docs/docs/integrations/llms/yandex.ipynb
@@ -56,7 +56,7 @@
    "outputs": [],
    "source": [
     "template = \"What is the capital of {country}?\"\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"country\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/integrations/providers/predictionguard.mdx b/docs/docs/integrations/providers/predictionguard.mdx
index 72d36bc0193..fdb0f0a397c 100644
--- a/docs/docs/integrations/providers/predictionguard.mdx
+++ b/docs/docs/integrations/providers/predictionguard.mdx
@@ -55,7 +55,7 @@ Head to stories to get ALL the deets on each box! 👆 BONUS: Save 50% on your f
 Query: {query}
 
 Result: """
-prompt = PromptTemplate(template=template, input_variables=["query"])
+prompt = PromptTemplate.from_template(template)
 
 # With "guarding" or controlling the output of the LLM. See the 
 # Prediction Guard docs (https://docs.predictionguard.com) to learn how to 
@@ -93,7 +93,7 @@ pgllm = PredictionGuard(model="OpenAI-gpt-3.5-turbo-instruct")
 template = """Question: {question}
 
 Answer: Let's think step by step."""
-prompt = PromptTemplate(template=template, input_variables=["question"])
+prompt = PromptTemplate.from_template(template)
 llm_chain = LLMChain(prompt=prompt, llm=pgllm, verbose=True)
 
 question = "What NFL team won the Super Bowl in the year Justin Beiber was born?"
diff --git a/docs/docs/integrations/providers/ray_serve.ipynb b/docs/docs/integrations/providers/ray_serve.ipynb
index 144fb572334..b48e76710d0 100644
--- a/docs/docs/integrations/providers/ray_serve.ipynb
+++ b/docs/docs/integrations/providers/ray_serve.ipynb
@@ -135,7 +135,7 @@
     "        # We initialize the LLM, template and the chain here\n",
     "        llm = OpenAI(openai_api_key=OPENAI_API_KEY)\n",
     "        template = \"Question: {question}\\n\\nAnswer: Let's think step by step.\"\n",
-    "        prompt = PromptTemplate(template=template, input_variables=[\"question\"])\n",
+    "        prompt = PromptTemplate.from_template(template)\n",
     "        self.chain = LLMChain(llm=llm, prompt=prompt)\n",
     "\n",
     "    def _run_chain(self, text: str):\n",
diff --git a/docs/docs/integrations/providers/shaleprotocol.md b/docs/docs/integrations/providers/shaleprotocol.md
index 2aced9cb638..dbdd3caa6cf 100644
--- a/docs/docs/integrations/providers/shaleprotocol.md
+++ b/docs/docs/integrations/providers/shaleprotocol.md
@@ -33,7 +33,7 @@ template = """Question: {question}
 
 # Answer: Let's think step by step."""
 
-prompt = PromptTemplate(template=template, input_variables=["question"])
+prompt = PromptTemplate.from_template(template)
 
 llm_chain = LLMChain(prompt=prompt, llm=llm)
 
diff --git a/docs/docs/integrations/text_embedding/clarifai.ipynb b/docs/docs/integrations/text_embedding/clarifai.ipynb
index ab006c48b35..f10a9a463a6 100644
--- a/docs/docs/integrations/text_embedding/clarifai.ipynb
+++ b/docs/docs/integrations/text_embedding/clarifai.ipynb
@@ -101,7 +101,7 @@
     "\n",
     "Answer: Let's think step by step.\"\"\"\n",
     "\n",
-    "prompt = PromptTemplate(template=template, input_variables=[\"question\"])"
+    "prompt = PromptTemplate.from_template(template)"
    ]
   },
   {
diff --git a/docs/docs/modules/model_io/prompts/partial.ipynb b/docs/docs/modules/model_io/prompts/partial.ipynb
index 4c937ba7286..274cc6fb720 100644
--- a/docs/docs/modules/model_io/prompts/partial.ipynb
+++ b/docs/docs/modules/model_io/prompts/partial.ipynb
@@ -37,7 +37,7 @@
    "source": [
     "from langchain.prompts import PromptTemplate\n",
     "\n",
-    "prompt = PromptTemplate(template=\"{foo}{bar}\", input_variables=[\"foo\", \"bar\"])\n",
+    "prompt = PromptTemplate.from_template(\"{foo}{bar}\")\n",
     "partial_prompt = prompt.partial(foo=\"foo\")\n",
     "print(partial_prompt.format(bar=\"baz\"))"
    ]