First add

composite_demo/README_en.md

+# GLM-4-9B Web Demo
+
+![Demo webpage](assets/demo.png)
+
+## Installation
+
+We recommend using [Conda](https://docs.conda.io/en/latest/) for environment management.
+
+Execute the following commands to create a conda environment and install the required dependencies:
+
+```bash
+conda create -n glm-4-demo python=3.12
+conda activate glm-4-demo
+pip install -r requirements.txt
+```
+
+Please note that this project requires Python 3.10 or higher.
+In addition, you need to install the Jupyter kernel to use the Code Interpreter:
+
+```bash
+ipython kernel install --name glm-4-demo --user
+```
+
+You can modify `~/.local/share/jupyter/kernels/glm-4-demo/kernel.json` to change the configuration of the Jupyter
+kernel, including the kernel startup parameters. For example, if you want to use Matplotlib to draw when using the
+Python code execution capability of All Tools, you can add `"--matplotlib=inline"` to the `argv` array.
+
+To use the browser and search functions, you also need to start the browser backend. First, install Node.js according to
+the instructions on the [Node.js](https://nodejs.org/en/download/package-manager)
+official website, then install the package manager [PNPM](https://pnpm.io) and then install the browser service
+dependencies:
+
+```bash
+cd browser
+npm install -g pnpm
+pnpm install
+```
+
+## Run
+
+1. Modify `BING_SEARCH_API_KEY` in `browser/src/config.ts` to configure the Bing Search API Key that the browser service
+   needs to use:
+
+```diff
+--- a/browser/src/config.ts
++++ b/browser/src/config.ts
+@@ -3,7 +3,7 @@ export default {
+
+BROWSER_TIMEOUT: 10000,
+BING_SEARCH_API_URL: 'https://api.bing.microsoft.com/v7.0',
+- BING_SEARCH_API_KEY: '',
++ BING_SEARCH_API_KEY: '<PUT_YOUR_BING_SEARCH_KEY_HERE>',
+
+HOST: 'localhost',
+PORT: 3000,
+```
+
+2. The Wenshengtu function needs to call the CogView API. Modify `src/tools/config.py`
+   , provide the [Zhipu AI Open Platform](https://open.bigmodel.cn) API Key required for the Wenshengtu function:
+
+```diff
+--- a/src/tools/config.py
++++ b/src/tools/config.py
+@@ -2,5 +2,5 @@ BROWSER_SERVER_URL = 'http://localhost:3000'
+
+IPYKERNEL = 'glm4-demo'
+
+-ZHIPU_AI_KEY = ''
++ZHIPU_AI_KEY = '<PUT_YOUR_ZHIPU_AI_KEY_HERE>'
+COGVIEW_MODEL = 'cogview-3'
+```
+
+3. Start the browser backend in a separate shell:
+
+```bash
+cd browser
+pnpm start
+```
+
+4. Run the following commands to load the model locally and start the demo:
+
+```bash
+streamlit run src/main.py
+```
+
+Then you can see the demo address from the command line and click it to access it. The first access requires downloading
+and loading the model, which may take some time.
+
+If you have downloaded the model locally, you can specify to load the model from the local
+by `export *_MODEL_PATH=/path/to/model`. The models that can be specified include:
+
+- `CHAT_MODEL_PATH`: used for All Tools mode and document interpretation mode, the default is `THUDM/glm-4-9b-chat`.
+
+- `VLM_MODEL_PATH`: used for VLM mode, the default is `THUDM/glm-4v-9b`.
+
+The Chat model supports reasoning using [vLLM](https://github.com/vllm-project/vllm). To use it, please install vLLM and
+set the environment variable `USE_VLLM=1`.
+
+If you need to customize the Jupyter kernel, you can specify it by `export IPYKERNEL=<kernel_name>`.
+
+## Usage
+
+GLM4 Demo has three modes:
+
+- All Tools mode
+- VLM mode
+- Text interpretation mode
+
+### All Tools mode
+
+You can enhance the model's capabilities by registering new tools in `tool_registry.py`. Just use `@register_tool`
+decorated function to complete the registration. For tool declarations, the function name is the name of the tool, and
+the function docstring
+is the description of the tool; for tool parameters, use `Annotated[typ: type, description: str, required: bool]` to
+annotate the parameter type, description, and whether it is required.
+
+For example, the registration of the `get_weather` tool is as follows:
+
+```python
+@register_tool
+def get_weather(
+        city_name: Annotated[str, 'The name of the city to be queried', True],
+) -> str:
+
+
+    """
+    Get the weather for `city_name` in the following week
+    """
+...
+```
+
+This mode is compatible with the tool registration process of ChatGLM3-6B.
+
++ Code capability, drawing capability, and networking capability have been automatically integrated. Users only need to
+  configure the corresponding Key as required.
++ System prompt words are not supported in this mode. The model will automatically build prompt words.
+
+## Text interpretation mode
+
+Users can upload documents and use the long text capability of GLM-4-9B to understand the text. It can parse pptx, docx,
+pdf and other files.
+
++ Tool calls and system prompt words are not supported in this mode.
++ If the text is very long, the model may require a high amount of video memory. Please confirm your hardware
+  configuration.
+
+## Image Understanding Mode
+
+Users can upload images and use the image understanding capabilities of GLM-4-9B to understand the images.
+
++ This mode must use the glm-4v-9b model.
++ Tool calls and system prompts are not supported in this mode.
++ The model can only understand and communicate with one image. If you need to change the image, you need to open a new
+  conversation.
++ The supported image resolution is 1120 x 1120

composite_demo/browser/.gitignore

+# Created by https://www.toptal.com/developers/gitignore/api/node
+# Edit at https://www.toptal.com/developers/gitignore?templates=node
+
+### Node ###
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+.pnpm-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+*.lcov
+
+# nyc test coverage
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+bower_components
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+web_modules/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+.npm
+
+# Optional eslint cache
+.eslintcache
+
+# Optional stylelint cache
+.stylelintcache
+
+# Microbundle cache
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variable files
+.env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+.parcel-cache
+
+# Next.js build output
+.next
+out
+
+# Nuxt.js build / generate output
+.nuxt
+dist
+
+# Gatsby files
+.cache/
+# Comment in the public line in if your project uses Gatsby and not Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+.temp
+
+# Docusaurus cache and generated files
+.docusaurus
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+.vscode-test
+
+# yarn v2
+.yarn/cache
+.yarn/unplugged
+.yarn/build-state.yml
+.yarn/install-state.gz
+.pnp.*
+
+### Node Patch ###
+# Serverless Webpack directories
+.webpack/
+
+# Optional stylelint cache
+
+# SvelteKit build / generate output
+.svelte-kit
+
+# End of https://www.toptal.com/developers/gitignore/api/node
\ No newline at end of file

composite_demo/browser/package-lock.json

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composite_demo/browser/package.json

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+    "ts-node": "^10.9.2"
+  }
+}

composite_demo/browser/pnpm-lock.yaml

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+      encodeurl: 1.0.2
+      escape-html: 1.0.3
+      parseurl: 1.3.3
+      send: 0.18.0
+    transitivePeerDependencies:
+      - supports-color
+
+  set-function-length@1.2.1:
+    dependencies:
+      define-data-property: 1.1.4
+      es-errors: 1.3.0
+      function-bind: 1.1.2
+      get-intrinsic: 1.2.4
+      gopd: 1.0.1
+      has-property-descriptors: 1.0.2
+
+  setprototypeof@1.2.0: {}
+
+  side-channel@1.0.6:
+    dependencies:
+      call-bind: 1.0.7
+      es-errors: 1.3.0
+      get-intrinsic: 1.2.4
+      object-inspect: 1.13.1
+
+  simple-swizzle@0.2.2:
+    dependencies:
+      is-arrayish: 0.3.2
+
+  simple-update-notifier@2.0.0:
+    dependencies:
+      semver: 7.6.0
+
+  stack-trace@0.0.10: {}
+
+  statuses@2.0.1: {}
+
+  string_decoder@1.3.0:
+    dependencies:
+      safe-buffer: 5.2.1
+
+  supports-color@5.5.0:
+    dependencies:
+      has-flag: 3.0.0
+
+  symbol-tree@3.2.4: {}
+
+  text-hex@1.0.0: {}
+
+  to-regex-range@5.0.1:
+    dependencies:
+      is-number: 7.0.0
+
+  toidentifier@1.0.1: {}
+
+  touch@3.1.0:
+    dependencies:
+      nopt: 1.0.10
+
+  tough-cookie@4.1.3:
+    dependencies:
+      psl: 1.9.0
+      punycode: 2.3.1
+      universalify: 0.2.0
+      url-parse: 1.5.10
+
+  tr46@5.0.0:
+    dependencies:
+      punycode: 2.3.1
+
+  triple-beam@1.4.1: {}
+
+  ts-node@10.9.2(@types/node@20.11.20)(typescript@5.3.3):
+    dependencies:
+      '@cspotcode/source-map-support': 0.8.1
+      '@tsconfig/node10': 1.0.9
+      '@tsconfig/node12': 1.0.11
+      '@tsconfig/node14': 1.0.3
+      '@tsconfig/node16': 1.0.4
+      '@types/node': 20.11.20
+      acorn: 8.11.3
+      acorn-walk: 8.3.2
+      arg: 4.1.3
+      create-require: 1.1.1
+      diff: 4.0.2
+      make-error: 1.3.6
+      typescript: 5.3.3
+      v8-compile-cache-lib: 3.0.1
+      yn: 3.1.1
+
+  turndown@7.1.2:
+    dependencies:
+      domino: 2.1.6
+
+  type-is@1.6.18:
+    dependencies:
+      media-typer: 0.3.0
+      mime-types: 2.1.35
+
+  typescript@5.3.3: {}
+
+  undefsafe@2.0.5: {}
+
+  undici-types@5.26.5: {}
+
+  universalify@0.2.0: {}
+
+  unpipe@1.0.0: {}
+
+  url-parse@1.5.10:
+    dependencies:
+      querystringify: 2.2.0
+      requires-port: 1.0.0
+
+  util-deprecate@1.0.2: {}
+
+  utils-merge@1.0.1: {}
+
+  v8-compile-cache-lib@3.0.1: {}
+
+  vary@1.1.2: {}
+
+  w3c-xmlserializer@5.0.0:
+    dependencies:
+      xml-name-validator: 5.0.0
+
+  webidl-conversions@7.0.0: {}
+
+  whatwg-encoding@3.1.1:
+    dependencies:
+      iconv-lite: 0.6.3
+
+  whatwg-mimetype@4.0.0: {}
+
+  whatwg-url@14.0.0:
+    dependencies:
+      tr46: 5.0.0
+      webidl-conversions: 7.0.0
+
+  winston-transport@4.7.0:
+    dependencies:
+      logform: 2.6.0
+      readable-stream: 3.6.2
+      triple-beam: 1.4.1
+
+  winston@3.11.0:
+    dependencies:
+      '@colors/colors': 1.6.0
+      '@dabh/diagnostics': 2.0.3
+      async: 3.2.5
+      is-stream: 2.0.1
+      logform: 2.6.0
+      one-time: 1.0.0
+      readable-stream: 3.6.2
+      safe-stable-stringify: 2.4.3
+      stack-trace: 0.0.10
+      triple-beam: 1.4.1
+      winston-transport: 4.7.0
+
+  ws@8.16.0: {}
+
+  xml-name-validator@5.0.0: {}
+
+  xmlchars@2.2.0: {}
+
+  yallist@4.0.0: {}
+
+  yn@3.1.1: {}

composite_demo/browser/src/browser.ts

+import { JSDOM } from 'jsdom';
+import TurndownService from 'turndown';
+
+import config from './config';
+import { Message, ToolObservation } from './types';
+import { logger, withTimeout } from './utils';
+
+// represent a quote from a display
+interface Quote {
+  text: string;
+  metadata: Metadata[];
+}
+
+interface ActionResult {
+  contentType: string;
+  metadataList?: TetherQuoteMetadata[];
+  metadata?: any;
+  roleMetadata: string;
+  message: string;
+}
+
+// represent a piece of metadata to be marked in the final answer
+interface Metadata {
+  type: string;
+  title: string;
+  url: string;
+  lines: string[];
+}
+
+interface TetherQuoteExtra {
+  cited_message_idx: number;
+  evidence_text: string;
+}
+
+interface TetherQuoteMetadata {
+  type: string;
+  title: string;
+  url: string;
+  text: string;
+  pub_date?: string;
+  extra?: TetherQuoteExtra;
+}
+
+interface Citation {
+  citation_format_type: string;
+  start_ix: number;
+  end_ix: number;
+  metadata?: TetherQuoteMetadata;
+  invalid_reason?: string;
+}
+
+interface PageState {
+  aCounter: number;
+  imgCounter: number;
+
+  url: URL;
+  url_string: string;
+  hostname: string;
+  links: string[];
+  links_meta: TetherQuoteMetadata[];
+  lines: string[];
+  line_source: Record<string, Metadata>; // string representation of number interval
+  title?: string;
+}
+
+interface BrowserState {
+  pageStack: PageState[];
+  quoteCounter: number;
+  quotes: Record<string, Quote>;
+}
+
+function removeDenseLinks(document: Document, ratioThreshold: number = 0.5) {
+  // Remove nav elements
+  const navs = document.querySelectorAll('nav');
+  navs.forEach(nav => {
+    if (nav.parentNode) {
+      nav.parentNode.removeChild(nav);
+    }
+  });
+
+  // Query for lists, divs, spans, tables, and paragraphs
+  const elements = document.querySelectorAll('ul, ol, div, span, nav, table, p');
+  elements.forEach(element => {
+    if (element === null) return;
+
+    const children = Array.from(element.childNodes);
+    const links = element.querySelectorAll('a');
+
+    if (children.length <= 1) return;
+
+    const allText = element.textContent ? element.textContent.trim().replace(/\s+/g, '') : '';
+    const linksText = Array.from(links)
+      .map(link => (link.textContent ? link.textContent.trim() : ''))
+      .join('')
+      .replace(/\s+/g, '');
+
+    if (allText.length === 0 || linksText.length === 0) return;
+
+    let ratio = linksText.length / allText.length;
+    if (ratio > ratioThreshold && element.parentNode) {
+      element.parentNode.removeChild(element);
+    }
+  });
+}
+
+abstract class BaseBrowser {
+  public static toolName = 'browser' as const;
+  public description = 'BaseBrowser';
+
+  private turndownService = new TurndownService({
+    headingStyle: 'atx',
+  });
+
+  private state: BrowserState;
+
+  private transform(dom: JSDOM): string {
+    let state = this.lastPageState();
+    state.aCounter = 0;
+    state.imgCounter = 0;
+    state.links = [];
+
+    return this.turndownService.turndown(dom.window.document);
+  }
+
+  private formatPage(state: PageState): string {
+    let formatted_lines = state.lines.join('\n');
+    let formatted_title = state.title ? `TITLE: ${state.title}\n\n` : '';
+    let formatted_range = `\nVisible: 0% - 100%`;
+    let formatted_message = formatted_title + formatted_lines + formatted_range;
+    return formatted_message;
+  }
+
+  private newPageState(): PageState {
+    return {
+      aCounter: 0,
+      imgCounter: 0,
+
+      url: new URL('about:blank'),
+      url_string: 'about:blank',
+      hostname: '',
+      title: '',
+      links: [],
+      links_meta: [],
+      lines: [],
+      line_source: {},
+    };
+  }
+
+  private pushPageState(): PageState {
+    let state = this.newPageState();
+    this.state.pageStack.push(state);
+    return state;
+  }
+
+  private lastPageState(): PageState {
+    if (this.state.pageStack.length === 0) {
+      throw new Error('No page state');
+    }
+    return this.state.pageStack[this.state.pageStack.length - 1];
+  }
+
+  private formatErrorUrl(url: string): string {
+    let TRUNCATION_LIMIT = 80;
+    if (url.length <= TRUNCATION_LIMIT) {
+      return url;
+    }
+    return url.slice(0, TRUNCATION_LIMIT) + `... (URL truncated at ${TRUNCATION_LIMIT} chars)`;
+  }
+
+  protected functions = {
+    search: async (query: string, recency_days: number = -1) => {
+      logger.debug(`Searching for: ${query}`);
+      const search = new URLSearchParams({ q: query });
+      recency_days > 0 && search.append('recency_days', recency_days.toString());
+      return withTimeout(
+        config.BROWSER_TIMEOUT,
+        fetch(`${config.BING_SEARCH_API_URL}/search?${search.toString()}`, {
+          headers: {
+            'Ocp-Apim-Subscription-Key': config.BING_SEARCH_API_KEY,
+          }
+        }).then(
+          res =>
+            res.json() as Promise<{
+              queryContext: {
+                originalQuery: string;
+              };
+              webPages: {
+                webSearchUrl: string;
+                totalEstimatedMatches: number;
+                value: {
+                  id: string;
+                  name: string;
+                  url: string;
+                  datePublished: string; // 2018-05-18T08:00:00.0000000
+                  datePublishedDisplayText: string;
+                  isFamilyFriendly: boolean;
+                  displayUrl: string;
+                  snippet: string;
+                  dateLastCrawled: string;
+                  cachedPageUrl: string;
+                  language: string;
+                  isNavigational: boolean;
+                }[];
+              };
+              rankingResponse: {
+                mainline: {
+                  items: {
+                    answerType: 'WebPages';
+                    resultIndex: number;
+                    value: {
+                      id: string;
+                    };
+                  }[];
+                };
+              };
+            }>,
+        ),
+      )
+        .then(async ({ value: res }) => {
+          try {
+            let state = this.pushPageState();
+            let metadataList: TetherQuoteMetadata[] = [];
+            for (const [i, entry] of res.webPages.value.entries()) {
+              const url = new URL(entry.url);
+              const hostname = url.hostname;
+              state.lines.push(` # 【${i}†${entry.name}†${hostname}】`);
+              state.lines.push(entry.snippet);
+              const quoteMetadata: Metadata = {
+                type: 'webpage',
+                title: entry.name,
+                url: entry.url,
+                lines: state.lines.slice(2 * i, 2 * i + 2),
+              };
+              state.line_source[`${2 * i}-${2 * i + 1}`] = quoteMetadata;
+              state.links[i] = entry.url;
+
+              const returnMetadata: TetherQuoteMetadata = {
+                type: quoteMetadata.type,
+                title: quoteMetadata.title,
+                url: quoteMetadata.url,
+                text: state.lines[2 * i + 1], // only content, not link
+                pub_date: entry.datePublished,
+              };
+              metadataList.push(returnMetadata);
+            }
+            const returnContentType = 'browser_result';
+            return {
+              contentType: returnContentType,
+              roleMetadata: returnContentType,
+              message: this.formatPage(state),
+              metadataList,
+            };
+          } catch (err) {
+            throw new Error(`parse error: ${err}`);
+          }
+        })
+        .catch(err => {
+          logger.error(err.message);
+          if (err.code === 'ECONNABORTED') {
+            throw new Error(`Timeout while executing search for: ${query}`);
+          }
+          throw new Error(`Network or server error occurred`);
+        });
+    },
+    open_url: (url: string) => {
+      logger.debug(`Opening ${url}`);
+
+      return withTimeout(
+        config.BROWSER_TIMEOUT,
+        fetch(url).then(res => res.text()),
+      )
+        .then(async ({ value: res, time }) => {
+          try {
+            const state = this.pushPageState();
+            state.url = new URL(url);
+            state.url_string = url;
+            state.hostname = state.url.hostname;
+
+            const html = res;
+            const dom = new JSDOM(html);
+            const title = dom.window.document.title;
+            const markdown = this.transform(dom);
+
+            state.title = title;
+
+            // Remove first line, because it will be served as the title
+            const lines = markdown.split('\n');
+            lines.shift();
+            // Remove consequent empty lines
+            let i = 0;
+            while (i < lines.length - 1) {
+              if (lines[i].trim() === '' && lines[i + 1].trim() === '') {
+                lines.splice(i, 1);
+              } else {
+                i++;
+              }
+            }
+
+            let page = lines.join('\n');
+
+            // The first line feed is not a typo
+            let text_result = `\nURL: ${url}\n${page}`;
+            state.lines = text_result.split('\n');
+
+            // all lines has only one source
+            state.line_source = {};
+            state.line_source[`0-${state.lines.length - 1}`] = {
+              type: 'webpage',
+              title: title,
+              url: url,
+              lines: state.lines,
+            };
+
+            let message = this.formatPage(state);
+
+            const returnContentType = 'browser_result';
+            return {
+              contentType: returnContentType,
+              roleMetadata: returnContentType,
+              message,
+              metadataList: state.links_meta,
+            };
+          } catch (err) {
+            throw new Error(`parse error: ${err}`);
+          }
+        })
+        .catch(err => {
+          logger.error(err.message);
+          if (err.code === 'ECONNABORTED') {
+            throw new Error(`Timeout while loading page w/ URL: ${url}`);
+          }
+          throw new Error(`Failed to load page w/ URL: ${url}`);
+        });
+    },
+    mclick: (ids: number[]) => {
+      logger.info('Entering mclick', ids);
+      let promises: Promise<ActionResult>[] = [];
+      let state = this.lastPageState();
+      for (let id of ids) {
+        if (isNaN(id) || id >= state.links.length) {
+          promises.push(
+            Promise.reject(
+              new Error(
+                `recorded='click(${id})' temporary=None permanent=None new_state=None final=None success=False feedback='Error parsing ID ${id}' metadata={}`,
+              ),
+            ),
+          );
+          continue;
+        }
+
+        let url: string;
+        try {
+          url = new URL(state.links[id], state.url).href;
+        } catch (err) {
+          logger.error(`Failed in getting ${state.links[id]}, ${state.url}`);
+          promises.push(
+            Promise.reject(
+              new Error(
+                `recorded='click(${id})' temporary=None permanent='${err}' new_state=None final=None success=False feedback='Error parsing URL for ID ${id}' metadata={}`,
+              ),
+            ),
+          );
+          continue;
+        }
+
+        const quoteIndex = this.state.quoteCounter++; // ascending in final results
+        promises.push(
+          withTimeout(
+            config.BROWSER_TIMEOUT,
+            fetch(url).then(res => res.text()),
+          )
+            .then(({ value: res, time }) => {
+              let state = this.newPageState();
+              state.url = new URL(url);
+              state.hostname = state.url.hostname;
+
+              try {
+                const html = res;
+                const dom = new JSDOM(html);
+                const title = dom.window.document.title;
+                state.title = title;
+                removeDenseLinks(dom.window.document);
+                let quoteText = this.transform(dom);
+                // remove consecutive newline
+                quoteText = quoteText.replace(/[\r\n]+/g, '\n');
+                const quoteLines = quoteText.split('\n');
+                state.lines = quoteLines;
+                const metadata = {
+                  type: 'webpage',
+                  title: title,
+                  url: url,
+                  lines: quoteLines,
+                };
+                const quoteMetadata = {
+                  type: 'webpage',
+                  title: title,
+                  url: url,
+                  text: quoteText,
+                };
+                state.line_source = {};
+                state.line_source[`0-${state.lines.length - 1}`] = metadata;
+                this.state.quotes[quoteIndex.toString()] = {
+                  text: quoteText,
+                  metadata: [metadata],
+                };
+
+                const returnContentType = 'quote_result';
+                return {
+                  contentType: returnContentType,
+                  roleMetadata: `${returnContentType} [${quoteIndex}†source]`,
+                  message: quoteText,
+                  metadataList: [quoteMetadata],
+                  metadata: {
+                    url,
+                  },
+                };
+              } catch (err) {
+                throw new Error(`parse error: ${err}`);
+              }
+            })
+            .catch(err => {
+              logger.error(err.message);
+              if (err.code === 'ECONNABORTED') {
+                throw new Error(`Timeout while loading page w/ URL: ${this.formatErrorUrl(url)}`);
+              }
+              throw new Error(`Failed to load page w/ URL: ${this.formatErrorUrl(url)}`);
+            })
+            .catch(err => {
+              // format error message
+              const returnContentType = 'system_error';
+              throw {
+                contentType: returnContentType,
+                roleMetadata: returnContentType,
+                message: `recorded='click(${id})' temporary=None permanent='${
+                  err.message
+                }' new_state=None final=None success=False feedback='Error fetching url ${this.formatErrorUrl(
+                  url,
+                )}' metadata={}`,
+                metadata: {
+                  failedURL: url,
+                },
+              } as ActionResult;
+            }),
+        );
+      }
+
+      return Promise.allSettled(promises).then(async results => {
+        const actionResults = results.map(r => {
+          if (r.status === 'fulfilled') {
+            return r.value;
+          } else {
+            logger.error(r.reason);
+            return r.reason as ActionResult;
+          }
+        });
+
+        if (results.filter(r => r.status === 'fulfilled').length === 0) {
+          // collect errors
+          const err_text = (results as PromiseRejectedResult[])
+            .map(r => (r.reason as ActionResult).message)
+            .join('\n');
+          throw new Error(err_text);
+        } else {
+          return actionResults;
+        }
+      });
+    },
+  };
+
+  constructor() {
+    this.state =  {
+      pageStack: [],
+      quotes: {},
+      quoteCounter: 7,
+    };
+
+    this.turndownService.remove('script');
+    this.turndownService.remove('style');
+
+    // Add rules for turndown
+    this.turndownService.addRule('reference', {
+      filter: function (node, options: any): boolean {
+        return (
+          options.linkStyle === 'inlined' &&
+          node.nodeName === 'A' &&
+          node.getAttribute('href') !== undefined
+        );
+      },
+
+      replacement: (content, node, options): string => {
+        let state = this.state.pageStack[this.state.pageStack.length - 1];
+        if (!content || !('getAttribute' in node)) return '';
+        let href = undefined;
+        try {
+          if ('getAttribute' in node) {
+            const hostname = new URL(node.getAttribute('href')!).hostname;
+            // Do not append hostname when in the same domain
+            if (hostname === state.hostname || !hostname) {
+              href = '';
+            } else {
+              href = '†' + hostname;
+            }
+          }
+        } catch (e) {
+          // To prevent displaying links like '/foo/bar'
+          href = '';
+        }
+        if (href === undefined) return '';
+
+        const url = node.getAttribute('href')!;
+        let linkId = state.links.findIndex(link => link === url);
+        if (linkId === -1) {
+          linkId = state.aCounter++;
+          // logger.debug(`New link[${linkId}]: ${url}`);
+          state.links_meta.push({
+            type: 'webpage',
+            title: node.textContent!,
+            url: href,
+            text: node.textContent!,
+          });
+          state.links.push(url);
+        }
+        return `【${linkId}†${node.textContent}${href}】`;
+      },
+    });
+    this.turndownService.addRule('img', {
+      filter: 'img',
+
+      replacement: (content, node, options): string => {
+        let state = this.state.pageStack[this.state.pageStack.length - 1];
+        return `[Image ${state.imgCounter++}]`;
+      },
+    });
+    // Just to change indentation, wondering why this isn't exposed as an option
+    this.turndownService.addRule('list', {
+      filter: 'li',
+
+      replacement: function (content, node, options) {
+        content = content
+          .replace(/^\n+/, '') // remove leading newlines
+          .replace(/\n+$/, '\n') // replace trailing newlines with just a single one
+          .replace(/\n/gm, '\n  '); // indent
+
+        let prefix = options.bulletListMarker + ' ';
+        const parent = node.parentNode! as Element;
+        if (parent.nodeName === 'OL') {
+          const start = parent.getAttribute('start');
+          const index = Array.prototype.indexOf.call(parent.children, node);
+          prefix = (start ? Number(start) + index : index + 1) + '.  ';
+        }
+        return '  ' + prefix + content + (node.nextSibling && !/\n$/.test(content) ? '\n' : '');
+      },
+    });
+    // Remove bold; remove() doesn't work on this, I don't know why
+    this.turndownService.addRule('emph', {
+      filter: ['strong', 'b'],
+
+      replacement: function (content, node, options) {
+        if (!content.trim()) return '';
+        return content;
+      },
+    });
+  }
+
+  abstract actionLine(content: string): Promise<ActionResult | ActionResult[]>;
+
+  async action(content: string): Promise<ToolObservation[]> {
+    const lines = content.split('\n');
+    let results: ActionResult[] = [];
+    for (const line of lines) {
+      logger.info(`Action line: ${line}`)
+      try {
+        const lineActionResult = await this.actionLine(line);
+        logger.debug(`Action line result: ${JSON.stringify(lineActionResult, null, 2)}`);
+        if (Array.isArray(lineActionResult)) {
+          results = results.concat(lineActionResult);
+        } else {
+          results.push(lineActionResult);
+        }
+      } catch (err) {
+        const returnContentType = 'system_error';
+        results.push({
+          contentType: returnContentType,
+          roleMetadata: returnContentType,
+          message: `Error when executing command ${line}\n${err}`,
+          metadata: {
+            failedCommand: line,
+          },
+        });
+      }
+    }
+    const observations: ToolObservation[] = [];
+    for (const result of results) {
+      const observation: ToolObservation = {
+        contentType: result.contentType,
+        result: result.message,
+        roleMetadata: result.roleMetadata,
+        metadata: result.metadata ?? {},
+      };
+
+      if (result.metadataList) {
+        observation.metadata.metadata_list = result.metadataList;
+      }
+      observations.push(observation);
+    }
+    return observations;
+  }
+
+  postProcess(message: Message, metadata: any) {
+    const quotePattern = /【(.+?)†(.*?)】/g;
+    const content = message.content;
+    let match;
+    let citations: Citation[] = [];
+    const citation_format_type = 'tether_og';
+    while ((match = quotePattern.exec(content))) {
+      logger.debug(`Citation match: ${match[0]}`);
+      const start_ix = match.index;
+      const end_ix = match.index + match[0].length;
+
+      let invalid_reason = undefined;
+      let metadata: TetherQuoteMetadata;
+      try {
+        let cited_message_idx = parseInt(match[1]);
+        let evidence_text = match[2];
+        let quote = this.state.quotes[cited_message_idx.toString()];
+        if (quote === undefined) {
+          invalid_reason = `'Referenced message ${cited_message_idx} in citation 【${cited_message_idx}†${evidence_text}】 is not a quote or tether browsing display.'`;
+          logger.error(`Triggered citation error with quote undefined: ${invalid_reason}`);
+          citations.push({
+            citation_format_type,
+            start_ix,
+            end_ix,
+            invalid_reason,
+          });
+        } else {
+          let extra: TetherQuoteExtra = {
+            cited_message_idx,
+            evidence_text,
+          };
+          const quote_metadata = quote.metadata[0];
+          metadata = {
+            type: 'webpage',
+            title: quote_metadata.title,
+            url: quote_metadata.url,
+            text: quote_metadata.lines.join('\n'),
+            extra,
+          };
+          citations.push({
+            citation_format_type,
+            start_ix,
+            end_ix,
+            metadata,
+          });
+        }
+      } catch (err) {
+        logger.error(`Triggered citation error: ${err}`);
+        invalid_reason = `Citation Error: ${err}`;
+        citations.push({
+          start_ix,
+          end_ix,
+          citation_format_type,
+          invalid_reason,
+        });
+      }
+    }
+    metadata.citations = citations;
+  }
+
+  getState() {
+    return this.state;
+  }
+}
+
+export class SimpleBrowser extends BaseBrowser {
+  public description = 'SimpleBrowser';
+
+  constructor() {
+    super();
+  }
+
+  async actionLine(content: string): Promise<ActionResult | ActionResult[]> {
+    const regex = /(\w+)\(([^)]*)\)/;
+    const matches = content.match(regex);
+
+    if (matches) {
+      const functionName = matches[1];
+      let args_string = matches[2];
+      if (functionName === 'mclick') {
+        args_string = args_string.trim().slice(1, -1); // remove '[' and ']'
+      }
+
+      const args = args_string.split(',').map(arg => arg.trim());
+
+      let result;
+      switch (functionName) {
+        case 'search':
+          logger.debug(`SimpleBrowser action search ${args[0].slice(1, -1)}`);
+          const recency_days = /(^|\D)(\d+)($|\D)/.exec(args[1])?.[2] as undefined | `${number}`;
+          result = await this.functions.search(
+            args[0].slice(1, -1), // slice quote "query"
+            recency_days && Number(recency_days),
+          );
+          break;
+        case 'open_url':
+          logger.debug(`SimpleBrowser action open_url ${args[0].slice(1, -1)}`);
+          result = await this.functions.open_url(args[0].slice(1, -1));
+          break;
+        case 'mclick':
+          logger.debug(`SimpleBrowser action mclick ${args}`);
+          result = await this.functions.mclick(args.map(x => parseInt(x)));
+          break;
+        default:
+          throw new Error(`Parse Error: ${content}`);
+      }
+
+      return result;
+    } else {
+      throw new Error('Parse Error');
+    }
+  }
+}
+
+if (require.main === module) {
+  (async () => {
+    let browser = new SimpleBrowser();
+    let demo = async (action: string) => {
+      logger.info(` ------ Begin of Action: ${action} ------`);
+      let results = await browser.action(action);
+      for (const [idx, result] of results.entries()) {
+        logger.info(`[Result ${idx}] contentType: ${result.contentType}`);
+        logger.info(`[Result ${idx}] roleMetadata: ${result.roleMetadata}`);
+        logger.info(`[Result ${idx}] result: ${result.result}`);
+        logger.info(`[Result ${idx}] metadata: ${JSON.stringify(result.metadata, null, 2)}`);
+      }
+      logger.info(` ------ End of Action: ${action} ------\n\n`);
+    };
+
+    await demo("search('Apple Latest News')");
+    await demo('mclick([0, 1, 5, 6])');
+    await demo('mclick([1, 999999])');
+    await demo("open_url('https://chatglm.cn')");
+    await demo("search('zhipu latest News')");
+    await demo('mclick([0, 1, 5, 6])');
+  })();
+}

composite_demo/browser/src/config.ts

+export default {
+    LOG_LEVEL: 'debug',
+
+    BROWSER_TIMEOUT: 10000,
+    BING_SEARCH_API_URL: 'https://api.bing.microsoft.com/',
+    BING_SEARCH_API_KEY: '',
+
+    HOST: 'localhost',
+    PORT: 3000,
+};
\ No newline at end of file

composite_demo/browser/src/server.ts

+import express, { Express, Request, Response } from 'express';
+
+import { SimpleBrowser } from './browser';
+import config from './config';
+import { logger } from './utils';
+
+const session_history: Record<string, SimpleBrowser> = {};
+
+const app: Express = express();
+
+app.use(express.json());
+
+app.post('/', async (req: Request, res: Response) => {
+  const {
+    session_id,
+    action,
+  }: {
+    session_id: string;
+    action: string;
+  } = req.body;
+  logger.info(`session_id: ${session_id}`);
+  logger.info(`action: ${action}`);
+  
+  if (!session_history[session_id]) {
+    session_history[session_id] = new SimpleBrowser();
+  }
+
+  const browser = session_history[session_id];
+
+  try {
+    res.json(await browser.action(action));
+  } catch (err) {
+    logger.error(err);
+    res.status(400).json(err);
+  }
+})
+
+process.on('SIGINT', () => {
+  process.exit(0);
+});
+
+process.on('uncaughtException', e => {
+  logger.error(e);
+});
+
+const { HOST, PORT } = config;
+
+(async () => {
+  app.listen(PORT, HOST, () => {
+    logger.info(`⚡️[server]: Server is running at http://${HOST}:${PORT}`);
+    try {
+      (<any>process).send('ready');
+    } catch (err) {}
+  });
+})();

composite_demo/browser/src/types.ts

+export interface File {
+  id: string;
+  name: string;
+  size: number;
+}
+
+export interface Metadata {
+  files?: File[];
+  reference?: string;
+}
+
+export interface Message {
+  role: 'user' | 'assistant' | 'system' | 'observation';
+  metadata: string;
+  content: string;
+  request_metadata?: Metadata;
+}
+
+export interface ToolObservation {
+  contentType: string;
+  result: string;
+  text?: string;
+  roleMetadata?: string; // metadata for <|observation|>${metadata}
+  metadata: any; // metadata for response
+}

composite_demo/browser/src/utils.ts

+import winston from 'winston';
+
+import config from './config';
+
+export class TimeoutError extends Error {}
+
+const logLevel = config.LOG_LEVEL;
+
+export const logger = winston.createLogger({
+  level: logLevel,
+  format: winston.format.combine(
+    winston.format.colorize(),
+    winston.format.printf(info => {
+      return `${info.level}: ${info.message}`;
+    }),
+  ),
+  transports: [new winston.transports.Console()],
+});
+
+console.log('LOG_LEVEL', logLevel);
+
+export const parseHrtimeToMillisecond = (hrtime: [number, number]): number => {
+    return (hrtime[0] + hrtime[1] / 1e9) * 1000;
+  };
+
+export const promiseWithTime = <T>(
+    promise: Promise<T>
+  ): Promise<{
+    value: T;
+    time: number;
+  }> => {
+    return new Promise((resolve, reject) => {
+      const startTime = process.hrtime();
+      promise
+        .then(value => {
+          resolve({
+            value: value,
+            time: parseHrtimeToMillisecond(process.hrtime(startTime))
+          });
+        })
+        .catch(err => reject(err));
+    });
+  };
+
+export const withTimeout = <T>(
+    millis: number,
+    promise: Promise<T>
+  ): Promise<{
+    value: T;
+    time: number;
+  }> => {
+    const timeout = new Promise<{ value: T; time: number }>((_, reject) =>
+      setTimeout(() => reject(new TimeoutError()), millis)
+    );
+    return Promise.race([promiseWithTime(promise), timeout]);
+  };
\ No newline at end of file

composite_demo/browser/tsconfig.json

+{
+  "compilerOptions": {
+    "target": "es2022",
+    "lib": ["es2022", "dom"],
+    "module": "commonjs",
+    "rootDir": "./",
+    "outDir": "./dist",
+    "esModuleInterop": true,
+    "forceConsistentCasingInFileNames": true,
+    "strict": true,
+  },
+  "ts-node": {
+    "transpileOnly": true
+  }
+}

composite_demo/requirements.txt

+accelerate
+huggingface_hub>=0.19.4
+ipykernel>=6.26.0
+ipython>=8.18.1
+jupyter_client>=8.6.0
+langchain
+langchain-community
+matplotlib
+pillow>=10.1.0
+pymupdf
+python-docx
+python-pptx
+pyyaml>=6.0.1
+requests>=2.31.0
+sentencepiece
+streamlit>=1.35.0
+tiktoken
+transformers==4.40.0
+zhipuai>=2.1.0
+
+# Please install vllm if you'd like to use long context model.
+# vllm