diff --git a/Cargo.lock b/Cargo.lock
index 3a0e5c32f28e..83d01df668d1 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -39,6 +39,17 @@ dependencies = [
  "version_check",
 ]
 
+[[package]]
+name = "ahash"
+version = "0.8.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2c99f64d1e06488f620f932677e24bc6e2897582980441ae90a671415bd7ec2f"
+dependencies = [
+ "cfg-if",
+ "once_cell",
+ "version_check",
+]
+
 [[package]]
 name = "aho-corasick"
 version = "0.7.20"
@@ -57,6 +68,12 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "allocator-api2"
+version = "0.2.16"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0942ffc6dcaadf03badf6e6a2d0228460359d5e34b57ccdc720b7382dfbd5ec5"
+
 [[package]]
 name = "android-tzdata"
 version = "0.1.1"
@@ -342,6 +359,24 @@ dependencies = [
  "pkg-config",
 ]
 
+[[package]]
+name = "cached"
+version = "0.46.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8cead8ece0da6b744b2ad8ef9c58a4cdc7ef2921e60a6ddfb9eaaa86839b5fc5"
+dependencies = [
+ "ahash 0.8.3",
+ "async-trait",
+ "cached_proc_macro",
+ "cached_proc_macro_types",
+ "futures",
+ "hashbrown 0.14.0",
+ "instant",
+ "once_cell",
+ "thiserror",
+ "tokio",
+]
+
 [[package]]
 name = "cached-path"
 version = "0.6.1"
@@ -364,6 +399,24 @@ dependencies = [
  "zip",
 ]
 
+[[package]]
+name = "cached_proc_macro"
+version = "0.18.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7da8245dd5f576a41c3b76247b54c15b0e43139ceeb4f732033e15be7c005176"
+dependencies = [
+ "darling 0.14.4",
+ "proc-macro2",
+ "quote",
+ "syn 1.0.109",
+]
+
+[[package]]
+name = "cached_proc_macro_types"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3a4f925191b4367301851c6d99b09890311d74b0d43f274c0b34c86d308a3663"
+
 [[package]]
 name = "cc"
 version = "1.0.79"
@@ -1177,7 +1230,7 @@ version = "0.12.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8a9ee70c43aaf417c914396645a0fa852624801b24ebb7ae78fe8272889ac888"
 dependencies = [
- "ahash",
+ "ahash 0.7.6",
 ]
 
 [[package]]
@@ -1185,6 +1238,10 @@ name = "hashbrown"
 version = "0.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2c6201b9ff9fd90a5a3bac2e56a830d0caa509576f0e503818ee82c181b3437a"
+dependencies = [
+ "ahash 0.8.3",
+ "allocator-api2",
+]
 
 [[package]]
 name = "heck"
@@ -2702,9 +2759,9 @@ dependencies = [
 
 [[package]]
 name = "serde_json"
-version = "1.0.105"
+version = "1.0.107"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "693151e1ac27563d6dbcec9dee9fbd5da8539b20fa14ad3752b2e6d363ace360"
+checksum = "6b420ce6e3d8bd882e9b243c6eed35dbc9a6110c9769e74b584e0d68d1f20c65"
 dependencies = [
  "itoa",
  "ryu",
@@ -3011,14 +3068,18 @@ name = "tabby-download"
 version = "0.1.0"
 dependencies = [
  "anyhow",
+ "async-trait",
+ "cached",
  "futures-util",
  "indicatif 0.17.3",
  "reqwest",
  "serde",
+ "serde_json",
  "serdeconv",
  "tabby-common",
  "tokio-retry",
  "tracing",
+ "urlencoding",
 ]
 
 [[package]]
@@ -3875,6 +3936,12 @@ dependencies = [
  "percent-encoding",
 ]
 
+[[package]]
+name = "urlencoding"
+version = "2.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "daf8dba3b7eb870caf1ddeed7bc9d2a049f3cfdfae7cb521b087cc33ae4c49da"
+
 [[package]]
 name = "utf8-ranges"
 version = "1.0.5"
diff --git a/Cargo.toml b/Cargo.toml
index 63fca28d1d98..8b4df43ad522 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -22,6 +22,7 @@ homepage = "https://github.com/TabbyML/tabby"
 [workspace.dependencies]
 lazy_static = "1.4.0"
 serde = { version = "1.0", features = ["derive"] }
+serde_json = "1"
 serdeconv = "0.4.1"
 tokio = "1.28"
 tokio-util = "0.7"
diff --git a/crates/http-api-bindings/Cargo.toml b/crates/http-api-bindings/Cargo.toml
index 492e0461974f..92ab7250d2a9 100644
--- a/crates/http-api-bindings/Cargo.toml
+++ b/crates/http-api-bindings/Cargo.toml
@@ -7,7 +7,7 @@ edition = "2021"
 async-trait.workspace = true
 reqwest = { workspace = true, features = ["json"] }
 serde = { workspace = true, features = ["derive"] }
-serde_json = "1.0.105"
+serde_json = { workspace = true }
 tabby-inference = { version = "0.1.0", path = "../tabby-inference" }
 
 [dev-dependencies]
diff --git a/crates/tabby-download/Cargo.toml b/crates/tabby-download/Cargo.toml
index 94a64126c728..eed343639702 100644
--- a/crates/tabby-download/Cargo.toml
+++ b/crates/tabby-download/Cargo.toml
@@ -13,3 +13,7 @@ serde = { workspace = true }
 serdeconv = { workspace = true }
 tracing = { workspace = true }
 tokio-retry = "0.3.0"
+urlencoding = "2.1.3"
+serde_json = { workspace = true }
+cached = { version = "0.46.0", features = ["async", "proc_macro"] }
+async-trait = { workspace = true }
diff --git a/crates/tabby-download/src/cache_info.rs b/crates/tabby-download/src/cache_info.rs
index 8b308a0a3c55..c82ffef6fa57 100644
--- a/crates/tabby-download/src/cache_info.rs
+++ b/crates/tabby-download/src/cache_info.rs
@@ -1,6 +1,6 @@
 use std::{collections::HashMap, fs, path::Path};
 
-use anyhow::{anyhow, Result};
+use anyhow::Result;
 use serde::{Deserialize, Serialize};
 use tabby_common::path::ModelDir;
 
@@ -33,15 +33,6 @@ impl CacheInfo {
         self.etags.get(path).map(|x| x.as_str())
     }
 
-    pub fn remote_cache_key(res: &reqwest::Response) -> Result<&str> {
-        let key = res
-            .headers()
-            .get("etag")
-            .ok_or(anyhow!("etag key missing"))?
-            .to_str()?;
-        Ok(key)
-    }
-
     pub async fn set_local_cache_key(&mut self, path: &str, cache_key: &str) {
         self.etags.insert(path.to_string(), cache_key.to_string());
     }
diff --git a/crates/tabby-download/src/lib.rs b/crates/tabby-download/src/lib.rs
index c4608c725069..f77aac26b2e8 100644
--- a/crates/tabby-download/src/lib.rs
+++ b/crates/tabby-download/src/lib.rs
@@ -1,4 +1,5 @@
 mod cache_info;
+mod registry;
 
 use std::{cmp, fs, io::Write, path::Path};
 
@@ -6,111 +7,114 @@ use anyhow::{anyhow, Result};
 use cache_info::CacheInfo;
 use futures_util::StreamExt;
 use indicatif::{ProgressBar, ProgressStyle};
+use registry::{create_registry, Registry};
 use tabby_common::path::ModelDir;
 use tokio_retry::{
     strategy::{jitter, ExponentialBackoff},
     Retry,
 };
-use tracing::info;
-
-impl CacheInfo {
-    async fn download(
-        &mut self,
-        model_id: &str,
-        path: &str,
-        prefer_local_file: bool,
-        is_optional: bool,
-    ) -> Result<()> {
-        // Create url.
-        let url = format!("https://huggingface.co/{}/resolve/main/{}", model_id, path);
-
-        // Get cache key.
-        let local_cache_key = self.local_cache_key(path);
-
-        // Create destination path.
-        let filepath = ModelDir::new(model_id).path_string(path);
-
-        // Cache hit.
-        let local_file_ready = if prefer_local_file {
-            if let Some(local_cache_key) = local_cache_key {
-                if local_cache_key == "404" {
-                    true
-                } else {
-                    fs::metadata(&filepath).is_ok()
-                }
-            } else {
-                false
-            }
-        } else {
-            false
-        };
 
-        if !local_file_ready {
-            let strategy = ExponentialBackoff::from_millis(100).map(jitter).take(3);
-            let etag = Retry::spawn(strategy, || {
-                download_file(&url, &filepath, local_cache_key, is_optional)
-            })
-            .await?;
-            self.set_local_cache_key(path, &etag).await;
-        }
-        Ok(())
-    }
+pub struct Downloader {
+    model_id: String,
+    prefer_local_file: bool,
+    registry: Box<dyn Registry>,
 }
 
-pub async fn download_model(
-    model_id: &str,
-    download_ctranslate2_files: bool,
-    download_ggml_files: bool,
-    prefer_local_file: bool,
-) -> Result<()> {
-    if fs::metadata(model_id).is_ok() {
-        // Local path, no need for downloading.
-        return Ok(());
+impl Downloader {
+    pub fn new(model_id: &str, prefer_local_file: bool) -> Self {
+        Self {
+            model_id: model_id.to_owned(),
+            prefer_local_file,
+            registry: create_registry(),
+        }
     }
 
-    info!("Start downloading model `{}`", model_id);
-
-    let mut cache_info = CacheInfo::from(model_id).await;
-
-    let mut optional_files = vec![];
-    if download_ctranslate2_files {
-        optional_files.push("ctranslate2/vocabulary.txt");
-        optional_files.push("ctranslate2/shared_vocabulary.txt");
-        optional_files.push("ctranslate2/vocabulary.json");
-        optional_files.push("ctranslate2/shared_vocabulary.json");
+    pub async fn download_ctranslate2_files(&self) -> Result<()> {
+        let files = vec![
+            ("tabby.json", true),
+            ("tokenizer.json", true),
+            ("ctranslate2/vocabulary.txt", false),
+            ("ctranslate2/shared_vocabulary.txt", false),
+            ("ctranslate2/vocabulary.json", false),
+            ("ctranslate2/shared_vocabulary.json", false),
+            ("ctranslate2/config.json", true),
+            ("ctranslate2/model.bin", true),
+        ];
+
+        self.download_files(&files).await
     }
 
-    if download_ggml_files {
-        optional_files.push("ggml/q8_0.gguf");
+    pub async fn download_ggml_files(&self) -> Result<()> {
+        let files = vec![
+            ("tabby.json", true),
+            ("tokenizer.json", true),
+            ("ggml/q8_0.gguf", true),
+        ];
+        self.download_files(&files).await
     }
 
-    for path in optional_files {
-        cache_info
-            .download(
-                model_id,
+    async fn download_files(&self, files: &[(&str, bool)]) -> Result<()> {
+        // Local path, no need for downloading.
+        if fs::metadata(&self.model_id).is_ok() {
+            return Ok(());
+        }
+
+        let mut cache_info = CacheInfo::from(&self.model_id).await;
+        for (path, required) in files {
+            download_model_file(
+                self.registry.as_ref(),
+                &mut cache_info,
+                &self.model_id,
                 path,
-                prefer_local_file,
-                /* is_optional */ true,
+                self.prefer_local_file,
+                *required,
             )
             .await?;
+        }
+        Ok(())
     }
+}
 
-    let mut required_files = vec!["tabby.json", "tokenizer.json"];
+async fn download_model_file(
+    registry: &dyn Registry,
+    cache_info: &mut CacheInfo,
+    model_id: &str,
+    path: &str,
+    prefer_local_file: bool,
+    required: bool,
+) -> Result<()> {
+    // Create url.
+    let url = registry.build_url(model_id, path);
 
-    if download_ctranslate2_files {
-        required_files.push("ctranslate2/config.json");
-        required_files.push("ctranslate2/model.bin");
-    }
+    // Get cache key.
+    let local_cache_key = cache_info.local_cache_key(path);
 
-    for path in required_files {
-        cache_info
-            .download(
-                model_id,
-                path,
-                prefer_local_file,
-                /* required= */ false,
-            )
-            .await?;
+    // Create destination path.
+    let filepath = ModelDir::new(model_id).path_string(path);
+
+    // Cache hit.
+    let local_file_ready = if prefer_local_file {
+        if let Some(local_cache_key) = local_cache_key {
+            if local_cache_key == "404" {
+                true
+            } else {
+                fs::metadata(&filepath).is_ok()
+            }
+        } else {
+            false
+        }
+    } else {
+        false
+    };
+
+    if !local_file_ready {
+        let strategy = ExponentialBackoff::from_millis(100).map(jitter).take(2);
+        let etag = Retry::spawn(strategy, || {
+            download_file(registry, &url, &filepath, local_cache_key, !required)
+        })
+        .await?;
+
+        cache_info.set_local_cache_key(path, &etag).await;
     }
 
     cache_info.save(model_id)?;
@@ -118,6 +122,7 @@ pub async fn download_model(
 }
 
 async fn download_file(
+    registry: &dyn Registry,
     url: &str,
     path: &str,
     local_cache_key: Option<&str>,
@@ -137,7 +142,7 @@ async fn download_file(
         return Err(anyhow!(format!("Invalid url: {}", url)));
     }
 
-    let remote_cache_key = CacheInfo::remote_cache_key(&res)?.to_string();
+    let remote_cache_key = registry.build_cache_key(url).await?;
     if let Some(local_cache_key) = local_cache_key {
         if local_cache_key == remote_cache_key {
             return Ok(remote_cache_key);
diff --git a/crates/tabby-download/src/registry/huggingface.rs b/crates/tabby-download/src/registry/huggingface.rs
new file mode 100644
index 000000000000..4fef766c8234
--- /dev/null
+++ b/crates/tabby-download/src/registry/huggingface.rs
@@ -0,0 +1,24 @@
+use anyhow::{anyhow, Result};
+use async_trait::async_trait;
+
+use crate::Registry;
+
+#[derive(Default)]
+pub struct HuggingFaceRegistry {}
+
+#[async_trait]
+impl Registry for HuggingFaceRegistry {
+    fn build_url(&self, model_id: &str, path: &str) -> String {
+        format!("https://huggingface.co/{}/resolve/main/{}", model_id, path)
+    }
+
+    async fn build_cache_key(&self, url: &str) -> Result<String> {
+        let res = reqwest::get(url).await?;
+        let cache_key = res
+            .headers()
+            .get("etag")
+            .ok_or(anyhow!("etag key missing"))?
+            .to_str()?;
+        Ok(cache_key.to_owned())
+    }
+}
diff --git a/crates/tabby-download/src/registry/mod.rs b/crates/tabby-download/src/registry/mod.rs
new file mode 100644
index 000000000000..45181fc88dff
--- /dev/null
+++ b/crates/tabby-download/src/registry/mod.rs
@@ -0,0 +1,25 @@
+mod huggingface;
+mod modelscope;
+
+use anyhow::Result;
+use async_trait::async_trait;
+use huggingface::HuggingFaceRegistry;
+
+use self::modelscope::ModelScopeRegistry;
+
+#[async_trait]
+pub trait Registry {
+    fn build_url(&self, model_id: &str, path: &str) -> String;
+    async fn build_cache_key(&self, url: &str) -> Result<String>;
+}
+
+pub fn create_registry() -> Box<dyn Registry> {
+    let registry = std::env::var("TABBY_REGISTRY").unwrap_or("huggingface".to_owned());
+    if registry == "huggingface" {
+        Box::<HuggingFaceRegistry>::default()
+    } else if registry == "modelscope" {
+        Box::<ModelScopeRegistry>::default()
+    } else {
+        panic!("Unsupported registry {}", registry);
+    }
+}
diff --git a/crates/tabby-download/src/registry/modelscope.rs b/crates/tabby-download/src/registry/modelscope.rs
new file mode 100644
index 000000000000..fd39ae5eb1b2
--- /dev/null
+++ b/crates/tabby-download/src/registry/modelscope.rs
@@ -0,0 +1,79 @@
+use std::collections::HashMap;
+
+use anyhow::{anyhow, Result};
+use async_trait::async_trait;
+use cached::proc_macro::cached;
+use reqwest::Url;
+use serde::Deserialize;
+
+use crate::Registry;
+
+#[derive(Default)]
+pub struct ModelScopeRegistry {}
+
+#[async_trait]
+impl Registry for ModelScopeRegistry {
+    fn build_url(&self, model_id: &str, path: &str) -> String {
+        format!(
+            "https://modelscope.cn/api/v1/models/{}/repo?FilePath={}",
+            model_id,
+            urlencoding::encode(path)
+        )
+    }
+
+    async fn build_cache_key(&self, url: &str) -> Result<String> {
+        let url = Url::parse(url)?;
+        let model_id = url
+            .path()
+            .strip_prefix("/api/v1/models/")
+            .ok_or(anyhow!("Invalid url"))?
+            .strip_suffix("/repo")
+            .ok_or(anyhow!("Invalid url"))?;
+
+        let query: HashMap<_, _> = url.query_pairs().into_owned().collect();
+        let path = query
+            .get("FilePath")
+            .ok_or(anyhow!("Failed to extract FilePath"))?;
+
+        let revision_map = fetch_revision_map(model_id.to_owned()).await?;
+        for x in revision_map.data.files {
+            if x.path == *path {
+                return Ok(x.sha256);
+            }
+        }
+
+        Err(anyhow!("Failed to find {} in revisions", path))
+    }
+}
+
+#[cached(size = 1, result = true)]
+async fn fetch_revision_map(model_id: String) -> Result<ModelScopeRevision> {
+    let url = format!(
+        "https://modelscope.cn/api/v1/models/{}/repo/files?Recursive=true",
+        model_id
+    );
+    let resp = reqwest::get(url)
+        .await?
+        .json::<ModelScopeRevision>()
+        .await?;
+    Ok(resp)
+}
+
+#[derive(Deserialize, Clone)]
+#[serde(rename_all = "PascalCase")]
+struct ModelScopeRevision {
+    data: ModelScopeRevisionData,
+}
+
+#[derive(Deserialize, Clone)]
+#[serde(rename_all = "PascalCase")]
+struct ModelScopeRevisionData {
+    files: Vec<ModelScopeRevisionFile>,
+}
+
+#[derive(Deserialize, Clone)]
+#[serde(rename_all = "PascalCase")]
+struct ModelScopeRevisionFile {
+    path: String,
+    sha256: String,
+}
diff --git a/crates/tabby/Cargo.toml b/crates/tabby/Cargo.toml
index d9e34c087391..59762066e267 100644
--- a/crates/tabby/Cargo.toml
+++ b/crates/tabby/Cargo.toml
@@ -17,7 +17,7 @@ utoipa = { version = "3.3", features = ["axum_extras", "preserve_order"] }
 utoipa-swagger-ui = { version = "3.1", features = ["axum"] }
 serde = { workspace = true }
 serdeconv = { workspace = true }
-serde_json = "1.0"
+serde_json = { workspace = true }
 tower-http = { version = "0.4.0", features = ["cors"] }
 clap = { version = "4.3.0", features = ["derive"] }
 lazy_static = { workspace = true }
diff --git a/crates/tabby/src/download.rs b/crates/tabby/src/download.rs
index 722ea499238a..20e872148576 100644
--- a/crates/tabby/src/download.rs
+++ b/crates/tabby/src/download.rs
@@ -1,4 +1,5 @@
 use clap::Args;
+use tabby_download::Downloader;
 use tracing::info;
 
 use crate::fatal;
@@ -15,19 +16,18 @@ pub struct DownloadArgs {
 }
 
 pub async fn main(args: &DownloadArgs) {
-    tabby_download::download_model(
-        &args.model,
-        /* download_ctranslate2_files= */ true,
-        /* download_ggml_files= */ true,
-        args.prefer_local_file,
-    )
-    .await
-    .unwrap_or_else(|err| {
-        fatal!(
-            "Failed to fetch model due to '{}', is '{}' a valid model id?",
-            err,
-            args.model
-        )
-    });
+    let downloader = Downloader::new(&args.model, args.prefer_local_file);
+
+    let handler = |err| fatal!("Failed to fetch model '{}' due to '{}'", args.model, err,);
+
+    downloader
+        .download_ctranslate2_files()
+        .await
+        .unwrap_or_else(handler);
+    downloader
+        .download_ggml_files()
+        .await
+        .unwrap_or_else(handler);
+
     info!("model '{}' is ready", args.model);
 }
diff --git a/crates/tabby/src/serve/mod.rs b/crates/tabby/src/serve/mod.rs
index 943ca7a12b94..9691952ed1ea 100644
--- a/crates/tabby/src/serve/mod.rs
+++ b/crates/tabby/src/serve/mod.rs
@@ -12,6 +12,7 @@ use axum::{routing, Router, Server};
 use axum_tracing_opentelemetry::opentelemetry_tracing_layer;
 use clap::Args;
 use tabby_common::{config::Config, usage};
+use tabby_download::Downloader;
 use tokio::time::sleep;
 use tower_http::cors::CorsLayer;
 use tracing::{info, warn};
@@ -136,25 +137,16 @@ fn should_download_ggml_files(device: &Device) -> bool {
 pub async fn main(config: &Config, args: &ServeArgs) {
     valid_args(args);
 
+    let downloader = Downloader::new(&args.model, /* prefer_local_file= */ true);
     if args.device != Device::ExperimentalHttp {
-        let download_ctranslate2_files = !should_download_ggml_files(&args.device);
-        let download_ggml_files = should_download_ggml_files(&args.device);
-
-        // Ensure model exists.
-        tabby_download::download_model(
-            &args.model,
-            download_ctranslate2_files,
-            download_ggml_files,
-            /* prefer_local_file= */ true,
-        )
-        .await
-        .unwrap_or_else(|err| {
-            fatal!(
-                "Failed to fetch model due to '{}', is '{}' a valid model id?",
-                err,
-                args.model
-            )
-        });
+        let handler = |err| fatal!("Failed to fetch model '{}' due to '{}'", args.model, err,);
+        let download_result = if should_download_ggml_files(&args.device) {
+            downloader.download_ggml_files().await
+        } else {
+            downloader.download_ctranslate2_files().await
+        };
+
+        download_result.unwrap_or_else(handler);
     } else {
         warn!("HTTP device is unstable and does not comply with semver expectations.")
     }
diff --git a/experimental/copy-to-modelscope/.gitignore b/experimental/copy-to-modelscope/.gitignore
new file mode 100644
index 000000000000..05f85898c239
--- /dev/null
+++ b/experimental/copy-to-modelscope/.gitignore
@@ -0,0 +1,2 @@
+hf_model
+ms_model
diff --git a/experimental/copy-to-modelscope/README.md b/experimental/copy-to-modelscope/README.md
new file mode 100644
index 000000000000..c7dc94b38e79
--- /dev/null
+++ b/experimental/copy-to-modelscope/README.md
@@ -0,0 +1,3 @@
+# copy-to-modelscope
+
+Scripts to copy huggingface model to modelscope
diff --git a/experimental/copy-to-modelscope/main.sh b/experimental/copy-to-modelscope/main.sh
new file mode 100755
index 000000000000..a1437368703b
--- /dev/null
+++ b/experimental/copy-to-modelscope/main.sh
@@ -0,0 +1,54 @@
+#!/bin/bash
+set -e
+
+MODEL_ID=$1
+ACCESS_TOKEN=$2
+
+usage() {
+  echo "Usage: $0 <model_id> <access_token>"
+  exit 1
+}
+
+if [ -z "${MODEL_ID}" ]; then
+  usage
+fi
+
+git clone https://huggingface.co/$MODEL_ID hf_model
+git clone https://oauth2:${ACCESS_TOKEN}@www.modelscope.cn/$MODEL_ID.git ms_model
+
+echo "Sync directory"
+rsync -a --exclude '.git' hf_model/ ms_model/
+
+echo "Create README.md"
+cat <<EOF >ms_model/README.md
+---
+license: other
+tasks:
+- text-generation
+---
+
+# ${MODEL_ID}
+
+This is an mirror of [${MODEL_ID}](https://huggingface.co/${MODEL_ID}).
+EOF
+
+echo "Create configuration.json"
+cat <<EOF >ms_model/configuration.json
+{
+    "framework": "pytorch",
+    "task": "text-generation",
+    "pipeline": {
+        "type": "text-generation-pipeline"
+    }
+}
+EOF
+
+set -x
+cd ms_model
+git add .
+git commit -m "sync with upstream"
+git push origin
+
+echo "Success!"
+rm -rf hf_model
+rm -rf ms_model