diff --git a/apps/docs/docs/recipes/cost-analysis.mdx b/apps/docs/docs/recipes/cost-analysis.mdx
index eb5eeb3e7cde19bddd09fc958d2557ccf7245dbf..ed9b0fe1d92450ba17960824f86101764ea9d9c0 100644
--- a/apps/docs/docs/recipes/cost-analysis.mdx
+++ b/apps/docs/docs/recipes/cost-analysis.mdx
@@ -6,7 +6,7 @@ This page shows how to track LLM cost using APIs.
The callback manager is a class that manages the callback functions.
-You can register `llm-start`, and `llm-end` callbacks to the callback manager for tracking the cost.
+You can register `llm-start`, `llm-end`, and `llm-stream` callbacks to the callback manager for tracking the cost.
import CodeBlock from "@theme/CodeBlock";
import CodeSource from "!raw-loader!../../../../examples/recipes/cost-analysis";
diff --git a/examples/package.json b/examples/package.json
index 6837aa22ed3f4032380b07e3e66ccd452dd20f84..36fd832b7f43767cce2872ca1d658ce3ec883bb7 100644
--- a/examples/package.json
+++ b/examples/package.json
@@ -19,6 +19,7 @@
"devDependencies": {
"@types/node": "^18.19.31",
"ts-node": "^10.9.2",
+ "tsx": "^4.7.2",
"typescript": "^5.4.4"
},
"scripts": {
diff --git a/examples/recipes/cost-analysis.ts b/examples/recipes/cost-analysis.ts
index cf8d102b42aa02e1cbb34da30028860a6ed6cd64..79b162c3bdee6cf9c5c521c45cf890c38a4a9c3c 100644
--- a/examples/recipes/cost-analysis.ts
+++ b/examples/recipes/cost-analysis.ts
@@ -6,7 +6,8 @@ import { extractText } from "llamaindex/llm/utils";
const encoding = encodingForModel("gpt-4-0125-preview");
const llm = new OpenAI({
- model: "gpt-4-0125-preview",
+ // currently is "gpt-4-turbo-2024-04-09"
+ model: "gpt-4-turbo",
});
let tokenCount = 0;
@@ -19,18 +20,25 @@ Settings.callbackManager.on("llm-start", (event) => {
console.log("Token count:", tokenCount);
// https://openai.com/pricing
// $10.00 / 1M tokens
- console.log(`Price: $${(tokenCount / 1_000_000) * 10}`);
+ console.log(`Total Price: $${(tokenCount / 1_000_000) * 10}`);
});
-Settings.callbackManager.on("llm-end", (event) => {
- const { response } = event.detail.payload;
- tokenCount += encoding.encode(extractText(response.message.content)).length;
- console.log("Token count:", tokenCount);
+
+Settings.callbackManager.on("llm-stream", (event) => {
+ const { chunk } = event.detail.payload;
+ const { delta } = chunk;
+ tokenCount += encoding.encode(extractText(delta)).length;
+ if (tokenCount > 20) {
+ // This is just an example, you can set your own limit or handle it differently
+ throw new Error("Token limit exceeded!");
+ }
+});
+Settings.callbackManager.on("llm-end", () => {
// https://openai.com/pricing
// $30.00 / 1M tokens
- console.log(`Price: $${(tokenCount / 1_000_000) * 30}`);
+ console.log(`Total Price: $${(tokenCount / 1_000_000) * 30}`);
});
-const question = "Hello, how are you?";
+const question = "Hello, how are you? Please response about 50 tokens.";
console.log("Question:", question);
void llm
.chat({
diff --git a/packages/core/e2e/fixtures/llm/open_ai.ts b/packages/core/e2e/fixtures/llm/open_ai.ts
index d8ee4661e6bd258fd8de9e778d0090d578d958b4..24dfaee2faf64bdcd01389be2d25c55c583ec13c 100644
--- a/packages/core/e2e/fixtures/llm/open_ai.ts
+++ b/packages/core/e2e/fixtures/llm/open_ai.ts
@@ -52,19 +52,12 @@ export class OpenAI implements LLM {
}
if (llmCompleteMockStorage.llmEventEnd.length > 0) {
- const response =
- llmCompleteMockStorage.llmEventEnd.shift()!["response"];
+ const { id, response } = llmCompleteMockStorage.llmEventEnd.shift()!;
if (params.stream) {
- const content = response.message.content as string;
- // maybe this is not the correct way to split the content, but it's good enough for now
- const tokens = content.split("");
return {
[Symbol.asyncIterator]: async function* () {
- const delta = tokens.shift();
- if (delta) {
- yield {
- delta,
- } as ChatResponseChunk;
+ while (llmCompleteMockStorage.llmEventStream.at(-1)?.id === id) {
+ yield llmCompleteMockStorage.llmEventStream.shift()!["chunk"];
}
},
};
diff --git a/packages/core/e2e/node/snapshot/agent.snap b/packages/core/e2e/node/snapshot/agent.snap
index c6ab517205b6023cd067cd7133ec2c814038ff3d..4571ee4965514b005f6eb5806d6da90d00e4cf93 100644
--- a/packages/core/e2e/node/snapshot/agent.snap
+++ b/packages/core/e2e/node/snapshot/agent.snap
@@ -1,7 +1,7 @@
{
"llmEventStart": [
{
- "id": "88a7035b-b493-4e95-8902-666ede936fb6",
+ "id": "HIDDEN",
"messages": [
{
"content": "What is the weather in San Francisco?",
@@ -10,7 +10,7 @@
]
},
{
- "id": "79c7f739-cc24-4cf8-b605-89a460111da1",
+ "id": "HIDDEN",
"messages": [
{
"content": "What is the weather in San Francisco?",
@@ -22,7 +22,7 @@
"options": {
"toolCalls": [
{
- "id": "call_kIqRf0PiYEa6uIQzI3wYZJkR",
+ "id": "HIDDEN",
"type": "function",
"function": {
"name": "Weather",
@@ -37,7 +37,7 @@
"role": "tool",
"options": {
"name": "Weather",
- "tool_call_id": "call_kIqRf0PiYEa6uIQzI3wYZJkR"
+ "tool_call_id": "HIDDEN"
}
}
]
@@ -45,12 +45,12 @@
],
"llmEventEnd": [
{
- "id": "88a7035b-b493-4e95-8902-666ede936fb6",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CMHEE56nQ0oLqGeOeJuky31TIHZY",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712732596,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -60,7 +60,7 @@
"content": null,
"tool_calls": [
{
- "id": "call_kIqRf0PiYEa6uIQzI3wYZJkR",
+ "id": "HIDDEN",
"type": "function",
"function": {
"name": "Weather",
@@ -78,7 +78,7 @@
"completion_tokens": 15,
"total_tokens": 64
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "",
@@ -86,7 +86,7 @@
"options": {
"toolCalls": [
{
- "id": "call_kIqRf0PiYEa6uIQzI3wYZJkR",
+ "id": "HIDDEN",
"type": "function",
"function": {
"name": "Weather",
@@ -99,12 +99,12 @@
}
},
{
- "id": "79c7f739-cc24-4cf8-b605-89a460111da1",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CMHF8HQai1B6w1BpAd5GAHLKfbkR",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712732597,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -122,7 +122,7 @@
"completion_tokens": 14,
"total_tokens": 92
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "The weather in San Francisco is currently 35 degrees and sunny.",
@@ -131,5 +131,6 @@
}
}
}
- ]
+ ],
+ "llmEventStream": []
}
\ No newline at end of file
diff --git a/packages/core/e2e/node/snapshot/gpt-4-turbo.snap b/packages/core/e2e/node/snapshot/gpt-4-turbo.snap
index 8a93f3d8d19e25bdc50a1af353726246920f17b3..960c40f77176da8f254f268db6fb126033088e4b 100644
--- a/packages/core/e2e/node/snapshot/gpt-4-turbo.snap
+++ b/packages/core/e2e/node/snapshot/gpt-4-turbo.snap
@@ -1,7 +1,7 @@
{
"llmEventStart": [
{
- "id": "3c5024e0-df1d-4a29-b491-9712324bd520",
+ "id": "HIDDEN",
"messages": [
{
"content": "What is the weather in San Jose?",
@@ -10,7 +10,7 @@
]
},
{
- "id": "860b61c3-3c3a-4301-8200-9d6c0668cae5",
+ "id": "HIDDEN",
"messages": [
{
"content": "What is the weather in San Jose?",
@@ -22,7 +22,7 @@
"options": {
"toolCalls": [
{
- "id": "call_wlpohl1FXSCU9vV2CsjTPSWE",
+ "id": "HIDDEN",
"type": "function",
"function": {
"name": "Weather",
@@ -37,7 +37,7 @@
"role": "tool",
"options": {
"name": "Weather",
- "tool_call_id": "call_wlpohl1FXSCU9vV2CsjTPSWE"
+ "tool_call_id": "HIDDEN"
}
}
]
@@ -45,12 +45,12 @@
],
"llmEventEnd": [
{
- "id": "3c5024e0-df1d-4a29-b491-9712324bd520",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CQt20hfgKNlrbsbu47j40GzHzFUJ",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712750316,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -60,7 +60,7 @@
"content": null,
"tool_calls": [
{
- "id": "call_wlpohl1FXSCU9vV2CsjTPSWE",
+ "id": "HIDDEN",
"type": "function",
"function": {
"name": "Weather",
@@ -78,7 +78,7 @@
"completion_tokens": 15,
"total_tokens": 64
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "",
@@ -86,7 +86,7 @@
"options": {
"toolCalls": [
{
- "id": "call_wlpohl1FXSCU9vV2CsjTPSWE",
+ "id": "HIDDEN",
"type": "function",
"function": {
"name": "Weather",
@@ -99,12 +99,12 @@
}
},
{
- "id": "860b61c3-3c3a-4301-8200-9d6c0668cae5",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CQt2PPpt5qL8wl3lipBYJXLZXeQi",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712750316,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -122,7 +122,7 @@
"completion_tokens": 14,
"total_tokens": 92
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "The weather in San Jose is currently 45 degrees and sunny.",
@@ -131,5 +131,6 @@
}
}
}
- ]
+ ],
+ "llmEventStream": []
}
\ No newline at end of file
diff --git a/packages/core/e2e/node/snapshot/llm.snap b/packages/core/e2e/node/snapshot/llm.snap
index 6074f1524fe5a188f5cb705dbf1af1d21daa5cc2..4fb4a33ba4898ecb9dca2f305c29bd262f339384 100644
--- a/packages/core/e2e/node/snapshot/llm.snap
+++ b/packages/core/e2e/node/snapshot/llm.snap
@@ -1,7 +1,7 @@
{
"llmEventStart": [
{
- "id": "68846dc5-d099-4ab1-b987-3eb5376c9859",
+ "id": "HIDDEN",
"messages": [
{
"content": "Hello",
@@ -10,7 +10,7 @@
]
},
{
- "id": "de46b84e-7345-430f-b8fa-423354b630c9",
+ "id": "HIDDEN",
"messages": [
{
"content": "hello",
@@ -21,12 +21,12 @@
],
"llmEventEnd": [
{
- "id": "68846dc5-d099-4ab1-b987-3eb5376c9859",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CMHDMY3CO1uI6P3JfJMNg94dhrbN",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712732595,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -44,7 +44,7 @@
"completion_tokens": 9,
"total_tokens": 17
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "Hello! How can I assist you today?",
@@ -54,9 +54,199 @@
}
},
{
- "id": "de46b84e-7345-430f-b8fa-423354b630c9",
+ "id": "HIDDEN",
"response": {
- "raw": null,
+ "raw": [
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": "Hello"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": "Hello"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": "!"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": "!"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " How"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " How"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " can"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " can"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " I"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " I"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " assist"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " assist"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " you"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " you"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " today"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " today"
+ },
+ {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": "?"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": "?"
+ }
+ ],
"message": {
"content": "Hello! How can I assist you today?",
"role": "assistant",
@@ -64,5 +254,223 @@
}
}
}
+ ],
+ "llmEventStream": [
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": "Hello"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": "Hello"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": "!"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": "!"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " How"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " How"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " can"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " can"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " I"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " I"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " assist"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " assist"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " you"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " you"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": " today"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": " today"
+ }
+ },
+ {
+ "id": "HIDDEN",
+ "chunk": {
+ "raw": {
+ "id": "HIDDEN",
+ "object": "chat.completion.chunk",
+ "created": 114514,
+ "model": "gpt-3.5-turbo-0125",
+ "system_fingerprint": "HIDDEN",
+ "choices": [
+ {
+ "index": 0,
+ "delta": {
+ "content": "?"
+ },
+ "logprobs": null,
+ "finish_reason": null
+ }
+ ]
+ },
+ "options": {},
+ "delta": "?"
+ }
+ }
]
}
\ No newline at end of file
diff --git a/packages/core/e2e/node/snapshot/queryEngine_subquestion.snap b/packages/core/e2e/node/snapshot/queryEngine_subquestion.snap
index 9f4549f407310a8ace1588a765d8bdf4908b3846..4b86f5604a8df4f052f1498202a8af76d0807b3a 100644
--- a/packages/core/e2e/node/snapshot/queryEngine_subquestion.snap
+++ b/packages/core/e2e/node/snapshot/queryEngine_subquestion.snap
@@ -1,7 +1,7 @@
{
"llmEventStart": [
{
- "id": "6542b9be-50e9-4bd6-9e8b-94088c0d0a43",
+ "id": "HIDDEN",
"messages": [
{
"content": "Given a user question, and a list of tools, output a list of relevant sub-questions that when composed can help answer the full user question:\n\n# Example 1\n<Tools>\n```json\n{\n \"uber_10k\": \"Provides information about Uber financials for year 2021\",\n \"lyft_10k\": \"Provides information about Lyft financials for year 2021\"\n}\n```\n\n<User Question>\nCompare and contrast the revenue growth and EBITDA of Uber and Lyft for year 2021\n\n<Output>\n```json\n[\n {\n \"subQuestion\": \"What is the revenue growth of Uber\",\n \"toolName\": \"uber_10k\"\n },\n {\n \"subQuestion\": \"What is the EBITDA of Uber\",\n \"toolName\": \"uber_10k\"\n },\n {\n \"subQuestion\": \"What is the revenue growth of Lyft\",\n \"toolName\": \"lyft_10k\"\n },\n {\n \"subQuestion\": \"What is the EBITDA of Lyft\",\n \"toolName\": \"lyft_10k\"\n }\n]\n```\n\n# Example 2\n<Tools>\n```json\n{\n \"bill_gates_idea\": \"Get what Bill Gates idea from.\"\n}\n```\n\n<User Question>\nWhat did Bill Gates steal from?\n\n<Output>\n",
@@ -10,7 +10,7 @@
]
},
{
- "id": "8e61829a-f816-47d5-95d5-fc93ff479085",
+ "id": "HIDDEN",
"messages": [
{
"content": "Context information is below.\n---------------------\nBill Gates stole from Apple. Steve Jobs stole from Xerox.\n---------------------\nGiven the context information and not prior knowledge, answer the query.\nQuery: What is Bill Gates' idea\nAnswer:",
@@ -19,7 +19,7 @@
]
},
{
- "id": "c4b73220-3108-4951-8280-2c6429247f7c",
+ "id": "HIDDEN",
"messages": [
{
"content": "Context information is below.\n---------------------\nSub question: What is Bill Gates' idea\nResponse: Bill Gates' idea was to steal from Apple.\n---------------------\nGiven the context information and not prior knowledge, answer the query.\nQuery: What did Bill Gates steal from?\nAnswer:",
@@ -30,12 +30,12 @@
],
"llmEventEnd": [
{
- "id": "6542b9be-50e9-4bd6-9e8b-94088c0d0a43",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CMHF9kjM55jAPKnPfZ7Yj6nOZJNf",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712732597,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -53,7 +53,7 @@
"completion_tokens": 35,
"total_tokens": 325
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "```json\n[\n {\n \"subQuestion\": \"What is Bill Gates' idea\",\n \"toolName\": \"bill_gates_idea\"\n }\n]\n```",
@@ -63,12 +63,12 @@
}
},
{
- "id": "8e61829a-f816-47d5-95d5-fc93ff479085",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CMHGHagthzFopnyqU5uPFDNx1fnw",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712732598,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -86,7 +86,7 @@
"completion_tokens": 10,
"total_tokens": 63
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "Bill Gates' idea was to steal from Apple.",
@@ -96,12 +96,12 @@
}
},
{
- "id": "c4b73220-3108-4951-8280-2c6429247f7c",
+ "id": "HIDDEN",
"response": {
"raw": {
- "id": "chatcmpl-9CMHHL7EUvMjm1jTKZIThu76XNAiN",
+ "id": "HIDDEN",
"object": "chat.completion",
- "created": 1712732599,
+ "created": 114514,
"model": "gpt-3.5-turbo-0125",
"choices": [
{
@@ -119,7 +119,7 @@
"completion_tokens": 6,
"total_tokens": 68
},
- "system_fingerprint": "fp_b28b39ffa8"
+ "system_fingerprint": "HIDDEN"
},
"message": {
"content": "Bill Gates stole from Apple.",
@@ -128,5 +128,6 @@
}
}
}
- ]
+ ],
+ "llmEventStream": []
}
\ No newline at end of file
diff --git a/packages/core/e2e/node/utils.ts b/packages/core/e2e/node/utils.ts
index 260e86e6b5ef381e641a5c39e92da163cf58e5ba..352b8bdd619da7390ccac65cf2b6df3831506c14 100644
--- a/packages/core/e2e/node/utils.ts
+++ b/packages/core/e2e/node/utils.ts
@@ -1,4 +1,9 @@
-import { Settings, type LLMEndEvent, type LLMStartEvent } from "llamaindex";
+import {
+ Settings,
+ type LLMEndEvent,
+ type LLMStartEvent,
+ type LLMStreamEvent,
+} from "llamaindex";
import { readFile, writeFile } from "node:fs/promises";
import { join } from "node:path";
import { type test } from "node:test";
@@ -7,11 +12,13 @@ import { fileURLToPath } from "node:url";
type MockStorage = {
llmEventStart: LLMStartEvent["detail"]["payload"][];
llmEventEnd: LLMEndEvent["detail"]["payload"][];
+ llmEventStream: LLMStreamEvent["detail"]["payload"][];
};
export const llmCompleteMockStorage: MockStorage = {
llmEventStart: [],
llmEventEnd: [],
+ llmEventStream: [],
};
export const testRootDir = fileURLToPath(new URL(".", import.meta.url));
@@ -23,6 +30,7 @@ export async function mockLLMEvent(
const newLLMCompleteMockStorage: MockStorage = {
llmEventStart: [],
llmEventEnd: [],
+ llmEventStream: [],
};
function captureLLMStart(event: LLMStartEvent) {
@@ -33,6 +41,10 @@ export async function mockLLMEvent(
newLLMCompleteMockStorage.llmEventEnd.push(event.detail.payload);
}
+ function captureLLMStream(event: LLMStreamEvent) {
+ newLLMCompleteMockStorage.llmEventStream.push(event.detail.payload);
+ }
+
await readFile(join(testRootDir, "snapshot", `${snapshotName}.snap`), {
encoding: "utf-8",
})
@@ -44,6 +56,9 @@ export async function mockLLMEvent(
result["llmEventStart"].forEach((event) => {
llmCompleteMockStorage.llmEventStart.push(event);
});
+ result["llmEventStream"].forEach((event) => {
+ llmCompleteMockStorage.llmEventStream.push(event);
+ });
})
.catch((error) => {
if (error.code === "ENOENT") {
@@ -53,15 +68,25 @@ export async function mockLLMEvent(
});
Settings.callbackManager.on("llm-start", captureLLMStart);
Settings.callbackManager.on("llm-end", captureLLMEnd);
+ Settings.callbackManager.on("llm-stream", captureLLMStream);
t.after(async () => {
+ Settings.callbackManager.off("llm-stream", captureLLMStream);
Settings.callbackManager.off("llm-end", captureLLMEnd);
Settings.callbackManager.off("llm-start", captureLLMStart);
// eslint-disable-next-line turbo/no-undeclared-env-vars
if (process.env.UPDATE_SNAPSHOT === "1") {
+ const data = JSON.stringify(newLLMCompleteMockStorage, null, 2)
+ .replace(/"id": ".*"/g, `"id": "HIDDEN"`)
+ .replace(/"created": \d+/g, `"created": 114514`)
+ .replace(
+ /"system_fingerprint": ".*"/g,
+ '"system_fingerprint": "HIDDEN"',
+ )
+ .replace(/"tool_call_id": ".*"/g, '"tool_call_id": "HIDDEN"');
await writeFile(
join(testRootDir, "snapshot", `${snapshotName}.snap`),
- JSON.stringify(newLLMCompleteMockStorage, null, 2),
+ data,
);
return;
}
@@ -79,10 +104,20 @@ export async function mockLLMEvent(
"New LLMStartEvent does not match, please update snapshot",
);
}
+
+ if (
+ newLLMCompleteMockStorage.llmEventStream.length !==
+ llmCompleteMockStorage.llmEventStream.length
+ ) {
+ throw new Error(
+ "New LLMStreamEvent does not match, please update snapshot",
+ );
+ }
});
// cleanup
t.after(() => {
llmCompleteMockStorage.llmEventEnd = [];
llmCompleteMockStorage.llmEventStart = [];
+ llmCompleteMockStorage.llmEventStream = [];
});
}
diff --git a/packages/core/src/callbacks/CallbackManager.ts b/packages/core/src/callbacks/CallbackManager.ts
index f79f972fba4c36dc40f7e2d09688276adae5edba..d596615acb39ab54831885d33a00627fa65ea272 100644
--- a/packages/core/src/callbacks/CallbackManager.ts
+++ b/packages/core/src/callbacks/CallbackManager.ts
@@ -5,7 +5,11 @@ import {
EventCaller,
getEventCaller,
} from "../internal/context/EventCaller.js";
-import type { LLMEndEvent, LLMStartEvent } from "../llm/types.js";
+import type {
+ LLMEndEvent,
+ LLMStartEvent,
+ LLMStreamEvent,
+} from "../llm/types.js";
export class LlamaIndexCustomEvent<T = any> extends CustomEvent<T> {
reason: EventCaller | null;
@@ -44,6 +48,7 @@ export interface LlamaIndexEventMaps {
stream: CustomEvent<StreamCallbackResponse>;
"llm-start": LLMStartEvent;
"llm-end": LLMEndEvent;
+ "llm-stream": LLMStreamEvent;
}
//#region @deprecated remove in the next major version
diff --git a/packages/core/src/llm/LLM.ts b/packages/core/src/llm/LLM.ts
index 7c8ff98d7238879e184964cb7652f92595278227..dc37d3718a436986cfb0336127ee6801ca2e3dd9 100644
--- a/packages/core/src/llm/LLM.ts
+++ b/packages/core/src/llm/LLM.ts
@@ -366,7 +366,7 @@ export class Portkey extends BaseLLM {
idx_counter++;
- yield { delta: part.choices[0].delta?.content ?? "" };
+ yield { raw: part, delta: part.choices[0].delta?.content ?? "" };
}
return;
}
diff --git a/packages/core/src/llm/anthropic.ts b/packages/core/src/llm/anthropic.ts
index 9c471eebe24170e51a9aa7d6c593500cc4db58f5..364525d7a4d62b8c0cea5009fc158256aa44d1a6 100644
--- a/packages/core/src/llm/anthropic.ts
+++ b/packages/core/src/llm/anthropic.ts
@@ -212,7 +212,10 @@ export class Anthropic extends BaseLLM {
if (typeof content !== "string") continue;
idx_counter++;
- yield { delta: content };
+ yield {
+ raw: part,
+ delta: content,
+ };
}
return;
}
diff --git a/packages/core/src/llm/mistral.ts b/packages/core/src/llm/mistral.ts
index 28a11ab41c202859b9029333285ca04e87f47975..d933327b5ae6cabb02a5aaa991e38c2d432623ea 100644
--- a/packages/core/src/llm/mistral.ts
+++ b/packages/core/src/llm/mistral.ts
@@ -137,6 +137,7 @@ export class MistralAI extends BaseLLM {
idx_counter++;
yield {
+ raw: part,
delta: part.choices[0].delta.content ?? "",
};
}
diff --git a/packages/core/src/llm/ollama.ts b/packages/core/src/llm/ollama.ts
index 85e475cf27f90112f93108fa9303cbffea5d3582..c7b132bc80ffe865850637162346363ae11f3c1e 100644
--- a/packages/core/src/llm/ollama.ts
+++ b/packages/core/src/llm/ollama.ts
@@ -14,6 +14,7 @@ import type {
const messageAccessor = (data: any): ChatResponseChunk => {
return {
+ raw: data,
delta: data.message.content,
};
};
diff --git a/packages/core/src/llm/open_ai.ts b/packages/core/src/llm/open_ai.ts
index 6d6db4eb58f1f43c178fdc3f166fa3b3749b9bb3..6279f924ec33757bf513a5d6e77e0348d144a3ad 100644
--- a/packages/core/src/llm/open_ai.ts
+++ b/packages/core/src/llm/open_ai.ts
@@ -404,6 +404,7 @@ export class OpenAI extends BaseLLM<
});
yield {
+ raw: part,
// add tool calls to final chunk
options: toolCalls.length > 0 ? { toolCalls: toolCalls } : {},
delta: choice.delta.content ?? "",
diff --git a/packages/core/src/llm/types.ts b/packages/core/src/llm/types.ts
index 1b27b130921e0778a96184a4b83ca7a4ea4616d6..bbe8aa8e061b222e0b88e071a11367d7d11cb641 100644
--- a/packages/core/src/llm/types.ts
+++ b/packages/core/src/llm/types.ts
@@ -22,6 +22,13 @@ export type LLMEndEvent = LLMBaseEvent<
response: ChatResponse;
}
>;
+export type LLMStreamEvent = LLMBaseEvent<
+ "llm-stream",
+ {
+ id: UUID;
+ chunk: ChatResponseChunk;
+ }
+>;
/**
* @internal
@@ -127,7 +134,7 @@ export interface ChatResponse<
/**
* Raw response from the LLM
*
- * It's possible that this is `null` if the LLM response an iterable of chunks
+ * If LLM response an iterable of chunks, this will be an array of those chunks
*/
raw: object | null;
}
@@ -140,10 +147,12 @@ export type ChatResponseChunk<
> =
AdditionalMessageOptions extends Record<string, unknown>
? {
+ raw: object | null;
delta: string;
options?: AdditionalMessageOptions;
}
: {
+ raw: object | null;
delta: string;
options: AdditionalMessageOptions;
};
diff --git a/packages/core/src/llm/utils.ts b/packages/core/src/llm/utils.ts
index b37cc05daebde88b20b4f60994b0f5afedf85b6a..44f256cbc6bfa84a5ab2714b539f7c73b8fc565a 100644
--- a/packages/core/src/llm/utils.ts
+++ b/packages/core/src/llm/utils.ts
@@ -2,6 +2,7 @@ import { AsyncLocalStorage, randomUUID } from "@llamaindex/env";
import { getCallbackManager } from "../internal/settings/CallbackManager.js";
import type {
ChatResponse,
+ ChatResponseChunk,
LLM,
LLMChat,
MessageContent,
@@ -83,14 +84,14 @@ export function wrapLLMEvent(
[Symbol.asyncIterator]: response[Symbol.asyncIterator].bind(response),
};
response[Symbol.asyncIterator] = async function* () {
- const finalResponse: ChatResponse = {
- raw: null,
+ const finalResponse = {
+ raw: [] as ChatResponseChunk[],
message: {
content: "",
role: "assistant",
options: {},
},
- };
+ } satisfies ChatResponse;
let firstOne = false;
for await (const chunk of originalAsyncIterator) {
if (!firstOne) {
@@ -105,6 +106,13 @@ export function wrapLLMEvent(
...chunk.options,
};
}
+ getCallbackManager().dispatchEvent("llm-stream", {
+ payload: {
+ id,
+ chunk,
+ },
+ });
+ finalResponse.raw.push(chunk);
yield chunk;
}
snapshot(() => {
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index d64e6b9d41e3247008e2d1d4ca3ed30a63211787..1a020a65c17db6deb517c5079761a754c0eac71f 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -149,6 +149,9 @@ importers:
ts-node:
specifier: ^10.9.2
version: 10.9.2(@types/node@18.19.31)(typescript@5.4.4)
+ tsx:
+ specifier: ^4.7.2
+ version: 4.7.2
typescript:
specifier: ^5.4.4
version: 5.4.4